<?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="systematic-review" 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.158225.3</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Systematic Review</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Consumer responses and determinants in geographical indications agricultural product consumption: A ten-year systematic review</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 3; peer review: 3 approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Tