<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="other" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">F1000Research</journal-id>
            <journal-title-group>
                <journal-title>F1000Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2046-1402</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/f1000research.129786.2</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Opinion Article</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Is rationality a cognitive faculty?</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 2; peer review: 1 approved, 1 approved with reservations, 1 not approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Khalil</surname>
                        <given-names>Elias L.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-0510-447X</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>School of Economics, Administration and Public Policy, Doha Institute for Graduate Studies, Doha, 70, Qatar</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:elias.lafi.khalil@gmail.com">elias.lafi.khalil@gmail.com</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>13</day>
                <month>11</month>
                <year>2025</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2023</year>
            </pub-date>
            <volume>12</volume>
            <elocation-id>83</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>6</day>
                    <month>11</month>
                    <year>2025</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Khalil EL</copyright-statement>
                <copyright-year>2025</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/12-83/pdf"/>
            <abstract>
                <p>Rationality in the standard (economics) sense cannot be a form of intelligence or any other cognitive faculty, such as memory, language, or mathematical skills. To establish this thesis, this paper uses a distinction from set theory, namely, the distinction between &#x201c;binary relators&#x201d; and &#x201c;binary operators&#x201d;. Rationality, in the standard sense, acts as a binary relator in the sense that it is an optimization method, whereas cognitive ability acts as a binary operator in the sense that it is a transformational function. Rationality as an optimization method (binary relator) does not differ from the neo-Darwinian notion of natural selection: either method seeks to find the best choice or fit trait given the constraints. A cognitive faculty as a transformational function (binary operator) simply translates inputs into outputs. The distinction between standard rationality and cognitive functions has wide-ranging implications for the theory of evolution.</p>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Set Theory; Binary Relator; Binary Operator; Optimization Method; Natural Selection; Intelligence; Memory; Technology</kwd>
            </kwd-group>
            <funding-group>
                <funding-statement>The author(s) declared that no grants were involved in supporting this work.</funding-statement>
            </funding-group>
        </article-meta>
        <notes>
            <sec sec-type="version-changes">
                <label>Revised</label>
                <title>Amendments from Version 1</title>
                <p>This Version 2 of my paper advances the same thesis as Version 1. The Reviewers offered insightful comments. In response I revised the paper in the following manner: --Towards the end of the paper, I mention two neuroscientific findings that support the proposed distinction between binary operator (technology and cognitive faculties), on the one hand, and binary relator (rational choice), on the other hand. The first is Nicolelis&#x2019; dual computation theory of the brain. The second is the Bayesian brain hypothesis or, more generally, to Friston&#x2019;s free-energy principle. In addition, the revision includes three new sections: -- Standard Rationality 
                    <italic>versus</italic> Simon/Gigerenzer Rationality --Why Ignore Dual Process Theory? --Are Binary Operators and Binary Relators Opposite of Each Other? I also linked the proposed distinction between binary operator (regarding technology and cognitive capacity) and binary relator (regarding rational choice) to neuroscientific findings.</p>
            </sec>
        </notes>
    </front>
    <body>
        <sec id="sec1" sec-type="intro">
            <title>Introduction</title>
            <p>The literature in the biological sciences generally shies away from the concept of rational choice. When the literature alludes to rational choice, it considers it a cognitive faculty similar to memory, intelligence, linguistic ability, and mathematical skill that form the basis of expertise (e.g., 
                <xref ref-type="bibr" rid="ref25">Hambrick 

                    <italic toggle="yes">et al.,
</italic> 2018</xref>). There are a few exceptions that do not treat rational choice as another cognitive skill (e.g., 
                <xref ref-type="bibr" rid="ref3">Burgoyne 

                    <italic toggle="yes">et al.,
</italic> 2023</xref>).</p>
            <p>Once a biologist treats rationality as a cognitive faculty, she continues to conceive it as the subject of natural selection akin to any other cognitive faculties. Even some economists, whose discipline canonizes rationality as about optimization, concur with and treat rationality as a cognitive faculty and, hence, the product of natural selection (e.g., 
                <xref ref-type="bibr" rid="ref55">Robson, 2001</xref>; 
                <xref ref-type="bibr" rid="ref56">Robson &amp; Samuelson, 2010</xref>).</p>
            <p>This paper questions this literature. Rationality, as understood in the standard sense, cannot be another cognitive faculty. It is rather, similar to natural selection, an optimization method:
                <disp-quote>
                    <p>

                        <bold>Core Thesis:</bold> Rationality in the standard sense is about optimization radically differing from cognitive abilities such as memory, intelligence, language faculty, and mathematical skills. As understood by standard researchers, rationality is rather an optimization method for determining the best choice or fit trait.</p>
                </disp-quote>
            </p>
            <p>This core thesis stands irrespective of the many detractors and critics of standard rational choice theory in the social and behavioral sciences.
                <xref ref-type="fn" rid="fn1">
                    <sup>1</sup>
                </xref>
            </p>
            <p>Indeed, the proposed distinction between rational choice, on the one hand, and cognitive capacity, on the other hand, finds support in neuroscientific findings regarding cortical operations. For example, in his effort to revise Freud&#x2019;s foundation of psychoanalysis in light of neuroscientific findings, 
                <xref ref-type="bibr" rid="ref60">Solms (2017)</xref> highlights experimental results that demonstrate that rational evaluation and consciousness are emergent properties of subcortical affective systems. That is, rationality and consciousness are not dependent on inputs from the environment (see also 
                <xref ref-type="bibr" rid="ref4">Casanova, 2010</xref>). In contrast, cognition operates almost entirely on the basis of inputs, which produce perception and memory that can be unconscious (see 
                <xref ref-type="bibr" rid="ref7">Dall&#x2019;Aglio, 2024</xref>).</p>
            <p>This paper does not take a stand, and it does not need to consider whether there is a necessary link between rationality and consciousness. This paper does not delve into the neuro foundations of the proposed distinction between rationality and cognition, to mention consciousness. It only briefly, in the last section of the paper, connects the proposed distinction to Nicolelis&#x2019; dual computation theory of the brain. It also briefly connects rationality to the Bayesian brain hypothesis or, more generally, to Friston&#x2019;s free-energy principle.</p>
            <p>This paper advances its core thesis via a distinction borrowed from set theory (
                <xref ref-type="bibr" rid="ref53">Rai 

                    <italic toggle="yes">et al.,
</italic> 2012</xref>). The distinction is between &#x201c;binary relators&#x201d; and &#x201c;binary operators&#x201d;. Rationality in the standard sense&#x2014;or, for short, &#x201c;rationality&#x201d;&#x2014;acts as a binary relator, i.e., as an optimization method. In contrast, any cognitive faculty acts as a binary operator, i.e., as a transformational function. Rationality as an optimization method (binary relator) does not differ from the neo-Darwinian notion of natural selection (see 
                <xref ref-type="bibr" rid="ref31">Khalil, 1993</xref>): either method defines the best choice or fit trait given the constraints. A cognitive faculty as a transformational function (binary operator) simply translates inputs into outputs.</p>
            <p>The proposed distinction between rationality and cognitive faculties has great ramifications for the theory of evolution. Primarily, the distinction is that rationality cannot be the subject of evolutionary change. Rather, it is a constant feature of any organism, i.e., simply what makes an entity a living entity. This implication can be called the &#x201c;
                <italic toggle="yes">Organismus economicus</italic> hypothesis&#x201d;. In contrast, organisms do not make decisions but rather behave according to rules selected by natural selection. This view can be called the &#x201c;
                <italic toggle="yes">Organismus automaton</italic> hypothesis&#x201d;, which is at the core of neo-Darwinism (see 
                <xref ref-type="bibr" rid="ref41">Khalil &amp; Marciano, 2010</xref>).</p>
            <p>The proposed distinction between rationality and cognitive faculties raises a question. While researchers make statements regarding cognitive faculties that are &#x201c;descriptive,&#x201d; statements regarding rationality need not be so. Indeed, researchers across disciplines largely distinguish between two different arguments about rationality: is the argument &#x201c;descriptive&#x201d; as opposed to &#x201c;normative&#x201d;? 
                <xref ref-type="bibr" rid="ref1">Baron (2023)</xref> goes one step further and refines the &#x201c;normative&#x201d; category into two. Therefore, for Baron, we have three kinds of statements: i) &#x201c;descriptive statements&#x201d; empirically inform us of &#x201c;what is&#x201d;; ii) &#x201c;prescriptive statements&#x201d; advance arguments of &#x201c;what decisions should be&#x201d;; and iii) &#x201c;evaluative statements&#x201d; assess the damage that occurs when an actual decision, as captured by descriptive statements, deviates from what the decision should be, as captured by prescriptive statements.</p>
            <p>As a reminder, in our evaluative statements, we should consider the element of luck or probability. A decision maker could violate what rational choice theory prescribes but ends up with a result that is even better than what would have been the case if one had chosen the prescriptive action. This outcome usually occurs because of shock, which is simply the actual state of nature that is highly unlikely to occur.</p>
            <p>The question that this paper poses sidesteps Baron&#x2019;s descriptive/prescriptive/evaluative distinction&#x2014;or, more generally, the descriptive/normative distinction. This paper is not about what decision makers actually decide. It is also not about what decision makers should decide. It simply proceeds to ask a question: given that a researcher believes that rationality is relevant to how people behave or should behave, does such rationality amount to a cognitive capacity?</p>
            <p>This paper commences with the juxtaposition of this paper&#x2019;s question, first, vis-&#x00e0;-vis Simon/Gigerenzer&#x2019;s non-standard definition of rationality and, second, vis-&#x00e0;-vis dual process theory. This paper proceeds to draw a sharp distinction between the two hypotheses via the distinction between the optimization method, which specifies the best outcome, and the transformation function, which translates inputs to outputs. The neo-Darwinian approach, as a result of treating rationality as a trait selected by the optimization method, then commits a self-reference paradox (akin to the Russell Paradox (
                <xref ref-type="bibr" rid="ref57">Russell, 1956</xref>)). The self-reference paradox highlights a problem with the neo-Darwinian approach. While the theorist must admit that rationality is not a trait to avoid the self-reference paradox, the theorist opens the gate wide open to metaphysics. However, as this paper registers, there is no need for the specter of metaphysics, and hence, we should welcome the 
                <italic toggle="yes">Organismus economicus</italic> hypothesis.</p>
            <sec id="sec2">
                <title>Standard Rationality 
                    <italic toggle="yes">versus</italic> Simon/Gigerenzer Rationality</title>
                <p>Upon reading the title of this paper&#x2014;namely, whether rationality is a cognitive faculty&#x2014;it is probably clear to the reader what is &#x201c;cognitive faculty.&#x201d; However, it is probably less clear what is &#x201c;rationality.&#x201d; As the exposition of the 
                    <italic toggle="yes">Organismus economicus</italic> hypothesis below shows, this paper defines rationality &#x00e0; la standard economics. Specifically, rationality is about the coherence of preferences: the decision maker knows what bundles of goods they prefer over other bundles and, hence, is ready to select the best bundle allowed given the budget constraint, beliefs, and general circumstances (
                    <xref ref-type="bibr" rid="ref17">Gilboa, 2012</xref>; 
                    <xref ref-type="bibr" rid="ref38">Khalil, 2025a</xref>). This paper focuses on this notion of rationality and asks whether such a standard notion is a cognitive faculty.</p>
                <p>If some researchers deny the existence of this standard notion of rationality and proceed to offer non-standard definitions, this paper is not written to advance arguments to convince them otherwise. Specifically, this paper neither critiques 
                    <xref ref-type="bibr" rid="ref18">Gigerenzer&#x2019;s (2023)</xref> non-standard notion, which he calls &#x201c;ecological rationality,&#x201d; nor critiques 
                    <xref ref-type="bibr" rid="ref59">Simon&#x2019;s (1976)</xref> notion, which he calls &#x201c;procedural rationality.&#x201d; Simon and Gigerenzer basically argue, although in different ways, that the standard notion of rationality is fundamentally flawed. For them, decision makers cannot undertake decisions on the basis of optimization for a simple reason. The mechanism of optimization is based on beliefs about facts that also involve optimization, which leads to endless regression. That is, for Simon and Gigerenzer, the issue is not the fact that the cognitive processing of information is costly and hence rationality is bounded, what the neoclassical (standard) definition of rationality acknowledges.
                    <xref ref-type="fn" rid="fn2">
                        <sup>2</sup>
                    </xref> Simon and Gigerenzer maintain that the entry point of standard economics is untenable even when cognitive costs are zero.</p>
                <p>Instead, Simon and Gigerenzer propose a different entry point: &#x201c;habits&#x201d;, routines, or &#x201c;intuitions&#x201d; conceived as primordial, and hence, theorists need not explain them. Habits at the personal and collective levels are &#x201c;norms&#x201d; of behavior that explain behavior&#x2014;which 
                    <xref ref-type="bibr" rid="ref30">Kahneman and Miller (1986)</xref> also argue. The decision maker continues to use default habits, norms, or intuitions as long as they are useful in attaining some predetermined level of satisfaction&#x2014;which 
                    <xref ref-type="bibr" rid="ref58">Simon (1957)</xref> calls &#x201c;satisficing&#x201d;.</p>
                <p>Other papers discuss the limitations of the Simon/Gigerenzer non-standard definition of rationality (
                    <xref ref-type="bibr" rid="ref35">Khalil, 2013a</xref>, 
                    <xref ref-type="bibr" rid="ref36">b</xref>; 
                    <xref ref-type="bibr" rid="ref37">Khalil, 2022</xref>). This paper does not discuss these limitations because the aim of this paper is not to advocate the importance of the standard definition of rationality. This paper poses a different question: given that research subscribes to the standard notion of rationality, is such a notion a cognitive faculty?</p>
            </sec>
            <sec id="sec3">
                <title>Why ignore dual process theory?</title>
                <p>This paper also does not discuss dual process theory, but for a different reason. While 
                    <xref ref-type="bibr" rid="ref12">Evans (1978)</xref> is usually credited with formally introducing dual process theory in the psychology literature, 
                    <xref ref-type="bibr" rid="ref62">Stanovich (2010a)</xref> and 
                    <xref ref-type="bibr" rid="ref29">Kahneman (2011)</xref> link dual process theory to the study of heuristics in relation to rationality. Dual process theory amounts to the proposition that thinking and deciding involves two systems. The first system, called &#x201c;System 1&#x201d;, amounts to deciding regarding a case according to ready-made beliefs, heuristics, and first impressions that are fast and spontaneous. The second system, called &#x201c;System 2&#x201d;, amounts to deciding by examining the case under focus with all its details. While System 1 is fast and spontaneous, System 2 is slow and deliberate.</p>
                <p>As shown elsewhere (
                    <xref ref-type="bibr" rid="ref40">Khalil, 2025c</xref>; 
                    <xref ref-type="bibr" rid="ref42">Khalil &amp; Amin, 2023</xref>), dual process theory is fruitful not only in understanding heuristics and how decision makers suspend them but also in understanding routines, i.e., the physiological functions of organisms and their organs. However, this paper does not discuss dual process theory because it proposes that spontaneous System 1 is non-rational, whereas deliberative System 2 is rational. As argued elsewhere (
                    <xref ref-type="bibr" rid="ref37">Khalil, 2022</xref>, 
                    <xref ref-type="bibr" rid="ref40">2025c</xref>), System 1 and System 2 are rather organically linked: the logic of rational choice underpins the operation of both systems. We need a rational choice to explain why some actions become habitual and hence become part of spontaneous System 1. We also need a rational choice to explain why some habitual actions become suspended; hence, the decision is sent back to deliberative System 2.</p>
                <p>Even if we salvage dual process theory from the connotation that spontaneous System 1 is non-rational, the question posed by this paper does not gain from refining thinking into two systems. Given that the two systems are organically linked, we can ask questions about the standard notion of rationality 
                    <italic toggle="yes">per se</italic>, namely, how it is related to cognitive faculty, without refining thinking and deciding into two systems. Indeed, the refinement of thinking and deciding amounts to a digression that takes us away from the question posed by this paper.</p>
                <p>The need to avoid such unnecessary digression becomes even more poignant in light of the further refinement of System 2 undertaken by 
                    <xref ref-type="bibr" rid="ref62">Stanovich (2010a)</xref>. The impetus behind his refinement is to solve what he calls the &#x201c;Great Rationality Debate&#x201d;. The Great Rationality Debate is about a long-running question in the philosophical and psychological literature: how far human behavior is from the standard notion of rationality (the coherence of preferences and the efficiency of actions in light of probability theory and logical thinking). To answer this question, Stanovich argues that we should examine individual differences. This examination shows, to the surprise of the literature (but not to this paper), that people with high IQs need not make significantly more rational choices than people with normal IQs do.</p>
                <p>While this paper welcomes Stanovich&#x2019;s rationality/intelligence distinction (see also 
                    <xref ref-type="bibr" rid="ref63">Stanovich, 2010b</xref>), he grounds the distinction on refining System 2 into two sub-processes: i) the reflective process that allows the decision maker to suspend the operation of spontaneous System 1 and ii) the algorithmic process that, once a task is decoupled from spontaneous System 1, undertakes the processing of information specific to the case under focus. For Stanovich, while the reflective process expresses rationality (which varies across individuals), the algorithmic process expresses intelligence.</p>
                <p>While one may accept that the algorithmic process hinges on intelligence, Stanovich&#x2019;s refinement implies that System 1 is non-rational, as he reserves rationality to the reflective process (part of deliberative System 2). As stated above, System 1 and System 2 are rather organically linked by the logic of rational choice. Given that the focus is on rational choice 
                    <italic toggle="yes">per se</italic>&#x2014;namely, whether it is a cognitive faculty similar to memory or intelligence&#x2014;it would be unnecessary to digress and refine the operation of rational choice.</p>
            </sec>
        </sec>
        <sec id="sec4">
            <title>Optimization method 
                <italic toggle="yes">contra</italic> transformation function</title>
            <sec id="sec5">
                <title>The 
                    <italic toggle="yes">Organismus automaton</italic> hypothesis</title>
                <p>The 
                    <italic toggle="yes">Organismus automaton</italic> hypothesis involves the treatment of rationality as a trait, specifically as a cognitive faculty. It is based on the fundamental thesis that the organism operates according to rules, where such rules are the products, ultimately, of natural selection. These rules are the operational functions of faculties, such as memory, intelligence, and supposed rationality. In this picture, the organism follows rules in the final analysis as an automaton.</p>
                <p>This paper ignores sophisticated versions of the 
                    <italic toggle="yes">Organismus automaton</italic> hypothesis (e.g., 
                    <xref ref-type="bibr" rid="ref19">Godfrey&#x2013;Smith, 1996</xref>, 
                    <xref ref-type="bibr" rid="ref20">2009</xref>). This allows us to focus, as shown in 
                    <xref ref-type="fig" rid="f1">
Figure 1</xref>, on the basic minimal schemata of the optimization structure of the 
                    <italic toggle="yes">Organismus automaton</italic>:</p>
                <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                    <label>
Figure 1. </label>
                    <caption>
                        <title>Structure of the 
                            <italic toggle="yes">Organismus automaton.</italic>
</title>
                    </caption>
                    <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/190765/59bc5452-f9a0-4870-b42a-80ead5c691e9_figure1.gif"/>
                </fig>
                <p>where E = a set of fitness ends such as the flight speed of zebra (too much flight speed weakens other abilities and too little undermines the survival fitness of the organism); x
                    <sub>i</sub>t
                    <sub>j</sub> = the particular trait (t) and the instinctual behavior requiring a certain set of goods (x) (different organisms are characterized by different combinations of t and x); TF
                    <sub>k</sub> = the transformational function of level or type k that transforms inputs into outputs; and OM = the optimization method that ensures that the optimum E (E
                    <sub>i</sub>
                    <sup>*</sup>) is selected or chosen.</p>
                <p>It is crucial to distinguish among three entities in the above schemata: i) the trait-as-input, which is an element of the input set on the left-hand side; ii) the trait-as-technology, which acts as the binary operator of level k (TF
                    <sub>k</sub>) between the input set and the output set; and iii) the optimization method (OM), which acts as a binary relator.</p>
                <p>To use a distinction borrowed from set theory, the OM is the &#x201c;binary relator&#x201d;, whereas TF
                    <sub>k</sub> is the &#x201c;binary operator&#x201d; (see 
                    <xref ref-type="bibr" rid="ref53">Rai 

                        <italic toggle="yes">et al.,
</italic> 2012</xref>). The binary relator that acts as the OM performs two roles. The first role works within each set, as it ranks the different outputs in a consistent fashion; that is, it specifies which output is better than the other while abstracting from the constraints. For example, it can rank different flight speeds without considering constraints. The OM also ranks the different inputs correspondingly. However, the optimal solution cannot be determined without specifying the environmental constraints. This highlights the second role; once the constraints are specified, the OM relates the input with the output sets in a certain way that shows what is the appropriate input that produces the optimum output (E
                    <sub>i</sub>
                    <sup>*</sup>).</p>
                <p>In contrast, the binary operator (TF
                    <sub>k</sub>) transforms inputs into outputs according to k-level trait-as-technology. As such, TF
                    <sub>k</sub> is neither the optimization method (OM) nor the trait-as-input (x
                    <sub>i</sub>t
                    <sub>j</sub>) that makes up the left-hand input set. TF
                    <sub>k</sub> is merely the technical listing of outcomes that TF
                    <sub>k</sub> can produce from the given set of inputs.</p>
            </sec>
            <sec id="sec6">
                <title>The symmetry of the two hypotheses</title>
                <p>The structure of the 
                    <italic toggle="yes">Organismus automaton</italic> hypothesis is almost identical to the structure of 
                    <italic toggle="yes">Organismus oeconomicus</italic> hypothesis. The input in the former is the population of individuals where each individual is characterized by an input set, whereas each gives rise to a different end, called a phenotype. The input in the latter is the bundle of goods, whereas each gives origin to a different end, called utility.</p>
                <p>The 
                    <italic toggle="yes">Organismus oeconomicus</italic> hypothesis, based on standard rational choice, also consists of the binary relator assuring us the production of the optimum, i.e., the employment of OM, and the binary operator that expresses the transformational function, say, at k-level, i.e., the employment of TF 
                    <sub>k</sub>. Again here, the binary relator (OM) has two roles. As for the first role, the theory of rationality assures us the ends, that is, the utility values, are consistent and, correspondingly, that the inputs are consistently ranked. Consistency depends on many axioms, the most important are two: transitivity and completeness (see 
                    <xref ref-type="bibr" rid="ref17">Gilboa, 2012</xref>; 
                    <xref ref-type="bibr" rid="ref72">Khalil, 2023</xref>). As for the second role, once constraints are determined, the binary relator identifies the optimum end, that is, the optimum utility, and its corresponding set of inputs.</p>
                <p>As for the binary operator at k-level (TF 
                    <sub>k</sub>), there is a set of technologies, institutions, and beliefs transforming each set of inputs into output. As in the case of the 
                    <italic toggle="yes">Organismus automaton</italic> hypothesis, the binary operator merely lists the technical aspect of what is the outcome of each set of inputs if the given TF 
                    <sub>k</sub> is employed in their transformation. It neither assures any internal consistency nor determines the optimum outcome.</p>
            </sec>
            <sec id="sec7">
                <title>When the optimum is disturbed</title>
                <p>Once an optimum is selected by nature or by choice, the optimum is stable as long as shocks disturb neither the set of inputs nor the set of environmental constraints. The stable decision equilibrium, not to be confused with market equilibrium, can be upset if at least one of the following two conditions changes: (i) a mutation of traits-as-inputs (t) or goods (x) takes place; or (ii) a change in the set of environmental constraints.</p>
                <p>The set of environmental constraints is implicit in the above schemata. Specifically, the binary relator can select only the optimum end while considering such a set. Let us consider the consequences of the change in such a set of environmental constraints (C) from C
                    <sub>i</sub> to C
                    <sub>c</sub>. Nature should select or the decision maker should choose, as 
                    <xref ref-type="fig" rid="f2">
Figure 2</xref> shows, a new set of inputs, x
                    <sub>c</sub>t
                    <sub>d</sub>
                    <sup>*</sup>, corresponding to the new optimum end, E
                    <sup>*</sup>
                    <sub>c</sub>:</p>
                <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                    <label>
Figure 2. </label>
                    <caption>
                        <title>The selection of the optimum end.</title>
                    </caption>
                    <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/190765/59bc5452-f9a0-4870-b42a-80ead5c691e9_figure2.gif"/>
                </fig>
                <p>However, both nature and the decision maker may face hurdles, mainly arising from transitional costs (
                    <xref ref-type="bibr" rid="ref45">Marciano &amp; Khalil, 2012</xref>; 
                    <xref ref-type="bibr" rid="ref35">Khalil, 2013a</xref>), as they attempt to adjust. Hence, there can be an adjustment period or, worse, a lock-in arrangement where the 
                    <italic toggle="yes">status quo</italic> dominates. Natural selection or rational choice may opt for the 
                    <italic toggle="yes">status quo</italic>&#x2014;i.e., the old end, E
                    <sub>i</sub>. In this case, natural selection or rational choice (OM) would still select the old inputs, x
                    <sub>i</sub>t
                    <sub>j</sub>. If nothing happens, E
                    <sub>i</sub> will continue forever as the &#x201c;second best&#x201d; actual outcome, where the OM is denoted as second-best (OM
                    <sup>SB</sup>). In contrast, E
                    <sup>*</sup>
                    <sub>c</sub> continues to be the ideal or &#x201c;first-best&#x201d;, where the OM is denoted as first-best (OM
                    <sup>FB</sup>). However, what matters, the first-best (E
                    <sup>*</sup>
                    <sub>c</sub>) is suboptimal, whereas the second-best (E
                    <sub>i</sub>) is optimal&#x2014;given the transitional cost that secures the lock-in arrangement.</p>
                <p>This gap between E
                    <sup>*</sup>
                    <sub>c</sub> (first-best) and E
                    <sub>i</sub> (second-best) may shed light on the controversy between the &#x201c;hard&#x201d; and &#x201c;soft&#x201d; neo-Darwinian approaches. For the &#x201c;hard&#x201d; approach (for example, 
                    <xref ref-type="bibr" rid="ref8">Dawkins, 1989</xref>; 
                    <xref ref-type="bibr" rid="ref9">Dennett, 1984</xref>), the OM should surely generate the E
                    <sup>*</sup>
                    <sub>j</sub>. For the &#x201c;soft&#x201d; approach (for example, 
                    <xref ref-type="bibr" rid="ref23">Gould &amp; Lewontin, 1979</xref>), the binary relator is rather OM
                    <sup>SB</sup>, generating the seemingly suboptimal outcome E
                    <sub>i</sub>. However, as 
                    <xref ref-type="bibr" rid="ref45">Marciano and Khalil (2012)</xref> explain, E
                    <sub>i</sub> is actually optimal if we (as we should) consider lock-in arrangements, such as the body plan of the organism or the technological/institutional/legal makeup of the community. E
                    <sup>*</sup>
                    <sub>c</sub> is optimal in the &#x201c;ideal&#x201d; sense, in a world that forcefully ignores transitional cost as if we live in an arrangement-free world.</p>
                <p>In the given optimization problem above, the binary operator at the k-level (TF) cannot be the subject of the optimization method (OM). However, what guarantees that the binary operator is fit or efficient? In the above representation, there is no guarantee. It is taken as a given and, hence, cannot be assessed at this level of selection or choice. It can, however, be the subject of selection or choice when it is the object of rational choice or evolutionary selection. This could be the case, as 
                    <xref ref-type="fig" rid="f3">
Figure 3</xref> demonstrates, if the binary operator is acting at a deeper level, such as at the k+1 level:</p>
                <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                    <label>
Figure 3. </label>
                    <caption>
                        <title>The Binary Operator at k+1 Level.</title>
                    </caption>
                    <graphic id="gr3" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/190765/59bc5452-f9a0-4870-b42a-80ead5c691e9_figure3.gif"/>
                </fig>
                <p>The binary operator, which consists of technology, rules/instructions, or body plans, involves a hierarchy. It can be at the k-level or deeper, such as the k+1 level. We do not find such a hierarchy with respect to the binary relator (OM) specifying the optimum.</p>
                <p>While the elements of the input set and the corollary of the output set are different, the binary relator (OM) does not change, performing the same function irrespective of the level of hierarchy of the binary operator, i.e., whether it is TF
                    <sub>k</sub> or TF
                    <sub>k+1</sub>. In the above schemata, the OM selects or chooses x
                    <sub>i</sub>TF
                    <sub>k</sub>
                    <sup>*</sup> as the optimum input that corresponds to the optimum end, E
                    <sup>*</sup>
                    <sub>k</sub>. While the binary operator (TF
                    <sub>k</sub>) cannot play the role of natural selection (binary relator), it is the product of natural selection at a deeper level, i.e., at the k+1 level. However, when the binary relator functions, i.e., as the OM, it must take the binary operator, whether TF
                    <sub>k</sub> or TF
                    <sub>k+1</sub>, as given. Such a limited optimization function should not be taken, &#x00e0; la &#x201c;soft&#x201d; neo-Darwinians or &#x00e0; la the critics of standard economists (see 
                    <xref ref-type="bibr" rid="ref35">Khalil, 2013a</xref>), as a shortcoming that undermines or repudiates the notion of optimization 
                    <italic toggle="yes">per se.</italic> To wit, the 
                    <italic toggle="yes">raison d&#x2019;&#x00ea;tre</italic> of optimization is the existence of limits taken as given. Therefore, the term &#x201c;limited optimization&#x201d; is pleonasm.</p>
                <p>There are other nuances, which this paper ignores, of the common structure that underpins the 
                    <italic toggle="yes">Organismus automaton</italic> and 
                    <italic toggle="yes">Organismus economicus</italic> hypothesis. Importantly, the structure of each hypothesis is the same and can handle different kinds of complications and qualifications at secondary and tertiary approximations. Most importantly, in this proposed structure, the trait-as-technology, i.e., the binary operator, functions as a transformation function that varies according to the level of the hierarchy. In contrast, the binary relator (OM) remains constant, i.e., irrespective of the level of hierarchy.</p>
            </sec>
            <sec id="sec8">
                <title>Are binary operators and binary relators opposite of each other?</title>
                <p>While binary operators (cognitive capacity or technology) and binary relators (rational choice) are different, this does not mean that they are opposite of each other. While this paper argues that both binary linkages are analytically different, they are functionally linked. Indeed, it is impossible for the decision maker to make rational decisions&#x2014;i.e., undertake binary relator actions&#x2014;without relying on cognitive capacities, traits, physiological organs, or transformative technologies, i.e., binary operators.</p>
                <p>For instance, 
                    <xref ref-type="bibr" rid="ref68">Varian (1992)</xref> commences his influential graduate-level economics textbook with the binary operator. He dedicates Chapter 1 to discussing the capability of a firm&#x2014;as expressed by the available technology, machines, buildings, space, and workers&#x2014;to transform inputs into outputs. Varian then proceeds in Chapter 2 to discuss how the firm uses such capability, i.e., the binary operator, in different ways depending on the environment and other constraints. The firm&#x2019;s objective is the maximization of profit, which prescribes a choice that amounts to a binary relator (rationality).</p>
                <p>The fact that the binary relator (rational choice) relies on a binary operator (technology or capacity) should not lead us to conflate the two. Rationality cannot be both a binary relator and a binary operator. As a binary relator, rationality involves a binary operator. However, the opposite is not the case: Once a technology or a capacity (binary operator) is set up, its operation does not involve a binary relator (rationality).</p>
            </sec>
        </sec>
        <sec id="sec9">
            <title>Can rationality ever be a trait?</title>
            <sec id="sec10">
                <title>The incoherence problem</title>
                <p>The proposed distinction between the OM, which acts as a binary relator, and the transformational function (TF
                    <sub>k</sub>), which functions as a binary operator, entails the incoherence of what can be called &#x201c;Rationality-qua-Trait Thesis&#x201d;.</p>
                <p>OM (the binary relator) can be either the standard rational choice or, equivalently, the neo-Darwinian natural selection. In contrast, TF
                    <sub>k</sub> (the binary operator) is the given technology or cognitive faculty, such as intelligence and memory. OM cannot be TF
                    <sub>k</sub>, as OM is not about transforming inputs to outputs in the technical sense.</p>
                <p>More importantly, rational choice or OM cannot be trait-as-input, that is, an element of the left-hand input set. The OM (binary relator) cannot be a member of the set&#x2014;when its function is about ensuring that the elements are consistently ranked. Treating the OM as a member of itself leads to self-contradiction, i.e., incoherence.</p>
                <p>As shown above, TF
                    <sub>k</sub>&#x2014;such as intelligence, memory, or other cognitive faculties&#x2014;can be an element of the left-hand input set&#x2014;but then the transformation takes place at a deeper level. There is a hierarchy of technology or body plans. The transformation function (TF) cannot apply to the OM, as the OM cannot become a member of the left-hand input set. There is no hierarchy of rationality, as in the case with TF. What applies to TF cannot apply to OM. If we conceive of the OM as a member of the input set, this leads to a self-reference paradox &#x00e0; la Russell Paradox.</p>
            </sec>
            <sec id="sec12">
                <title>The Russell Paradox</title>
                <p>If we accept two theses, neo-Darwinian theory involves a serious self-reference paradox. The first thesis is that a standard sense of rationality exists. The second thesis is that such rationality is a trait. Therefore, standard rationality is a trait that changes and evolves depending on the optimization mechanism, i.e., the natural selection process. However, given the argument above, rationality is an optimization mechanism. Thus, it would be a contradiction, i.e., a self-reference paradox, to state that an optimization process selects the optimization process. If this conclusion is tenable, it is akin to the Russell Paradox (
                    <xref ref-type="bibr" rid="ref57">Russell, 1956</xref>).</p>
                <p>To be clear, the Russell Paradox is not a 
                    <italic toggle="yes">proof</italic> of the argument of this paper. That is, the Russell Paradox does not substantiate this paper&#x2019;s conclusion. Specifically, once we accept the two theses mentioned above, the neo-Darwinian approach invites the self-reference paradox. This paper employs only the Russell Paradox to 
                    <italic toggle="yes">illustrate</italic> the claimed self-reference paradox.</p>
                <p>One helpful example of the Russell Paradox is the well-known Cretan liar paradox and, better, the Barber Paradox (
                    <xref ref-type="bibr" rid="ref28">Irvine &amp; Deutsch, 2021</xref>). The 
                    <italic toggle="yes">only</italic> barber in a village has a sign posted in his shop that states, &#x201c;I cut the hair of everyone in the village that does not cut his own hair.&#x201d; However, who cuts the hair of the barber? If he cuts his own hair, then the barber cannot cut it. If he does not cut his own hair, then the barber cuts it. Such self-contradiction arises from treating the set, which is the barber&#x2019;s statement, as a member of itself. Such treatment entails that the barber is an element of the set of people who do not cut their own hair, on the one hand, and the barber is the set itself as the one who cuts the hair of such people, on the other.</p>
                <p>The Russell Paradox arises from what philosophers recognize as the problem of self-reference. In the case of the Rationality-qua-Trait Thesis, it treats rationality both as an OM and as an element of the set that is the subject of the OM. This self-reference is best illustrated by some of the drawings of M.C. Escher (see 
                    <xref ref-type="bibr" rid="ref26">Hofstadter, 1980</xref>). The first role of the binary relator (OM) is to ensure that the output is consistently ranked and, corollary, that the corresponding inputs are also consistently ranked. Such an organization of inputs also cannot include OMs: how could the OM call for the substitution of one input in favor of another when the OM itself is one such input?</p>
            </sec>
        </sec>
        <sec id="sec13">
            <title>Who&#x2019;s afraid of the 
                <italic toggle="yes">Organismus economicus</italic> hypothesis?</title>
            <p>The implication of the above analysis is that rationality cannot be selected or chosen. Rationality cannot be a trait such as musical skill, intelligence, or any cognitive faculty. As an OM, it is analytically akin to natural selection.</p>
            <p>It is obvious that some species, such as 
                <italic toggle="yes">Homo sapiens</italic>, behave rationally. A difficulty arises when a researcher draws a line between such species and supposedly species deemed to be non-rational. This line, most obviously, leads to the creation of a fictitious dichotomy that juxtaposes &#x201c;rational species&#x201d; and &#x201c;non-rational species.&#x201d; This dichotomy is fictitious, as it supposes a natural set that includes species such as bacteria and, say, lower primates as having a common trait that sets them apart from another set that includes only upper primates. To avoid such fictitious sets, researchers need to first examine whether rationality is a trait. The 
                <italic toggle="yes">Organismus economicus</italic> hypothesis certainly avoids such pitfalls, as it ascribes rationality to all living entities (
                <xref ref-type="bibr" rid="ref39">Khalil, 2025b</xref>).</p>
            <p>However, if we treat rationality as OM and hence cannot be seen as a trait, this gives rise to questions about the status of rationality with respect to living entities, if not to questions that conjure the specter of metaphysics&#x2014;the specter of conceiving rationality as existing separately from living entities.</p>
            <p>Biologists need not fear the 
                <italic toggle="yes">Organismus economicus</italic> hypothesis for at least five reasons.
                <list list-type="order">
                    <list-item>
                        <label>1.</label>
                        <p>The rationality concept, at least as used by economists (e.g., 
                            <xref ref-type="bibr" rid="ref2">Becker, 1978</xref>; 
                            <xref ref-type="bibr" rid="ref17">Gilboa, 2012</xref>; 
                            <xref ref-type="bibr" rid="ref38">Khalil, 2025a</xref>), amounts to a rule or a method that does not specify any particular content&#x2014;not to mention free will, imagination, creative action, or ambition. Rational choice means that organisms generally make the best decision possible given the environmental constraints and their technological capacities, which include cognitive faculties, physiological traits, technologies, and institutions.</p>
                    </list-item>
                    <list-item>
                        <label>2.</label>
                        <p>Biologists and psychologists usually restrict rationality to mental or cognitive processes (e.g., 
                            <xref ref-type="bibr" rid="ref6">Chater 
                                <italic toggle="yes">et al</italic>., 2018</xref>; 
                            <xref ref-type="bibr" rid="ref13">Felin 
                                <italic toggle="yes">et al.</italic>, 2017</xref>). They concluded that organisms with limited cognitive processes, especially plants and other brainless organisms, cannot be rational. However, once one understands rationality properly, one cannot conflate it with cognitive faculties (see 
                            <xref ref-type="bibr" rid="ref34">Khalil, 2010</xref>).</p>
                    </list-item>
                    <list-item>
                        <label>3.</label>
                        <p>Biologists (e.g., 
                            <xref ref-type="bibr" rid="ref15">Gardner, 2009</xref>) are afraid of what philosophers call &#x201c;reification&#x201d;&#x2014;that is, the thinking of an idea such as rationality and suppose that it is true, i.e., choices made by organisms express rational choice. This raises the specter of metaphysics (see 
                            <xref ref-type="bibr" rid="ref71">Winn, 1939</xref>)&#x2014;the belief in an &#x201c;uncaused cause&#x201d; (
                            <xref ref-type="bibr" rid="ref10">Dennett, 1995</xref>). For example, the supposed reification of rationality may conjure up uncaused cause and, hence, uphold creationism, that is, the idea that there must be an external agent (e.g., a god) who creates rationality. However, the specter of reification need not arise if one can trace rationality to a defining feature of being a living being. However, this task is outside the scope of this paper.</p>
                    </list-item>
                    <list-item>
                        <label>4.</label>
                        <p>Biologists who use the foraging theory pioneered by Eric Charnov (e.g., 
                            <xref ref-type="bibr" rid="ref5">1976</xref>; see 
                            <xref ref-type="bibr" rid="ref64">Stephens &amp; Krebs, 1986</xref>) or who employ the tools of &#x201c;bioeconomics&#x201d; (e.g., 
                            <xref ref-type="bibr" rid="ref16">Ghiselin, 1974</xref>; see also 
                            <xref ref-type="bibr" rid="ref66">Tullock, 1971</xref>, 
                            <xref ref-type="bibr" rid="ref67">1994</xref>; 
                            <xref ref-type="bibr" rid="ref41">Khalil &amp; Marciano, 2010</xref>) already use cost&#x2013;benefit calculations, that is, rational choice. A few biologists have recently taken the first step in recognizing openly the relevance of rationality to the understanding of behavior or organisms (e.g., 
                            <xref ref-type="bibr" rid="ref69">Vermeij, 2004</xref>; 
                            <xref ref-type="bibr" rid="ref27">Hurley &amp; Nudds, 2006</xref>).</p>
                    </list-item>
                    <list-item>
                        <label>5.</label>
                        <p>New models of brain computation highlight that Shannon-like computations, i.e., information inputs to produce signal outputs, capture only one mode of neural computation. For example, 
                            <xref ref-type="bibr" rid="ref49">Nicolelis&#x2019; (2020)</xref> theory registers that neural computation processes consists of two modes. The first is Shannon-like computation, which, similar to engineers, treats information as communication&#x2014;corresponding to a binary operator (cognitive capacity or technology). The second is G&#x00f6;delian/Boolean-like computation, which assembles networks of cells to organize structures to solve problems or make decisions&#x2014;corresponding to a binary relator. While the two modes differ, Nicolelis and collaborators find that they intermingle as they are complementary (see also 
                            <xref ref-type="bibr" rid="ref44">Lebedev &amp; Nicolelis, 2017</xref>; 
                            <xref ref-type="bibr" rid="ref51">Pais-Vieira 
                                <italic toggle="yes">et al</italic>., 2015</xref>). This dual brain computation theory substantiates the proposed binary operator/relator distinction. More importantly, the two modes of computation are not limited to human brains. Insofar as non-human organisms are also motivated to evaluate and make decisions, their neural processes must also encompass the G&#x00f6;delian/Boolean-like computation mode.</p>
                    </list-item>
                    <list-item>
                        <label>6.</label>
                        <p>Many neuroscientists model the brain as an optimization mechanism (OM) that must formulate models (beliefs) about the world in the face of uncertainty. This effort, generally called the &#x201c;Bayesian brain hypothesis&#x201d;, assumes that the brain uses new information &#x00e0; la Bayes&#x2019; rule&#x2014;namely, to update its priors (
                            <italic toggle="yes">ex ante</italic> beliefs) to formulate more accurate posteriors (
                            <italic toggle="yes">ex post</italic> beliefs) (e.g., 
                            <xref ref-type="bibr" rid="ref43">Knill &amp; Pouget, 2004</xref>; 
                            <xref ref-type="bibr" rid="ref54">Rao &amp; Ballard, 1999)</xref>. 
                            <xref ref-type="bibr" rid="ref14">Friston (2010)</xref> generalizes such OM, calling it &#x201c;the free-energy principle&#x201d;, highlighting that the organism wants to minimize the surprise, i.e., the gap between what to expect on the basis of 
                            <italic toggle="yes">ex ante</italic> available information and what it actually finds 
                            <italic toggle="yes">ex post</italic>, i.e., after executing the pertinent action. The minimization of surprise amounts to learning and adopting more accurate beliefs. The higher the accuracy of the belief is, the higher the probability of successful action. These Bayesian brain models are about the rationality of belief formation, which somewhat differs from models regarding the rationality of action, the focus of this paper. Nevertheless, they are models of rationality that do not portray rationality as a cognitive mechanism but rather are propelled by the desire of the organism to possess accurate beliefs or minimize free energy. Such models of rationality are generalizable to any organism&#x2014;i.e., not restricted to upper primates or, worse, to humans.</p>
                    </list-item>
                    <list-item>
                        <label>7.</label>
                        <p>Biologists implicitly employ the rational choice approach when they explain behavior as elastic, that is, as responsive to changes in environmental constraints. They call such elasticity &#x201c;phenotypic plasticity&#x201d; (
                            <xref ref-type="bibr" rid="ref21">Gould, 1977</xref>, 
                            <xref ref-type="bibr" rid="ref22">2002</xref>; 
                            <xref ref-type="bibr" rid="ref61">Stanley, 1979</xref>; 
                            <xref ref-type="bibr" rid="ref46">Matsuda, 1987</xref>; 
                            <xref ref-type="bibr" rid="ref70">West-Eberhard, 1989</xref>; 
                            <xref ref-type="bibr" rid="ref52">Raff, 1996</xref>; 
                            <xref ref-type="bibr" rid="ref47">M&#x00fc;ller &amp; Newman, 2003</xref>; 
                            <xref ref-type="bibr" rid="ref24">Hall 
                                <italic toggle="yes">et al.</italic>, 2004</xref>; 
                            <xref ref-type="bibr" rid="ref11">DeWitt &amp; Scheiner, 2004</xref>). They are making great strides in showing how even invertebrate organisms make decisions in light of uncertainty (e.g., 
                            <xref ref-type="bibr" rid="ref50">Oberhauser &amp; Czaczkes, 2018</xref>). They document how animals generally make decisions in reaction to the so-called &#x201c;contrast effect&#x201d; (e.g., 
                            <xref ref-type="bibr" rid="ref48">McNamara 
                                <italic toggle="yes">et al</italic>., 2013</xref>).</p>
                    </list-item>
                </list>
            </p>
            <p>Regarding phenotypic plasticity, that is, this paper calls upon evolutionary biologists, irrespective of their diverse approaches and schools (see 
                <xref ref-type="bibr" rid="ref31">Khalil, 1993</xref>), to recognize what they already are doing. When they study phenotypic plasticity, they explain plasticity as the outcome of an organism&#x2019;s response to changes in the environment. This is precisely the definition of rational choice. As shown elsewhere (
                <xref ref-type="bibr" rid="ref33">Khalil, 2009</xref>, 
                <xref ref-type="bibr" rid="ref34">2010</xref>), standard rational choice theory is simply the proposition that the organism&#x2019;s choice changes in light of changes in environmental constraints, i.e., the set of incentives. With each choice, the organism maximizes its benefit (i.e., fitness) given the set of constraints or, similarly, minimizes the cost of a given benefit.</p>
        </sec>
        <sec id="sec14" sec-type="conclusions">
            <title>Conclusions</title>
            <p>

                <list list-type="order">
                    <list-item>
                        <label>1.</label>
                        <p>There is an incongruent gap in the natural sciences. On the one hand, the sciences that focus on the study of non-human organisms do not largely give weight to rationality (i.e., a standard sense of rationality). On the other hand, the sciences, especially economics, that focus on the study of human organisms pay great attention to rationality.</p>
                    </list-item>
                    <list-item>
                        <label>2.</label>
                        <p>The sciences that focus on non-human organisms do not need to appeal to rationality, as they largely appeal to natural selection as the optimization method. Nevertheless, they have to explain rationality if they are natural sciences, i.e., sciences that cannot exclude humans from nature. Such sciences, if pushed, tend to explain rationality as a trait&#x2014;i.e., similar to intelligence and other cognitive faculties. However, such an explanation leads to the self-reference paradox: how could rationality, which is an optimization method, be a trait, i.e., the subject of natural selection, which is an optimization method?</p>
                    </list-item>
                    <list-item>
                        <label>3.</label>
                        <p>We can easily avoid the self-reference paradox regarding rational choice or any optimization method if we employ a distinction from set theory, namely, the difference between &#x201c;binary relators&#x201d; and &#x201c;binary operators&#x201d;.</p>
                    </list-item>
                    <list-item>
                        <label>4.</label>
                        <p>Rationality cannot be a trait given that it is a binary relator that allows us to identify the optimum. Hence, it cannot be the subject of evolution. There is no need to appeal to another optimization mechanism (OM) to explain its origin.</p>
                    </list-item>
                    <list-item>
                        <label>5.</label>
                        <p>The cognitive faculties are traits, as they are binary operators that transform the set of inputs into outputs. Hence, cognitive faculties can be the subject of evolution.</p>
                    </list-item>
                </list>
            </p>
        </sec>
        <sec id="sec15">
            <title>Data availability</title>
            <p>No data are associated with this article.</p>
        </sec>
    </body>
    <back>
        <ack>
            <title>Acknowledgments</title>
            <p>Older versions received comments from Steven Orzack, Ulrich Witt, Steve Abedon, Jack Vromen, Timothy Crippen, Elliott Sober, Casey Mulligan, Franjo Weissing, Yew-Kwang Ng, Martin Burd, Avi Waksberg, Deby Cassill, David Haig, especially Davide Vecchi and two reviewers (Piotr Kozak and Sergio Alejandro Rodr&#x00ed;guez Jerez). It also received comments from participants of sessions at the Australian National University, Monash University, the Konrad Lorenz Institute of Evolution and Cognition Research, the European Association of Evolutionary Political Economy, and the International Society for the History, Philosophy and Social Studies of Biology. The paper benefited from the help of AJE&#x2019;s curie copy editing service (
                <ext-link ext-link-type="uri" xlink:href="https://secure.aje.com/en/curie">https://secure.aje.com/en/curie</ext-link>) and from the research assistance of Steven Gardner, Michael Dunstan, and Maks Sipowicz.</p>
        </ack>
        <ref-list>
            <title>References</title>
            <ref id="ref1">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Baron</surname>
                            <given-names>J</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Thinking and Deciding.</italic>
</source>
                    <edition>5th ed.</edition>
                    <publisher-loc>Cambridge</publisher-loc>:
                    <publisher-name>Cambridge University Press</publisher-name>;<year>2023</year>.
                    <pub-id pub-id-type="doi">10.1017/9781009263672</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref2">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Becker</surname>
                            <given-names>GS</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">The Economic Approach to Human Behavior.</italic>
</source>
                    <edition>new ed.</edition>
                    <publisher-loc>Chicago</publisher-loc>:
                    <publisher-name>University of Chicago</publisher-name>;<year>1978</year>.</mixed-citation>
            </ref>
            <ref id="ref3">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Burgoyne</surname>
                            <given-names>AP</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Mashburn</surname>
                            <given-names>CA</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Tsukahara</surname>
                            <given-names>JS</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Understanding the relationship between rationality and intelligence: A latent-variable approach.</article-title>
                    <source>

                        <italic toggle="yes">Thinking &amp; Reasoning.</italic>
</source>
                    <year>2023</year>;<volume>29</volume>(<issue>1</issue>):<fpage>1</fpage>&#x2013;<lpage>42</lpage>.
                    <pub-id pub-id-type="doi">10.1080/13546783.2021.2008003</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref4">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Casanova</surname>
                            <given-names>MF</given-names>
                        </name>
</person-group>:
                    <article-title>Cortical organization: A description and interpretation of anatomical findings based on systems theory.</article-title>
                    <source>

                        <italic toggle="yes">Translational Neuroscience.</italic>
</source>
                    <year>2010</year>;<volume>1</volume>(<issue>1</issue>):<fpage>62</fpage>&#x2013;<lpage>71</lpage>.
                    <pub-id pub-id-type="pmid">22754693</pub-id>
                    <pub-id pub-id-type="doi">doi.org/10.2478/v10134-010-0002-2</pub-id>
                    <pub-id pub-id-type="pmcid">PMC3384515</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref5">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Charnov</surname>
                            <given-names>EL</given-names>
                        </name>
</person-group>:
                    <article-title>Optimal foraging, the marginal value theorem.</article-title>
                    <source>

                        <italic toggle="yes">Theoretical Population Biology.</italic>
</source>
                    <year>1976</year>;<volume>9</volume>:<fpage>129</fpage>&#x2013;<lpage>136</lpage>.
                    <pub-id pub-id-type="doi">10.1016/0040-5809(76)90040-X</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref6">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Chater</surname>
                            <given-names>N</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Felin</surname>
                            <given-names>T</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Funder</surname>
                            <given-names>DC</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Mind, rationality, and cognition: An interdisciplinary debate.</article-title>
                    <source>

                        <italic toggle="yes">Psychonomic Bulletin &amp; Review.</italic>
</source>
                    <year>2018</year>;<volume>25</volume>:<fpage>793</fpage>&#x2013;<lpage>826</lpage>.
                    <pub-id pub-id-type="pmid">28744767</pub-id>
                    <pub-id pub-id-type="doi">10.3758/s13423-017-1333-5</pub-id>
                    <pub-id pub-id-type="pmcid">PMC5902517</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref7">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Dall&#x2019;Aglio</surname>
                            <given-names>J</given-names>
                        </name>
</person-group>:
                    <chapter-title>Mark Solms&#x2019;s neuropsychoanalytic meta-neuropsychology.
</chapter-title>In:
                    <source>

                        <italic toggle="yes">Dall&#x2019;Aglio&#x2019;s A Lacanian Neuropsychoanalysis: Consciousness Enjoying Uncertainty (The Palgrave Lacan Series).</italic>
</source>
                    <publisher-loc>Cham, Switzerland</publisher-loc>:
                    <publisher-name>Palgrave Macmillan</publisher-name>;
pp.<fpage>77</fpage>&#x2013;<lpage>96</lpage>;<year>2024</year>.
                    <pub-id pub-id-type="doi">10.1007/978-3-031-68831-7_6</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref8">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Dawkins</surname>
                            <given-names>R</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">The Selfish Gene.</italic>
</source>
                    <edition>revised edition.</edition>
                    <publisher-loc>Oxford</publisher-loc>:
                    <publisher-name>Oxford University Press</publisher-name>;<year>1989</year>.</mixed-citation>
            </ref>
            <ref id="ref9">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Dennett</surname>
                            <given-names>DC</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Elbow Room: The Varieties of Free Will Worth Wanting.</italic>
</source>
                    <publisher-loc>Cambridge, MA</publisher-loc>:
                    <publisher-name>MIT Press</publisher-name>;<year>1984</year>.</mixed-citation>
            </ref>
            <ref id="ref10">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Dennett</surname>
                            <given-names>DC</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Darwin&#x2019;s Dangerous Idea: Evolution and the Meanings of Life.</italic>
</source>
                    <publisher-loc>New York</publisher-loc>:
                    <publisher-name>Simon &amp; Schuster</publisher-name>;<year>1995</year>.</mixed-citation>
            </ref>
            <ref id="ref11">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="editor">

                        <name name-style="western">
                            <surname>DeWitt</surname>
                            <given-names>TJ</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Scheiner</surname>
                            <given-names>SM</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Phenotypic Plasticity: Functional and Conceptual Approaches.</italic>
</source>
                    <publisher-loc>Oxford</publisher-loc>:
                    <publisher-name>Oxford University Press</publisher-name>;<year>2004</year>.
                    <pub-id pub-id-type="doi">10.1093/oso/9780195138962.001.0001</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref12">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Evans</surname>
                            <given-names>JSBT</given-names>
                        </name>
</person-group>:
                    <article-title>Towards a theory of human reasoning.</article-title>
                    <source>

                        <italic toggle="yes">Cognition.</italic>
</source>
                    <year>1978</year>;<volume>3</volume>(<issue>3</issue>):<fpage>215</fpage>&#x2013;<lpage>240</lpage>.
                    <pub-id pub-id-type="doi">10.1016/0010-0277(74)90008-5</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref13">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Felin</surname>
                            <given-names>T</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Koenderink</surname>
                            <given-names>J</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Krueger</surname>
                            <given-names>JI</given-names>
                        </name>
</person-group>:
                    <article-title>Rationality, perception, and the all-seeing eye.</article-title>
                    <source>

                        <italic toggle="yes">Psychonomic Bulletin &amp; Review.</italic>
</source>
                    <year>2017</year>;<volume>24</volume>(<issue>4</issue>):<fpage>1040</fpage>&#x2013;<lpage>1059</lpage>.
                    <pub-id pub-id-type="pmid">27928763</pub-id>
                    <pub-id pub-id-type="doi">10.3758/s13423-016-1198-z</pub-id>
                    <pub-id pub-id-type="pmcid">PMC5570804</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref14">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Friston</surname>
                            <given-names>K</given-names>
                        </name>
</person-group>:
                    <article-title>The free-energy principle: A unified brain theory?</article-title>
                    <source>

                        <italic toggle="yes">Nature Reviews Neuroscience.</italic>
</source>
                    <year>2010</year>;<volume>11</volume>(<issue>2</issue>):<fpage>127</fpage>&#x2013;<lpage>138</lpage>.
                    <pub-id pub-id-type="doi">10.1038/nrn2787</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref15">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Gardner</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <article-title>Adaptation as organism design.</article-title>
                    <source>

                        <italic toggle="yes">Biology Letters.</italic>
</source>
                    <year>2009</year>;<volume>5</volume>:<fpage>861</fpage>&#x2013;<lpage>864</lpage>.
                    <pub-id pub-id-type="pmid">19793739</pub-id>
                    <pub-id pub-id-type="doi">10.1098/rsbl.2009.0674</pub-id>
                    <pub-id pub-id-type="pmcid">PMC2828013</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref16">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Ghiselin</surname>
                            <given-names>MT</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">The Economy of Nature and the Evolution of Sex.</italic>
</source>
                    <publisher-loc>Berkeley</publisher-loc>:
                    <publisher-name>University of California Press</publisher-name>;<year>1974</year>.</mixed-citation>
            </ref>
            <ref id="ref17">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Gilboa</surname>
                            <given-names>I</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Rational Choice.</italic>
</source>
                    <publisher-loc>Cambridge, MA</publisher-loc>:
                    <publisher-name>MIT Press</publisher-name>;<year>2012</year>.</mixed-citation>
            </ref>
            <ref id="ref18">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Gigerenzer</surname>
                            <given-names>G</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">The Intelligence of Intuition.</italic>
</source>
                    <publisher-loc>Cambridge</publisher-loc>:
                    <publisher-name>Cambridge University Press</publisher-name>;<year>2023</year>.
                    <pub-id pub-id-type="doi">10.1017/9781009304887</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref19">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Godfrey-Smith</surname>
                            <given-names>P</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Complexity and the Function of Mind in Nature.</italic>
</source>
                    <publisher-loc>Cambridge</publisher-loc>:
                    <publisher-name>Cambridge University Press</publisher-name>;<year>1996</year>.
                    <pub-id pub-id-type="doi">10.1017/CBO9781139172714</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref20">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Godfrey-Smith</surname>
                            <given-names>P</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Darwinian Populations and Natural Selection.</italic>
</source>
                    <publisher-loc>Oxford</publisher-loc>:
                    <publisher-name>Oxford University Press</publisher-name>;<year>2009</year>.
                    <pub-id pub-id-type="doi">10.1093/acprof:osobl/9780199552047.001.0001</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref21">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Gould</surname>
                            <given-names>SJ</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Ontogeny and Phylogeny.</italic>
</source>
                    <publisher-loc>Cambridge, MA</publisher-loc>:
                    <publisher-name>Harvard University Press</publisher-name>;<year>1997</year>.</mixed-citation>
            </ref>
            <ref id="ref22">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Gould</surname>
                            <given-names>SJ</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">The Structure of Evolutionary Theory.</italic>
</source>
                    <publisher-loc>Cambridge, MA</publisher-loc>:
                    <publisher-name>Harvard University Press</publisher-name>;<year>2002</year>.</mixed-citation>
            </ref>
            <ref id="ref23">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Gould</surname>
                            <given-names>SJ</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Lewontin</surname>
                            <given-names>RC</given-names>
                        </name>
</person-group>:
                    <article-title>The spandrels of San Marco and the Panglossian paradigm: A critique of the adaptationist programme.</article-title>
                    <source>

                        <italic toggle="yes">Proceedings of the National Academy of Science USA.</italic>
</source>
                    <year>1979</year>;<volume>205</volume>:<fpage>581</fpage>&#x2013;<lpage>598</lpage>.</mixed-citation>
            </ref>
            <ref id="ref24">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="editor">

                        <name name-style="western">
                            <surname>Hall</surname>
                            <given-names>BK</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Pearson</surname>
                            <given-names>RD</given-names>
                        </name>

                        <name name-style="western">
                            <surname>M&#x00fc;ller</surname>
                            <given-names>GG</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Environment, Development, and Evolution: Towards a Synthesis.</italic>
</source>
                    <publisher-loc>Cambridge, MA</publisher-loc>:
                    <publisher-name>MIT Press</publisher-name>;<year>2004</year>.</mixed-citation>
            </ref>
            <ref id="ref25">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="editor">

                        <name name-style="western">
                            <surname>Hambrick</surname>
                            <given-names>DZ</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Campitelli</surname>
                            <given-names>G</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Macnamara</surname>
                            <given-names>BN</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">The Science of Expertise: Behavioral, Neural, and Genetic Approaches to Complex Skill.</italic>
</source>
                    <publisher-loc>New York</publisher-loc>:
                    <publisher-name>Routledge</publisher-name>;<year>2018</year>.</mixed-citation>
            </ref>
            <ref id="ref26">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Hofstadter</surname>
                            <given-names>DR</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">G&#x00f6;del, Escher, Bach: An Eternal Golden Braid.</italic>
</source>
                    <publisher-loc>New York</publisher-loc>:
                    <publisher-name>Vintage Books</publisher-name>;<year>1980</year>.</mixed-citation>
            </ref>
            <ref id="ref27">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="editor">

                        <name name-style="western">
                            <surname>Hurley</surname>
                            <given-names>S</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Nudds</surname>
                            <given-names>M</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Rational Animals?</italic>
</source>
                    <publisher-loc>Oxford</publisher-loc>:
                    <publisher-name>Oxford University Press</publisher-name>;<year>2006</year>.
                    <pub-id pub-id-type="doi">10.1093/acprof:oso/9780198528272.001.0001</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref28">
                <mixed-citation publication-type="other">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Irvine</surname>
                            <given-names>AD</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Deutsch</surname>
                            <given-names>H</given-names>
                        </name>
</person-group>:
                    <chapter-title>&#x201c;Russell&#x2019;s Paradox&#x201d;.</chapter-title>
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Zalta</surname>
                            <given-names>EN</given-names>
                        </name>
</person-group>, editor.
                    <source>

                        <italic toggle="yes">Stanford Encyclopedia of Philosophy.</italic>
</source>
                    <edition>Spring 2021 Edition.</edition>
                    <year>2021</year>.
                    <ext-link ext-link-type="uri" xlink:href="https://plato.stanford.edu/entries/russell-paradox/">https://plato.stanford.edu/entries/russell-paradox/</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref29">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Kahneman</surname>
                            <given-names>D</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Thinking, Fast and Slow.</italic>
</source>
                    <publisher-loc>New York</publisher-loc>:
                    <publisher-name>Farrar, Straus and Giroux</publisher-name>;<year>2011</year>.</mixed-citation>
            </ref>
            <ref id="ref30">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Kahneman</surname>
                            <given-names>D</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Miller</surname>
                            <given-names>DT</given-names>
                        </name>
</person-group>:
                    <article-title>Norm theory: Comparing reality to its alternatives.</article-title>
                    <source>

                        <italic toggle="yes">Psychological Review.</italic>
</source>
                    <year>1986</year>;<volume>93</volume>:<fpage>136</fpage>&#x2013;<lpage>153</lpage>.
                    <pub-id pub-id-type="doi">10.1037/0033-295X.93.2.136</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref31">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Khalil</surname>
                            <given-names>EL</given-names>
                        </name>
</person-group>:
                    <chapter-title>Neo-classical economics and neo-Darwinism: Clearing the way for historical thinking.</chapter-title>In:
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Blackwell</surname>
                            <given-names>R</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Chatha</surname>
                            <given-names>J</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Nell</surname>
                            <given-names>EJ</given-names>
                        </name>
</person-group>, editors.
                    <source>

                        <italic toggle="yes">Economics as Worldly Philosophy: Essays in Political and Historical Economics in Honour of Robert L. Heilbroner.</italic>
</source>
                    <publisher-loc>London</publisher-loc>:
                    <publisher-name>Palgrave Macmillan</publisher-name>;
pp.<fpage>22</fpage>&#x2013;<lpage>72</lpage>;<year>1993</year>.
                    <pub-id pub-id-type="doi">https://doi.org/10.1007/978-1-349-22572-9_3</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref32">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Khalil</surname>
                            <given-names>EL</given-names>
                        </name>
</person-group>:
                    <article-title>Buridan&#x2019;s ass, uncertainty, risk, and self-competition: A theory of entrepreneurship.</article-title>
                    <source>

                        <italic toggle="yes">Kyklos.</italic>
</source>
                    <year>1997</year>;<volume>50</volume>:<fpage>147</fpage>&#x2013;<lpage>163</lpage>.
                    <pub-id pub-id-type="doi">10.1111/1467-6435.00008</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref33">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Khalil</surname>
                            <given-names>EL</given-names>
                        </name>
</person-group>:
                    <article-title>Natural selection and rational decision: Two concepts of optimization.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Evolutionary Economics.</italic>
</source>
                    <year>2009</year>;<volume>19</volume>:<fpage>417</fpage>&#x2013;<lpage>435</lpage>.
                    <pub-id pub-id-type="doi">10.1007/s00191-008-0120-x</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref34">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Khalil</surname>
                            <given-names>EL</given-names>
                        </name>
</person-group>:
                    <article-title>Are plants Rational?</article-title>
                    <source>

                        <italic toggle="yes">Biological Theory.</italic>
</source>
                    <year>2010</year>;<volume>5</volume>:<fpage>53</fpage>&#x2013;<lpage>66</lpage>.
                    <pub-id pub-id-type="doi">10.1162/BIOT_a_00022</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref35">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Khalil</surname>
                            <given-names>EL</given-names>
                        </name>
</person-group>:
                    <article-title>Lock-in institutions and efficiency.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Economic Behavior and Organization.</italic>
</source>
                    <year>2013a</year>;<volume>88</volume>:<fpage>27</fpage>&#x2013;<lpage>36</lpage>.
                    <pub-id pub-id-type="doi">10.1016/j.jebo.2011.10.017</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref36">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Khalil</surname>
                            <given-names>EL</given-names>
                        </name>
</person-group>:
                    <article-title>Practical Beliefs vs. Scientific Beliefs: Two Kinds of Maximization.</article-title>
                    <source>

                        <italic toggle="yes">Theory and Decision.</italic>
</source>
                    <year>2013b</year>;<volume>74</volume>(<issue>1</issue>):<fpage>107</fpage>&#x2013;<lpage>126</lpage>.
                    <pub-id pub-id-type="doi">10.1007/s11238-012-9338-z</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref37">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Khalil</surname>
                            <given-names>EL</given-names>
                        </name>
</person-group>:
                    <article-title>The information inelasticity of habits: Kahneman&#x2019;s bounded rationality or Simon&#x2019;s procedural rationality? Synthese: An International Journal for Epistemology, Methodology and Philosophy of Science.</article-title>
                    <year>2022</year>;<volume>200</volume>:<fpage>1</fpage>&#x2013;<lpage>40</lpage>.
                    <pub-id pub-id-type="doi">10.1007/s11229-022-03815-7</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref72">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Khalil</surname>
                            <given-names>EL</given-names>
                        </name>
</person-group>:
                    <article-title>A great blunder: Why cannot rationality be the outcome of evolution?</article-title>
                    <source>

                        <italic toggle="yes">Heliyon.</italic>
</source>
                    <year>2023</year>. revise-and-resubmit.</mixed-citation>
            </ref>
            <ref id="ref38">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Khalil</surname>
                            <given-names>EL</given-names>
                        </name>
</person-group>:
                    <article-title>Anxiety and rationality: Allais paradox, procrastination, Keynesian expectations, and other anxiety-based deviations from rationality.</article-title>
                    <source>

                        <italic toggle="yes">Humanities and Social Sciences Communications.</italic>
</source>
                    <year>2025a</year>;<volume>12</volume>:<fpage>1214</fpage>.
                    <pub-id pub-id-type="doi">10.1057/s41599-025-05552-x</pub-id>
                    <ext-link ext-link-type="uri" xlink:href="https://rdcu.be/eyDXl">https://rdcu.be/eyDXl</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref39">
                <mixed-citation publication-type="other">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Khalil</surname>
                            <given-names>EL</given-names>
                        </name>
</person-group>:
                    <source>
                        <italic toggle="yes">Can rationality evolve? A working paper.</italic>
                    </source>
                    <year>2025b</year>
                </mixed-citation>
            </ref>
            <ref id="ref40">
                <mixed-citation publication-type="other">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Khalil</surname>
                            <given-names>EL</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Dual Process Theory: Is Rationality Indispensable? A working paper.</italic>
</source>
                    <year>2025c</year>.</mixed-citation>
            </ref>
            <ref id="ref41">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Khalil</surname>
                            <given-names>EL</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Marciano</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <article-title>The equivalence of neo-Darwinism and Walrasian equilibrium: In defense of Organismus oeconomicus.</article-title>
                    <source>

                        <italic toggle="yes">Biology &amp; Philosophy.</italic>
</source>
                    <year>2010</year>;<volume>25</volume>:<fpage>229</fpage>&#x2013;<lpage>248</lpage>.
                    <pub-id pub-id-type="doi">10.1007/s10539-009-9172-z</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref42">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Khalil</surname>
                            <given-names>EL</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Amin</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <article-title>The parallelism hypothesis of cognitive economy and physiological economy: A rationality-based dual process theory.</article-title>
                    <source>

                        <italic toggle="yes">Current Psychology.</italic>
</source>
                    <year>2023</year>;<volume>42</volume>:<fpage>24148</fpage>&#x2013;<lpage>24162</lpage>.
                    <pub-id pub-id-type="doi">10.1007/s12144-022-03554-5</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref43">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Knill</surname>
                            <given-names>DC</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Pouget</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <article-title>The Bayesian brain: The role of uncertainty in neural coding and computation.</article-title>
                    <source>

                        <italic toggle="yes">Trends in Neurosciences.</italic>
</source>
                    <year>2004</year>;<volume>27</volume>(<issue>12</issue>):<fpage>712</fpage>&#x2013;<lpage>719</lpage>.
                    <pub-id pub-id-type="pmid">15541511</pub-id>
                    <pub-id pub-id-type="doi">10.1016/j.tins.2004.10.007</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref44">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Lebedev</surname>
                            <given-names>MA</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Nicolelis</surname>
                            <given-names>MAL</given-names>
                        </name>
</person-group>:
                    <article-title>Brain&#x2013;machine Interfaces: From basic science to neuroprostheses and neurorehabilitation.</article-title>
                    <source>

                        <italic toggle="yes">Physiological Reviews.</italic>
</source>
                    <year>2017</year>;<volume>97</volume>(<issue>2</issue>):<fpage>767</fpage>&#x2013;<lpage>837</lpage>.
                    <pub-id pub-id-type="pmid">28275048</pub-id>
                    <pub-id pub-id-type="doi">10.1152/physrev.00027.2016</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref45">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Marciano</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Khalil</surname>
                            <given-names>EL</given-names>
                        </name>
</person-group>:
                    <article-title>Optimization, path dependence and the law: Can judges promote efficiency?</article-title>
                    <source>

                        <italic toggle="yes">International Review of Law and Economics.</italic>
</source>
                    <year>2012</year>;<volume>32</volume>(<issue>1</issue>):<fpage>72</fpage>&#x2013;<lpage>82</lpage>.
                    <pub-id pub-id-type="doi">10.1016/j.irle.2011.12.010</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref46">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Matsuda</surname>
                            <given-names>R</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Animal Evolution in Changing Environments with Special Reference to Abnormal Metamorphosis.</italic>
</source>
                    <publisher-loc>New York</publisher-loc>:
                    <publisher-name>Wiley &amp; Sons</publisher-name>;<year>1987</year>.</mixed-citation>
            </ref>
            <ref id="ref47">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="editor">

                        <name name-style="western">
                            <surname>M&#x00fc;ller</surname>
                            <given-names>GB</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Newman</surname>
                            <given-names>SA</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Origination of Organizational Form: Beyond the Gene in Developmental and Evolutionary Biology.</italic>
</source>
                    <publisher-loc>Cambridge, MA</publisher-loc>:
                    <publisher-name>MIT Press</publisher-name>;<year>2003</year>.
                    <pub-id pub-id-type="doi">10.7551/mitpress/5182.001.0001</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref48">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>McNamara</surname>
                            <given-names>JM</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Fawcett</surname>
                            <given-names>TW</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Houston</surname>
                            <given-names>AI</given-names>
                        </name>
</person-group>:
                    <article-title>An adaptive response to uncertainty generates positive and negative contrast effects.</article-title>
                    <source>

                        <italic toggle="yes">Science.</italic>
</source>
                    <year>2013</year>;<volume>340</volume>:<fpage>1084</fpage>&#x2013;<lpage>1086</lpage>.
                    <pub-id pub-id-type="pmid">23723234</pub-id>
                    <pub-id pub-id-type="doi">10.1126/science.1230599</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref49">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Nicolelis</surname>
                            <given-names>M</given-names>
                        </name>
</person-group>:
                    <chapter-title>Information and the brain: A bit of Shannon, a handful of G&#x00f6;del.</chapter-title>In:
                    <person-group person-group-type="editor">

                        <name name-style="western">
                            <surname>Nicolelis</surname>
                            <given-names>MAL</given-names>
                        </name>
</person-group>, editor.
                    <source>

                        <italic toggle="yes">The True Creator of Everything: How the Human Brain Shaped the Universe as We Know It.</italic>
</source>
                    <publisher-loc>New Haven, CT</publisher-loc>:
                    <publisher-name>Yale University Press</publisher-name>;
pp.<fpage>25</fpage>&#x2013;<lpage>48</lpage>;<year>2020</year>.
                    <pub-id pub-id-type="doi">10.12987/9780300248883-005</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref50">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Oberhauser</surname>
                            <given-names>FB</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Czaczkes</surname>
                            <given-names>TJ</given-names>
                        </name>
</person-group>:
                    <article-title>Tasting the unexpected: Disconfirmation of expectations leads to lower perceived food value in an invertebrate.</article-title>
                    <source>

                        <italic toggle="yes">Biological Letters.</italic>
</source>
                    <year>2018</year>;<volume>14</volume>:<fpage>20180440</fpage>.
                    <pub-id pub-id-type="pmid">30185610</pub-id>
                    <pub-id pub-id-type="doi">10.1098/rsbl.2018.0440</pub-id>
                    <pub-id pub-id-type="pmcid">PMC6170749</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref51">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Pais-Vieira</surname>
                            <given-names>M</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Chiuffa</surname>
                            <given-names>G</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Lebedev</surname>
                            <given-names>MA</given-names>
                        </name>

                        <etal/>
</person-group>:
                    <article-title>Building an organic computing device with multiple interconnected brains.</article-title>
                    <source>

                        <italic toggle="yes">Scientific Reports.</italic>
</source>
                    <year>2015</year>;<volume>5</volume>: Article 11869.
                    <pub-id pub-id-type="doi">10.1038/srep1186</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref52">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Raff</surname>
                            <given-names>RA</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">The Shape of Life: Genes, Development, and the Evolution of Animal Form.</italic>
</source>
                    <publisher-loc>Chicago</publisher-loc>:
                    <publisher-name>University of Chicago Press</publisher-name>;<year>1996</year>.
                    <pub-id pub-id-type="doi">10.7208/chicago/9780226256573.001.0001</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref53">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Rai</surname>
                            <given-names>BK</given-names>
                        </name>

                        <name name-style="western">
                            <surname>So</surname>
                            <given-names>CK</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Nicholas</surname>
                            <given-names>A</given-names>
                        </name>
</person-group>:
                    <article-title>A primer on mathematical modeling in economics.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Economic Surveys.</italic>
</source>
                    <year>2012</year>;<volume>26</volume>:<fpage>594</fpage>&#x2013;<lpage>615</lpage>.
                    <pub-id pub-id-type="doi">10.1111/j.1467-6419.2010.00655.x</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref54">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Rao</surname>
                            <given-names>RPN</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Ballard</surname>
                            <given-names>DH</given-names>
                        </name>
</person-group>:
                    <article-title>Predictive coding in the visual cortex: A functional interpretation of some extra-classical receptive-field effects.</article-title>
                    <source>

                        <italic toggle="yes">Nature Neuroscience.</italic>
</source>
                    <year>1999</year>;<volume>2</volume>(<issue>1</issue>):<fpage>79</fpage>&#x2013;<lpage>87</lpage>.
                    <pub-id pub-id-type="pmid">10195184</pub-id>
                    <pub-id pub-id-type="doi">10.1038/4580</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref55">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Robson</surname>
                            <given-names>AJ</given-names>
                        </name>
</person-group>:
                    <article-title>The biological basis of economic behavior.</article-title>
                    <source>

                        <italic toggle="yes">Journal of Economic Literature.</italic>
</source>
                    <year>2001</year>;<volume>39</volume>:<fpage>11</fpage>&#x2013;<lpage>33</lpage>.
                    <pub-id pub-id-type="doi">10.1257/jel.39.1.11</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref56">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Robson</surname>
                            <given-names>AJ</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Samuelson</surname>
                            <given-names>L</given-names>
                        </name>
</person-group>:
                    <chapter-title>The evolutionary foundations of preferences.</chapter-title>In:
                    <person-group person-group-type="editor">

                        <name name-style="western">
                            <surname>Benhabib</surname>
                            <given-names>J</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Bisin</surname>
                            <given-names>A</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Jackson</surname>
                            <given-names>MO</given-names>
                        </name>
</person-group>, editors.
                    <source>

                        <italic toggle="yes">Handbook of Social Economics.</italic>
</source>Vol.<volume>1A</volume>.
                    <publisher-loc>Amsterdam</publisher-loc>:
                    <publisher-name>North-Holland</publisher-name>;
pp.<fpage>221</fpage>&#x2013;<lpage>310</lpage>;<year>2010</year>.</mixed-citation>
            </ref>
            <ref id="ref57">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Russell</surname>
                            <given-names>B</given-names>
                        </name>
</person-group>:
                    <chapter-title>Mathematical logic as based on the theory of types.</chapter-title>In:
                    <person-group person-group-type="editor">

                        <name name-style="western">
                            <surname>Marsh</surname>
                            <given-names>RC</given-names>
                        </name>
</person-group>, editor.
                    <source>

                        <italic toggle="yes">Logic and Knowledge: Essays 1901-1950.</italic>
</source>
                    <publisher-loc>London</publisher-loc>:
                    <publisher-name>George Allen and Unwin</publisher-name>;
pp.<fpage>59</fpage>&#x2013;<lpage>102</lpage>;<year>1956</year>. (Originally published in the American Journal of Mathematics, 1908.)</mixed-citation>
            </ref>
            <ref id="ref58">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Simon</surname>
                            <given-names>HA</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Models of Man.</italic>
</source>
                    <publisher-loc>New York</publisher-loc>:
                    <publisher-name>John Wiley</publisher-name>:<fpage>1957</fpage>.</mixed-citation>
            </ref>
            <ref id="ref59">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Simon</surname>
                            <given-names>HA</given-names>
                        </name>
</person-group>:
                    <chapter-title>From substantive to procedural rationality.</chapter-title>In:
                    <person-group person-group-type="editor">

                        <name name-style="western">
                            <surname>Latsis</surname>
                            <given-names>SJ</given-names>
                        </name>
</person-group>, editor.
                    <source>

                        <italic toggle="yes">Method and Appraisal in Economics.</italic>
</source>
                    <publisher-loc>Cambridge</publisher-loc>:
                    <publisher-name>Cambridge University Press</publisher-name>;
pp.<fpage>129</fpage>&#x2013;<lpage>148</lpage>;<year>1976</year>.
                    <pub-id pub-id-type="doi">10.1017/CBO9780511572203.006</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref60">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Solms</surname>
                            <given-names>M</given-names>
                        </name>
</person-group>:
                    <article-title>What is &#x201c;the unconscious,&#x201d; and where is it located in the brain? A neuropsychoanalytic perspective.</article-title>
                    <source>

                        <italic toggle="yes">Annals of the New York Academy of Sciences.</italic>
</source>
                    <year>2017</year>;<volume>1406</volume>(<issue>1</issue>):<fpage>9097</fpage>.
                    <pub-id pub-id-type="doi">10.1111/nyas.13437</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref61">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Stanley</surname>
                            <given-names>SM</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Macroevolution: Pattern and Process.</italic>
</source>
                    <publisher-loc>San Francisco</publisher-loc>:
                    <publisher-name>Freeman</publisher-name>;<year>1979</year>.</mixed-citation>
            </ref>
            <ref id="ref62">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Stanovich</surname>
                            <given-names>K</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Rationality and the Reflective Mind.</italic>
</source>
                    <publisher-loc>Oxford</publisher-loc>:
                    <publisher-name>Oxford University Press</publisher-name>;<year>2010a</year>.
                    <pub-id pub-id-type="doi">10.1093/acprof:oso/9780195341140.001.0001</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref63">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Stanovich</surname>
                            <given-names>K</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">What Intelligence Tests Miss: The Psychology of Rational Thought.</italic>
</source>
                    <publisher-loc>New Haven, CT</publisher-loc>:
                    <publisher-name>Yale University Press</publisher-name>;<year>2010b</year>.</mixed-citation>
            </ref>
            <ref id="ref64">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Stephens</surname>
                            <given-names>DW</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Krebs</surname>
                            <given-names>JR</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Foraging Theory.</italic>
</source>
                    <publisher-loc>Princeton, NJ</publisher-loc>:
                    <publisher-name>Princeton University Press</publisher-name>;<year>1986</year>.</mixed-citation>
            </ref>
            <ref id="ref65">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Thaler</surname>
                            <given-names>RH</given-names>
                        </name>

                        <name name-style="western">
                            <surname>Sunstein</surname>
                            <given-names>CR</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Nudge: Improving Decisions About Health, Wealth, and Happiness.</italic>
</source>
                    <publisher-loc>New York</publisher-loc>:
                    <publisher-name>Penguin</publisher-name>;<year>2009</year>.</mixed-citation>
            </ref>
            <ref id="ref66">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Tullock</surname>
                            <given-names>G</given-names>
                        </name>
</person-group>:
                    <article-title>The coal tit as a careful shopper.</article-title>
                    <source>

                        <italic toggle="yes">The American Naturalist.</italic>
</source>
                    <year>1971</year>;<volume>105</volume>:<fpage>77</fpage>&#x2013;<lpage>80</lpage>.
                    <pub-id pub-id-type="doi">10.1086/282704</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref67">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Tullock</surname>
                            <given-names>G</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">The Economics of Non-Human Societies.</italic>
</source>
                    <publisher-loc>Tucson, AZ</publisher-loc>:
                    <publisher-name>Pallas Press</publisher-name>;<year>1994</year>.</mixed-citation>
            </ref>
            <ref id="ref68">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Varian</surname>
                            <given-names>HR</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Microeconomic Analysis.</italic>
</source>
                    <edition>3rd ed.</edition>
                    <publisher-loc>New York</publisher-loc>:
                    <publisher-name>W.W. Norton</publisher-name>;<year>1992</year>.
                    <ext-link ext-link-type="uri" xlink:href="https://www.academia.edu/37123680/Microeconomic_Analysis_Hal_Varian">https://www.academia.edu/37123680/Microeconomic_Analysis_Hal_Varian</ext-link>
                </mixed-citation>
            </ref>
            <ref id="ref69">
                <mixed-citation publication-type="book">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Vermeij</surname>
                            <given-names>GJ</given-names>
                        </name>
</person-group>:
                    <source>

                        <italic toggle="yes">Nature: An Economic History.</italic>
</source>
                    <publisher-loc>Princeton, NJ</publisher-loc>:
                    <publisher-name>Princeton University Press</publisher-name>;<year>2004</year>.
                    <pub-id pub-id-type="doi">10.1515/9781400826490</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref70">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>West-Eberhard</surname>
                            <given-names>MJ</given-names>
                        </name>
</person-group>:
                    <article-title>Phenotypic plasticity and the origins of diversity.</article-title>
                    <source>

                        <italic toggle="yes">Annual Review of Ecological Systems.</italic>
</source>
                    <year>1989</year>;<volume>20</volume>:<fpage>249</fpage>&#x2013;<lpage>278</lpage>.
                    <pub-id pub-id-type="doi">10.1146/annurev.es.20.110189.001341</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref71">
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">

                        <name name-style="western">
                            <surname>Winn</surname>
                            <given-names>RB</given-names>
                        </name>
</person-group>:
                    <article-title>Is nature rational?</article-title>
                    <source>

                        <italic toggle="yes">Philosophy of Science.</italic>
</source>
                    <year>1939</year>;<volume>6</volume>:<fpage>285</fpage>&#x2013;<lpage>300</lpage>.
                    <pub-id pub-id-type="doi">10.1086/286558</pub-id>
                </mixed-citation>
            </ref>
        </ref-list>
        <fn-group content-type="footnotes">
            <fn id="fn1">
                <label>
                    <sup>1</sup>
                </label>
                <p>This core thesis&#x2014;viz., rational choice is a method of selecting among options&#x2014;is the standard definition of rationality (see 
                    <xref ref-type="bibr" rid="ref2">Becker, 1978</xref>; 
                    <xref ref-type="bibr" rid="ref17">Gilboa, 2012</xref>; 
                    <xref ref-type="bibr" rid="ref38">Khalil, 2025a</xref>). However, this should not entail that the standard version of rational choice theory is an exhaustive description of 
                    <italic toggle="yes">all</italic> human behavior. Behavior may involve imagination, creativity, and aspiration (what economists recognize as &#x201c;entrepreneurship&#x201d;) that go beyond mechanical rules of optimization (see 
                    <xref ref-type="bibr" rid="ref32">Khalil, 1997</xref>, 
                    <xref ref-type="bibr" rid="ref34">2010</xref>). Furthermore, behavior involves biases that arise from failed heuristics (see 
                    <xref ref-type="bibr" rid="ref65">Thaler &amp; Sunstein, 2009</xref>; 
                    <xref ref-type="bibr" rid="ref29">Kahneman, 2011</xref>; 
                    <xref ref-type="bibr" rid="ref37">Khalil, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref42">Khalil &amp; Amin, 2023</xref>). However, these issues need not undermine rational choice theory. Indeed, heuristics and their occasional failures afford opportunities to refined and modify rational choice theory (see 
                    <xref ref-type="bibr" rid="ref38">Khalil, 2025a</xref>).</p>
            </fn>
            <fn id="fn2">
                <label>
                    <sup>2</sup>
                </label>
                <p>Regarding the well-known term &#x201c;bounded rationality&#x201d;, 
                    <xref ref-type="bibr" rid="ref58">Simon (1957)</xref> coined the term. Ironically, however, neoclassical economists hijacked the term to denote another concept, namely, the cognitive capacity is limited (bounded) given the cost involved in processing information. Simon was greatly disappointed with the misuse of his term, as it was intended as a critique of the standard (neoclassical) notion of rationality at the logical level. Hence, 
                    <xref ref-type="bibr" rid="ref59">Simon (1976)</xref> proposed a new term, &#x201c;procedural rationality,&#x201d; to salvage his fundamental critique of the standard notion of rationality.</p>
            </fn>
        </fn-group>
    </back>
    <sub-article article-type="reviewer-report" id="report436862">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.190765.r436862</article-id>
            <title-group>
                <article-title>Reviewer response for version 2</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>El Amri</surname>
                        <given-names>Adil</given-names>
                    </name>
                    <xref ref-type="aff" rid="r436862a1">1</xref>
                    <xref ref-type="aff" rid="r436862a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-1849-8727</uri>
                </contrib>
                <aff id="r436862a1">
                    <label>1</label>Choua&#x00ef;b Doukkali University, El Jadida, Morocco</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>29</day>
                <month>12</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 El Amri A</copyright-statement>
                <copyright-year>2025</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport436862" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.129786.2"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>
                <list list-type="order">
                    <list-item>
                        <p>Subject is very interesting and it is new (Is rationality a cognitive faculty). The introduction provides a good, generalized background of the topic that quickly gives the reader an appreciation of the wide range of applications for this topic.</p>
                    </list-item>
                    <list-item>
                        <p>It is an interesting and globally well-conducted research in Is rationality a cognitive faculty.</p>
                    </list-item>
                    <list-item>
                        <p>It is clear from the abstract of the chapter that this is no simple issue. In fact, the chapter if fairly confusing for the first couple of paragraphs. Overall, it is a good, well-written chapter with an important message for Is rationality a cognitive faculty.</p>
                    </list-item>
                    <list-item>
                        <p>The introduction provides a good, generalized background of the topic that quickly gives the reader an appreciation of the wide range of applications for these methods.</p>
                    </list-item>
                    <list-item>
                        <p>The text of the abstract is concise, clear, and free of background information and with clear and objective view of the main concepts of the paper.</p>
                    </list-item>
                    <list-item>
                        <p>The summary clarified the purpose of the chapter, it was able to summarize the author's contribution to the solution of the research problem, the scientific novelty and practical significance of the results obtained the main conclusions of the research.</p>
                    </list-item>
                    <list-item>
                        <p>The quality of the tables and figures, is good.</p>
                    </list-item>
                </list>
            </p>
            <p>Is the topic of the opinion article discussed accurately in the context of the current literature?</p>
            <p>Yes</p>
            <p>Are arguments sufficiently supported by evidence from the published literature?</p>
            <p>Yes</p>
            <p>Are all factual statements correct and adequately supported by citations?</p>
            <p>Yes</p>
            <p>Are the conclusions drawn balanced and justified on the basis of the presented arguments?</p>
            <p>Yes</p>
            <p>Reviewer Expertise:</p>
            <p>Finance</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard.</p>
        </body>
        <back>
            <ref-list>
                <title>References</title>
                <ref id="rep-ref-436862-1">
                    <label>1</label>
                    <mixed-citation publication-type="journal">
                        <person-group person-group-type="author"/>:
                        <article-title>Is rationality a cognitive faculty?</article-title>.
                        <source>
                            <italic>F1000Research</italic>
                        </source>.<year>2025</year>;<volume>12</volume>:
                        <elocation-id>10.12688/f1000research.129786.2</elocation-id>
                        <pub-id pub-id-type="doi">10.12688/f1000research.129786.2</pub-id>
                    </mixed-citation>
                </ref>
            </ref-list>
        </back>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report400468">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.142498.r400468</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Rodr&#x00ed;guez Jerez</surname>
                        <given-names>Sergio Alejandro</given-names>
                    </name>
                    <xref ref-type="aff" rid="r400468a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-3521-0206</uri>
                </contrib>
                <aff id="r400468a1">
                    <label>1</label>Universidad Sergio Arboleda, Bogot&#x00e1;, Bogota, Colombia</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>23</day>
                <month>8</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Rodr&#x00ed;guez Jerez SA</copyright-statement>
                <copyright-year>2025</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport400468" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.129786.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve-with-reservations</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>Summary Evaluation</p>
            <p> </p>
            <p> This article presents a bold and original thesis: rationality is not a cognitive trait but rather a binary relator&#x2014;an optimization method&#x2014;that functions analogously to natural selection. The author&#x2019;s effort to distinguish between 
                <italic>binary operators</italic> (transformational functions) and 
                <italic>binary relators</italic> (optimization processes) offers a novel theoretical lens. The paper is interdisciplinary and engages deeply with set theory, evolutionary theory, and decision science.</p>
            <p> However, the article falls short in integrating contemporary neuroscientific and computational perspectives that are essential to a robust understanding of rationality. Addressing these omissions would significantly improve the paper&#x2019;s clarity, relevance, and theoretical depth.</p>
            <p> </p>
            <p> Major Concerns and Suggestions</p>
            <p> </p>
            <p> 1. Corticocentric Assumptions</p>
            <p> The article implicitly associates cognitive faculties&#x2014;and by contrast, rationality&#x2014;with cortical operations. This stance neglects foundational insights from 
                <italic>neuropsychoanalysis</italic> and 
                <italic>affective neuroscience</italic>, particularly the work of Mark Solms, who argues that rational behavior emerges from subcortical affective systems rather than from cortical cognitive faculties alone. Solms explicitly identifies consciousness and rational evaluation with homeostatic regulation and subjective feeling, not abstract cortical computation.</p>
            <p> </p>
            <p> Suggestion: The author should engage with this body of work to clarify whether rationality, as an optimization method, can be decoupled from conscious, sentient, and affective processes, as Solms argues.</p>
            <p> </p>
            <p> 2. Lack of Bayesian Formalization</p>
            <p> Although the paper discusses rationality as a form of optimization, it does not address the well-established Bayesian brain hypothesis or the free-energy principle (Friston). These models formalize rationality as probabilistic inference under uncertainty&#x2014;a process that is dynamic, adaptive, and not tied to any fixed cognitive trait. This approach aligns with the idea of rationality as a &#x201c;method&#x201d; but provides a stronger computational and neuroscientific foundation.</p>
            <p> Suggestion: At minimum, include a discussion of Bayesian rationality to contextualize the relator-operator distinction within ongoing models of brain function.</p>
            <p> </p>
            <p> 3. Neglect of Non-Shannonian Computation</p>
            <p> The author assumes a somewhat abstract, symbolic notion of computation. However, recent research by Miguel Nicolelis challenges the dominance of Shannon-based signal processing models and introduces the notion of two complementary modes of neural computation: 
                <list list-type="bullet">
                    <list-item>
                        <p>Shannonian: signal-based, channel-like transmission;</p>
                    </list-item>
                    <list-item>
                        <p>Boolean-like: emergent logical operations within distributed neural ensembles.</p>
                    </list-item>
                </list> This framework supports the author&#x2019;s relator/operator distinction but grounds it in empirically observed computational structures of the brain.</p>
            <p> Suggestion: Reference Nicolelis&#x2019; theory of dual computation to substantiate the distinction between transformational (operator) and optimization (relator) mechanisms in embodied systems.</p>
            <p> </p>
            <p> Positive Contributions 
                <list list-type="bullet">
                    <list-item>
                        <p>The distinction between binary relators and binary operators is conceptually useful and has potential applications in evolutionary biology and economic modeling.</p>
                    </list-item>
                    <list-item>
                        <p>The analogy between rational choice and natural selection as optimization methods is compelling.</p>
                    </list-item>
                    <list-item>
                        <p>The article offers a valuable philosophical challenge to the idea that rationality evolves as a discrete trait.</p>
                    </list-item>
                </list> </p>
            <p> Conclusion and Recommendation</p>
            <p> </p>
            <p> This article makes a significant theoretical contribution by challenging widely held assumptions about the nature of rationality. However, to meet the standards of interdisciplinary rigor, it must engage more explicitly with current neuroscientific and computational research. These revisions do not require rewriting the central thesis but rather contextualizing and supporting it more effectively.</p>
            <p>Is the topic of the opinion article discussed accurately in the context of the current literature?</p>
            <p>Yes</p>
            <p>Are arguments sufficiently supported by evidence from the published literature?</p>
            <p>Partly</p>
            <p>Are all factual statements correct and adequately supported by citations?</p>
            <p>Partly</p>
            <p>Are the conclusions drawn balanced and justified on the basis of the presented arguments?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Philosophy of Mind, Sentient Rationality, Neurosemiotics, Cognitive and Affective Neuroscience, Artificial Intelligence and Human Cognition, Epistemology of Innovation, Transemiosis, and the Philosophy of Technology.</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.</p>
        </body>
        <sub-article article-type="response" id="comment14888-400468">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Khalil</surname>
                            <given-names>Elias</given-names>
                        </name>
                        <aff/>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>I do not have any competing interests</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>2</day>
                    <month>11</month>
                    <year>2025</year>
                </pub-date>
            </front-stub>
            <body>
                <p>Rodr&#x00ed;guez Jerez SA. Peer Review Report For: Is rationality a cognitive faculty? [version 1; peer review: 1 approved with reservations, 1 not approved].&#x00a0;
                    <italic>F1000Research</italic>&#x00a0;2023,&#x00a0;
                    <bold>12</bold>:83 (
                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5256/f1000research.142498.r400468">https://doi.org/10.5256/f1000research.142498.r400468)</ext-link>
                </p>
                <p> </p>
                <p> Reviewer Report #2</p>
                <p> 
                    <italic>23 Aug 2025 | for Version 1</italic>
                </p>
                <p> 
                    <bold>Sergio Alejandro Rodr&#x00ed;guez Jerez</bold>,&#x00a0;Universidad Sergio Arboleda, Bogot&#x00e1;, Bogota, Colombia&#x00a0;</p>
                <p> </p>
                <p> </p>
                <p> 
                    <ext-link ext-link-type="uri" xlink:href="https://f1000research.com/articles/12-83/v1">format_quote&#x00a0;Cite this report</ext-link>
                    <ext-link ext-link-type="uri" xlink:href="https://f1000research.com/articles/12-83/v1#report-responses-400468">speaker_notes&#x00a0;Responses(0)</ext-link>
                </p>
                <p> </p>
                <p> </p>
                <p> &#x00a0;Approved With Reservations</p>
                <p> info_outline</p>
                <p> Summary Evaluation</p>
                <p> </p>
                <p> This article presents a bold and original thesis: rationality is not a cognitive trait but rather a binary relator&#x2014;an optimization method&#x2014;that functions analogously to natural selection. The author&#x2019;s effort to distinguish between&#x00a0;
                    <italic>binary operators</italic>&#x00a0;(transformational functions) and&#x00a0;
                    <italic>binary relators</italic>&#x00a0;(optimization processes) offers a novel theoretical lens. The paper is interdisciplinary and engages deeply with set theory, evolutionary theory, and decision science.</p>
                <p> &#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; 
                    <bold>I appreciate this fair summary.</bold>
                </p>
                <p> </p>
                <p> However, the article falls short in integrating contemporary neuroscientific and computational perspectives that are essential to a robust understanding of rationality. Addressing these omissions would significantly improve the paper&#x2019;s clarity, relevance, and theoretical depth.</p>
                <p> </p>
                <p> 
                    <bold>It is true that my paper does not incorporate neuroscientific and computational perspectives. However, I look forward to making connection with theses perspectives.</bold>
                </p>
                <p> </p>
                <p> </p>
                <p> </p>
                <p> Major Concerns and Suggestions</p>
                <p> </p>
                <p> 1. Corticocentric Assumptions</p>
                <p> The article implicitly associates cognitive faculties&#x2014;and by contrast, rationality&#x2014;with cortical operations. This stance neglects foundational insights from&#x00a0;
                    <italic>neuropsychoanalysis</italic>&#x00a0;and&#x00a0;
                    <italic>affective neuroscience</italic>, particularly the work of Mark Solms, who argues that rational behavior emerges from subcortical affective systems rather than from cortical cognitive faculties alone. Solms explicitly identifies consciousness and rational evaluation with homeostatic regulation and subjective feeling, not abstract cortical computation.</p>
                <p> Suggestion: The author should engage with this body of work to clarify whether rationality, as an optimization method, can be decoupled from conscious, sentient, and affective processes, as Solms argues.</p>
                <p> </p>
                <p> 
                    <bold>I understand the point. Here what I added upfront, in the &#x201c;Introduction&#x201d;:</bold>
                </p>
                <p> </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; Indeed, the proposed distinction between rational choice, on the one hand, and cognitive capacity, on the other hand, has supported neuroscientific findings regarding cortical operations. For example, in his effort to revise Freud&#x2019;s foundation of psychoanalysis in light of neuroscientific findings, Solms (2017) highlights experimental results that demonstrate that rational evaluation and consciousness are emergent properties of subcortical affective systems. That is, rationality and consciousness are not dependent on inputs from the environment (see also Casanova, 2010). In contrast, cognition operates almost entirely on the basis of inputs, which produce perception and memory that can be unconscious (see Dall&#x2019;Aglio, 2024).</bold>
                </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; This paper does not take a stand, and it does not need to consider whether there is a necessary link between rationality and consciousness. This paper does not delve into the neuro foundations of the proposed distinction between rationality and cognition, to mention consciousness. It only briefly, in the last section of the paper, connects the proposed distinction to Nicolelis&#x2019; dual computation theory of the brain. It also briefly connects rationality to the Bayesian brain hypothesis or, more generally, to Friston&#x2019;s free-energy principle.</bold>
                </p>
                <p> </p>
                <p> </p>
                <p> 2. Lack of Bayesian Formalization</p>
                <p> Although the paper discusses rationality as a form of optimization, it does not address the well-established Bayesian brain hypothesis or the free-energy principle (Friston). These models formalize rationality as probabilistic inference under uncertainty&#x2014;a process that is dynamic, adaptive, and not tied to any fixed cognitive trait. This approach aligns with the idea of rationality as a &#x201c;method&#x201d; but provides a stronger computational and neuroscientific foundation.</p>
                <p> Suggestion: At minimum, include a discussion of Bayesian rationality to contextualize the relator-operator distinction within ongoing models of brain function.</p>
                <p> 
                    <bold>I appreciate the comment. I added the following text in the last Section of the paper:</bold>
                </p>
                <p> </p>
                <p> 
                    <bold>Who&#x2019;s afraid of the 
                        <italic>Organismus Oeconomicus</italic> hypothesis?</bold>
                </p>
                <p> 
                    <bold>&#x2026;</bold>
                </p>
                <p> 
                    <bold>6.&#x00a0;&#x00a0; Many neuroscientists model the brain as an optimization mechanism (OM) that must formulate models (beliefs) about the world in the face of uncertainty. This effort, generally called the &#x201c;Bayesian brain hypothesis&#x201d;, assumes that the brain uses new information &#x00e0; la Bayes&#x2019; rule&#x2014;namely, to update its priors (ex ante beliefs) to formulate more accurate posteriors (ex post beliefs) (e.g., Knill &amp; Pouget (2004; Rao &amp; Ballard, 1999)). Friston (2010) generalizes such OM, calling it &#x201c;the free-energy principle&#x201d;, highlighting that the organism wants to minimize the surprise, i.e., the gap between what to expect on the basis of ex ante available information and what it actually finds ex post, i.e., after executing the pertinent action. The minimization of surprise amounts to learning and adopting more accurate beliefs. The higher the accuracy of the belief is, the higher the probability of successful action. These Bayesian brain models are about the rationality of belief formation, which somewhat differs from models regarding the rationality of action, the focus of this paper. Nevertheless, they are models of rationality that do not portray rationality as a cognitive mechanism but rather are propelled by the desire of the organism to possess accurate beliefs or minimize free energy. Such models of rationality are generalizable to any organism&#x2014;i.e., not restricted to upper primates or, worse, to humans.</bold>
                </p>
                <p> </p>
                <p> </p>
                <p> </p>
                <p> 3. Neglect of Non-Shannonian Computation</p>
                <p> The author assumes a somewhat abstract, symbolic notion of computation. However, recent research by Miguel Nicolelis challenges the dominance of Shannon-based signal processing models and introduces the notion of two complementary modes of neural computation: 
                    <list list-type="bullet">
                        <list-item>
                            <p>Shannonian: signal-based, channel-like transmission;</p>
                        </list-item>
                        <list-item>
                            <p>Boolean-like: emergent logical operations within distributed neural ensembles.</p>
                        </list-item>
                    </list> This framework supports the author&#x2019;s relator/operator distinction but grounds it in empirically observed computational structures of the brain.</p>
                <p> Suggestion: Reference Nicolelis&#x2019; theory of dual computation to substantiate the distinction between transformational (operator) and optimization (relator) mechanisms in embodied systems.</p>
                <p> </p>
                <p> 
                    <bold>I was unaware of Nicolelis&#x2019; theory. I introduced in the revision this brief reference:</bold>
                </p>
                <p> </p>
                <p> 
                    <bold>Who&#x2019;s afraid of the 
                        <italic>Organismus Oeconomicus</italic> hypothesis?</bold>
                </p>
                <p> 
                    <bold>&#x2026;</bold>
                </p>
                <p> 
                    <bold>5.&#x00a0;&#x00a0; New models of brain computation highlight that Shannon-like computations, i.e., information inputs to produce signal outputs, capture only one mode of neural computation. For example, Nicolelis&#x2019; (2020) theory registers that neural computation processes consists of two modes. The first is Shannon-like computation, which, similar to engineers, treats information as communication&#x2014;corresponding to a binary operator (cognitive capacity or technology). The second is G&#x00f6;delian/Boolean-like computation, which assembles networks of cells to organize structures to solve problems or make decisions&#x2014;corresponding to a binary relator. While the two modes differ, Nicolelis and collaborators find that they intermingle as they are complementary (see also Lebedev &amp; Nicolelis, 2017); Pais-Vieira et al., 2015). This dual brain computation theory substantiates the proposed binary operator/relator distinction. More importantly, the two modes of computation are not limited to human brains. Insofar as non-human organisms are also motivated to evaluate and make decisions, their neural processes must also encompass the G&#x00f6;delian/Boolean-like computation mode.</bold>
                </p>
                <p> </p>
                <p> Positive Contributions 
                    <list list-type="bullet">
                        <list-item>
                            <p>The distinction between binary relators and binary operators is conceptually useful and has potential applications in evolutionary biology and economic modeling.</p>
                        </list-item>
                        <list-item>
                            <p>The analogy between rational choice and natural selection as optimization methods is compelling.</p>
                        </list-item>
                        <list-item>
                            <p>The article offers a valuable philosophical challenge to the idea that rationality evolves as a discrete trait.</p>
                        </list-item>
                    </list> 
                    <bold>I appreciate the evaluation.</bold>
                </p>
                <p> </p>
                <p> Conclusion and Recommendation</p>
                <p> </p>
                <p> This article makes a significant theoretical contribution by challenging widely held assumptions about the nature of rationality. However, to meet the standards of interdisciplinary rigor, it must engage more explicitly with current neuroscientific and computational research. These revisions do not require rewriting the central thesis but rather contextualizing and supporting it more effectively.</p>
                <p> </p>
                <p> 
                    <bold>I hope the additions mentioned above go a sufficient distance in supporting the thesis of the paper.</bold>
                </p>
            </body>
        </sub-article>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report232942">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.142498.r232942</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Kozak</surname>
                        <given-names>Piotr</given-names>
                    </name>
                    <xref ref-type="aff" rid="r232942a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-9734-4640</uri>
                </contrib>
                <aff id="r232942a1">
                    <label>1</label>University of Bialystok, Bia&#x0142;ystok,, Poland</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>24</day>
                <month>1</month>
                <year>2024</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2024 Kozak P</copyright-statement>
                <copyright-year>2024</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport232942" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.129786.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>reject</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>The paper focuses on the concept of rationality in economics and (probably) cognitive psychology. According to the main thesis, rationality is not a cognitive faculty. Instead, it is a method of optimization. The author argues that rationality (as a method of optimization) can be cashed out in terms of binary relators, i.e., binary relations partially ordering a set. In contrast, cognitive faculties should be understood as binary operators, i.e., transformation functions. According to the author, such a distinction gives a reason to believe that rationality (in terms of an optimization method) is &#x201c;a constant feature of any organism, i.e., simply what makes an entity a living entity.&#x201d;</p>
            <p> Although I deeply admire the wide scope and gravity of the author&#x2019;s analyses, I have serious objections to the way the analyses are presented in the paper. First, it is challenging to assess the paper's scientific domain: economics, cognitive psychology, epistemology, theory of evolution, or all of them. It does not have to be a problem. One of the main advantages of the paper is that it attempts to cover (probably) all these areas. However, it is done without going into any serious debate with the positions discussed in these areas. For instance, there is no reference to the so-called Great Rationality Debate, the positions of Gigenrenzer and Stanovich are not even mentioned, etc. Thus, it is very difficult to say what kind of ideas the author debates with. Not to mention the fact that the author doesn&#x2019;t give any hints or references regarding the positions he argues against.</p>
            <p> Second, the author opposes the idea that rationality is a cognitive faculty or a skill. It&#x2019;s not clear what kind of a position he argues against. In philosophy and cognitive psychology, we commonly distinguish between the concept of rationalism in descriptive and normative understanding of the term. The descriptive understanding of rationality covers, e.g., the idea of tests on rationality one can be better or worse at. The normative understanding covers, e.g., the logical validity of an argument. Both understandings are not equal but are complementary. For instance, one can act irrationally, but a product of one&#x2019;s actions, by chance, can be rational. It is unclear what kind of novel feature or description of rationality the distinction between binary relators and binary operators brings to the table.</p>
            <p> Third, the distinction between binary relators and binary operators is unclear. Although the idea that the concepts of binary relators and transformation functions are not the same is correct, it doesn&#x2019;t follow that these concepts are opposite. Binary relators and binary operators are both some kind of a binary relation since every function is a relation. Thus, even if rationality is a binary relator, it does not follow that it cannot be a binary operator.</p>
            <p> Fourth, the argument from the Russell&#x2019;s Paradox seems invalid. It would apply to the argument, if we assumed that rationality cannot be a cognitive skill. However, that is something that has to be proven by this very argument.</p>
            <p> Fifth, the conclusion that evolution is somehow rational in terms of being an optimized method of selection is far unsupported. The author does not engage in discussions with contemporary authors in evolution theory. At this point, it is rather an author&#x2019;s statement, which we can take at its face value or not, but not a conclusion of an argument.</p>
            <p> To sum up, although the paper shows some promise, it does not seem likely to be presenting a sound and well-supported argument. I strongly recommend narrowing down the paper's goal and focusing on a certain part of a debate in economics and/or cognitive psychology. The author should supplement the paper with the context of the debate. He should at least mention the authors he is discussing with or against. It would make his arguments clearer and more understandable.</p>
            <p>Is the topic of the opinion article discussed accurately in the context of the current literature?</p>
            <p>No</p>
            <p>Are arguments sufficiently supported by evidence from the published literature?</p>
            <p>No</p>
            <p>Are all factual statements correct and adequately supported by citations?</p>
            <p>No</p>
            <p>Are the conclusions drawn balanced and justified on the basis of the presented arguments?</p>
            <p>No</p>
            <p>Reviewer Expertise:</p>
            <p>Philosophy, Cognitive Psychology</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to state that I do not consider it to be of an acceptable scientific standard, for reasons outlined above.</p>
        </body>
        <sub-article article-type="response" id="comment14889-232942">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Khalil</surname>
                            <given-names>Elias</given-names>
                        </name>
                        <aff/>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>I do not have any kind of conflict of interest</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>2</day>
                    <month>11</month>
                    <year>2025</year>
                </pub-date>
            </front-stub>
            <body>
                <p>The paper focuses on the concept of rationality in economics and (probably) cognitive psychology. According to the main thesis, rationality is not a cognitive faculty. Instead, it is a method of optimization. The author argues that rationality (as a method of optimization) can be cashed out in terms of binary relators, i.e., binary relations partially ordering a set. In contrast, cognitive faculties should be understood as binary operators, i.e., transformation functions. According to the author, such a distinction gives a reason to believe that rationality (in terms of an optimization method) is &#x201c;a constant feature of any organism, i.e., simply what makes an entity a living entity.&#x201d;</p>
                <p> </p>
                <p> &#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; 
                    <bold>&#x00a0;&#x00a0;&#x00a0; I find the summary to be fair.</bold>
                </p>
                <p> </p>
                <p> </p>
                <p> Although I deeply admire the wide scope and gravity of the author&#x2019;s analyses, I have serious objections to the way the analyses are presented in the paper. First, it is challenging to assess the paper's scientific domain: economics, cognitive psychology, epistemology, theory of evolution, or all of them. It does not have to be a problem. One of the main advantages of the paper is that it attempts to cover (probably) all these areas.</p>
                <p> </p>
                <p> 
                    <bold>Response : My paper can be considered relevant to different scientific domains: economics, cognitive psychology, epistemology, theory of evolution. I concur that this fact need not necessarily be a problem.</bold>
                </p>
                <p> </p>
                <p> However, it is done without going into any serious debate with the positions discussed in these areas. For instance, there is no reference to the so-called Great Rationality Debate, the positions of Gigenrenzer and Stanovich are not even mentioned, etc. Thus, it is very difficult to say what kind of ideas the author debates with. Not to mention the fact that the author doesn&#x2019;t give any hints or references regarding the positions he argues against.</p>
                <p> </p>
                <p> 
                    <bold>Response: I understand the point. In response, I added two sections immediately succeeding the Introduction:</bold>
                </p>
                <p> </p>
                <p> 
                    <bold>Standard Rationality versus Simon/Gigerenzer Rationality</bold>
                </p>
                <p> 
                    <bold>Upon reading the title of this paper&#x2014;namely, whether rationality is a cognitive faculty&#x2014;it is probably clear to the reader what is &#x201c;cognitive faculty.&#x201d; However, it is probably less clear what is &#x201c;rationality.&#x201d; As the exposition of the Organismus economicus hypothesis below shows, this paper defines rationality &#x00e0; la standard economics. Specifically, rationality is about the coherence of preferences: the decision maker knows what bundles of goods they prefer over other bundles and, hence, is ready to select the best bundle allowed given the budget constraint, beliefs, and general circumstances (Gilboa, 2012; Khalil, 2025a). This paper focuses on this notion of rationality and asks whether such a standard notion is a cognitive faculty.</bold>
                </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; &#x00a0;&#x00a0;&#x00a0; If some researchers deny the existence of this standard notion of rationality and proceed to offer non-standard definitions, this paper is not written to advance arguments to convince them otherwise. Specifically, this paper neither critiques Gigerenzer&#x2019;s (2023) non-standard notion, which he calls &#x201c;ecological rationality,&#x201d; nor critiques Simon&#x2019;s (1976) notion, which he calls &#x201c;procedural rationality.&#x201d; Simon and Gigerenzer basically argue, although in different ways, that the standard notion of rationality is fundamentally flawed. For them, decision makers cannot undertake decisions on the basis of optimization for a simple reason. The mechanism of optimization is based on beliefs about facts that also involve optimization, which leads to endless regression. That is, for Simon and Gigerenzer, the issue is not the fact that the cognitive processing of information is costly and hence rationality is bounded, what the neoclassical (standard) definition of rationality acknowledges.&#x00a0; Simon and Gigerenzer maintain that the entry point of standard economics is untenable even when cognitive costs are zero.</bold>
                </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; &#x00a0;&#x00a0;&#x00a0; Instead, Simon and Gigerenzer propose a different entry point: &#x201c;habits&#x201d;, routines, or &#x201c;intuitions&#x201d; conceived as primordial, and hence, theorists need not explain them. Habits at the personal and collective levels are &#x201c;norms&#x201d; of behavior that explain behavior&#x2014;which Kahneman and Miller (1986) also argue. The decision maker continues to use default habits, norms, or intuitions as long as they are useful in attaining some predetermined level of satisfaction&#x2014;which Simon (1957) calls &#x201c;satisficing&#x201d;.</bold>
                </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; &#x00a0;&#x00a0;&#x00a0; Other papers discuss the limitations of the Simon/Gigerenzer non-standard definition of rationality (Khalil, 2013a, b; Khalil, 2022). This paper does not discuss these limitations because the aim of this paper is not to advocate the importance of the standard definition of rationality. This paper poses a different question: given that research subscribes to the standard notion of rationality, is such a notion a cognitive faculty?</bold>
                </p>
                <p> </p>
                <p> 
                    <bold>Why Ignore Dual Process Theory?</bold>
                </p>
                <p> 
                    <bold>This paper also does not discuss dual process theory, but for a different reason. While Evans (1978) is usually credited with formally introducing dual process theory in the psychology literature, Stanovich (2010a) and Kahneman (2011) link dual process theory to the study of heuristics in relation to rationality. Dual process theory amounts to the proposition that thinking and deciding involves two systems. The first system, called &#x201c;System 1&#x201d;, amounts to deciding regarding a case according to ready-made beliefs, heuristics, and first impressions that are fast and spontaneous. The second system, called &#x201c;System 2&#x201d;, amounts to deciding by examining the case under focus with all its details. While System 1 is fast and spontaneous, System 2 is slow and deliberate.</bold>
                </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; &#x00a0;&#x00a0;&#x00a0; As shown elsewhere (Khalil, 2025c; Khalil &amp; Amin, 2023), dual process theory is fruitful not only in understanding heuristics and how decision makers suspend them but also in understanding routines, i.e., the physiological functions of organisms and their organs. However, this paper does not discuss dual process theory because it proposes that spontaneous System 1 is non-rational, whereas deliberative System 2 is rational. As argued elsewhere (Khalil, 2022, 2025c), System 1 and System 2 are rather organically linked: the logic of rational choice underpins the operation of both systems. We need a rational choice to explain why some actions become habitual and hence become part of spontaneous System 1. We also need a rational choice to explain why some habitual actions become suspended; hence, the decision is sent back to deliberative System 2.</bold>
                </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; Even if we salvage dual process theory from the connotation that spontaneous System 1 is non-rational, the question posed by this paper does not gain from refining thinking into two systems. Given that the two systems are organically linked, we can ask questions about the standard notion of rationality per se, namely, how it is related to cognitive faculty, without refining thinking and deciding into two systems. Indeed, the refinement of thinking and deciding amounts to a digression that takes us away from the question posed by this paper.</bold>
                </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; &#x00a0;&#x00a0;&#x00a0; The need to avoid such unnecessary digression becomes even more poignant in light of the further refinement of System 2 undertaken by Stanovich (2010a). The impetus behind his refinement is to solve what he calls the &#x201c;Great Rationality Debate&#x201d;. The Great Rationality Debate is about a long-running question in the philosophical and psychological literature: how far human behavior is from the standard notion of rationality (the coherence of preferences and the efficiency of actions in light of probability theory and logical thinking). To answer this question, Stanovich argues that we should examine individual differences. This examination shows, to the surprise of the literature (but not to this paper), that people with high IQs need not make significantly more rational choices than people with normal IQs do.</bold>
                </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; &#x00a0;&#x00a0;&#x00a0; While this paper welcomes Stanovich&#x2019;s rationality/intelligence distinction (see also Stanovich, 2010b), he grounds the distinction on refining System 2 into two sub-processes: i) the reflective process that allows the decision maker to suspend the operation of spontaneous System 1 and ii) the algorithmic process that, once a task is decoupled from spontaneous System 1, undertakes the processing of information specific to the case under focus. For Stanovich, while the reflective process expresses rationality (which varies across individuals), the algorithmic process expresses intelligence.</bold>
                </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; &#x00a0;&#x00a0;&#x00a0; While one may accept that the algorithmic process hinges on intelligence, Stanovich&#x2019;s refinement implies that System 1 is non-rational, as he reserves rationality to the reflective process (part of deliberative System 2). As stated above, System 1 and System 2 are rather organically linked by the logic of rational choice. Given that the focus is on rational choice per se&#x2014;namely, whether it is a cognitive faculty similar to memory or intelligence&#x2014;it would be unnecessary to digress and refine the operation of rational choice.</bold>
                </p>
                <p> </p>
                <p> Second, the author opposes the idea that rationality is a cognitive faculty or a skill. It&#x2019;s not clear what kind of a position he argues against. In philosophy and cognitive psychology, we commonly distinguish between the concept of rationalism in descriptive and normative understanding of the term. The descriptive understanding of rationality covers, e.g., the idea of tests on rationality one can be better or worse at. The normative understanding covers, e.g., the logical validity of an argument. Both understandings are not equal but are complementary. For instance, one can act irrationally, but a product of one&#x2019;s actions, by chance, can be rational. It is unclear what kind of novel feature or description of rationality the distinction between binary relators and binary operators brings to the table.</p>
                <p> </p>
                <p> Response:&#x00a0;&#x00a0;
                    <bold>I understand the comment. I added the following to the Introduction:</bold>
                </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; </bold>
                </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; The proposed distinction between rationality and cognitive faculties raises a question. While researchers make statements regarding cognitive faculties that are &#x201c;descriptive,&#x201d; statements regarding rationality need not be so. Indeed, researchers across disciplines largely distinguish between two different arguments about rationality: is the argument &#x201c;descriptive&#x201d; as opposed to &#x201c;normative&#x201d;? Baron (2023) goes one step further and refines the &#x201c;normative&#x201d; category into two. Therefore, for Baron, we have three kinds of statements: i) &#x201c;descriptive statements" empirically inform us of &#x201c;what is&#x201d;; ii) "prescriptive statements" advance arguments of &#x201c;what decisions should be&#x201d;; and iii) &#x201c;evaluative statements&#x201d; assess the damage that occurs when an actual decision, as captured by descriptive statements, deviates from what the decision should be, as captured by prescriptive statements.</bold>
                </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; As a reminder, in our evaluative statements, we should consider the element of luck or probability. A decision maker could violate what rational choice theory prescribes but ends up with a result that is even better than what would have been the case if one had chosen the prescriptive action. This outcome usually occurs because of shock, which is simply the actual state of nature that is highly unlikely to occur.</bold>
                </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; The question that this paper poses sidesteps Baron&#x2019;s descriptive/prescriptive/evaluative distinction&#x2014;or, more generally, the descriptive/normative distinction. This paper is not about what decision makers actually decide. It is also not about what decision makers should decide. It simply proceeds to ask a question: given that a researcher believes that rationality is relevant to how people behave or should behave, does such rationality amount to a cognitive capacity?&#x00a0; &#x00a0;</bold>
                </p>
                <p> </p>
                <p> </p>
                <p> </p>
                <p> </p>
                <p> Third, the distinction between binary relators and binary operators is unclear. Although the idea that the concepts of binary relators and transformation functions are not the same is correct, it doesn&#x2019;t follow that these concepts are opposite. Binary relators and binary operators are both some kind of a binary relation since every function is a relation. Thus, even if rationality is a binary relator, it does not follow that it cannot be a binary operator.</p>
                <p> </p>
                <p> Response:
                    <bold> I concur with the Reviewer, namely, while binary operator (cognitive capacity or technology) and binary relator (rational choice) are different, it does not mean they are opposite of each other. As I clarify in the revision, they are linked. However, I do not go further and argue that they are analytically the same. That is, in the revision, I make it clear that rationality cannot be both a binary relator and a binary operator:</bold>
                </p>
                <p> </p>
                <p> </p>
                <p> 
                    <bold>Are Binary Operators and Binary Relators Opposite of Each Other?</bold>
                </p>
                <p> 
                    <bold>While binary operators (cognitive capacity or technology) and binary relators (rational choice) are different, this does not mean that they are opposite of each other. While this paper argues that both binary linkages are analytically different, they are functionally linked. Indeed, it is impossible for the decision maker to make rational decisions&#x2014;i.e., undertake binary relator actions&#x2014;without relying on cognitive capacities, traits, physiological organs, or transformative technologies, i.e., binary operators.</bold>
                </p>
                <p> 
                    <bold>For instance, Varian (1992) commences his influential graduate-level economics textbook with the binary operator. He dedicates Chapter 1 to discussing the capability of a firm&#x2014;as expressed by the available technology, machines, buildings, space, and workers&#x2014;to transform inputs into outputs. Varian then proceeds in Chapter 2 to discuss how the firm uses such capability, i.e., the binary operator, in different ways depending on the environment and other constraints. The firm&#x2019;s objective is the maximization of profit, which prescribes a choice that amounts to a binary relator (rationality).</bold>
                </p>
                <p> 
                    <bold>The fact that the binary relator (rational choice) relies on a binary operator (technology or capacity) should not lead us to conflate the two. Rationality cannot be both a binary relator and a binary operator. As a binary relator, rationality involves a binary operator. However, the opposite is not the case: Once a technology or a capacity (binary operator) is set up, its operation does not involve a binary relator (rationality).</bold>
                </p>
                <p> </p>
                <p> </p>
                <p> Fourth, the argument from the Russell&#x2019;s Paradox seems invalid. It would apply to the argument, if we assumed that rationality cannot be a cognitive skill. However, that is something that has to be proven by this very argument.</p>
                <p> </p>
                <p> 
                    <bold>I agree with the comment and, hence, I introduce the following qualification:</bold>
                </p>
                <p> </p>
                <p> </p>
                <p> 
                    <bold>The Russell Paradox</bold>
                </p>
                <p> 
                    <bold>If we accept two theses, neo-Darwinian theory involves a serious self-reference paradox. The first thesis is that a standard sense of rationality exists. The second thesis is that such rationality is a trait. Therefore, standard rationality is a trait that changes and evolves depending on the optimization mechanism, i.e., the natural selection process. However, given the argument above, rationality is an optimization mechanism. Thus, it would be a contradiction, i.e., a self-reference paradox, to state that an optimization process selects the optimization process. If this conclusion is tenable, it is akin to the Russell Paradox (Russell, 1956).</bold>
                </p>
                <p> 
                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; To be clear, the Russell Paradox is not a proof of the argument of this paper. That is, the Russell Paradox does not substantiate this paper&#x2019;s conclusion. Specifically, once we accept the two theses mentioned above, the neo-Darwinian approach invites the self-reference paradox. This paper employs only the Russell Paradox to illustrate the claimed self-reference paradox.</bold>
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                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; One helpful example of the Russell Paradox is the well-known Cretan liar paradox and, better, the Barber Paradox (Irvine &amp; Deutsch, 2021). The only barber in a village has a sign posted in his shop that states, &#x201c;I cut the hair of everyone in the village that does not cut his own hair.&#x201d; However, who cuts the hair of the barber? If he cuts his own hair, then the barber cannot cut it. If he does not cut his own hair, then the barber cuts it. Such self-contradiction arises from treating the set, which is the barber&#x2019;s statement, as a member of itself. Such treatment entails that the barber is an element of the set of people who do not cut their own hair, on the one hand, and the barber is the set itself as the one who cuts the hair of such people, on the other.</bold>
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                    <bold>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0; The Russell Paradox arises from what philosophers recognize as the problem of self-reference. In the case of the Rationality-qua-Trait Thesis, it treats rationality both as an OM and as an element of the set that is the subject of the OM. This self-reference is best illustrated by some of the drawings of M.C. Escher (see Hofstadter, 1980). The first role of the binary relator (OM) is to ensure that the output is consistently ranked and, corollary, that the corresponding inputs are also consistently ranked. Such an organization of inputs also cannot include OMs: how could the OM call for the substitution of one input in favor of another when the OM itself is one such input?</bold>
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                <p> Fifth, the conclusion that evolution is somehow rational in terms of being an optimized method of selection is far unsupported. The author does not engage in discussions with contemporary authors in evolution theory. At this point, it is rather an author&#x2019;s statement, which we can take at its face value or not, but not a conclusion of an argument.</p>
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                    <bold>This comment, I think, is motivated by my discussion of phenotypic plasticity, prior to &#x201c;Conclusions&#x201d;. To clarify the discussion, I re-wrote the last paragraph prior to &#x201c;Conclusions&#x201d;:</bold>
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                <p> 
                    <bold>Regarding phenotypic plasticity, that is, this paper calls upon evolutionary biologists, irrespective of their diverse approaches and schools (see Khalil, 1993), to recognize what they already are doing. When they study phenotypic plasticity, they explain plasticity as the outcome of an organism&#x2019;s response to changes in the environment. This is precisely the definition of rational choice. As shown elsewhere (Khalil, 2009, 2010), standard rational choice theory is simply the proposition that the organism&#x2019;s choice changes in light of changes in environmental constraints, i.e., the set of incentives. With each choice, the organism maximizes its benefit (i.e., fitness) given the set of constraints or, similarly, minimizes the cost of a given benefit.</bold>
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                <p> To sum up, although the paper shows some promise, it does not seem likely to be presenting a sound and well-supported argument. I strongly recommend narrowing down the paper's goal and focusing on a certain part of a debate in economics and/or cognitive psychology. The author should supplement the paper with the context of the debate. He should at least mention the authors he is discussing with or against. It would make his arguments clearer and more understandable.</p>
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                <p> 
                    <bold>I appreciate the suggestions. I hope that the above added text provides greater clarity, providing a context to the question posed. </bold>
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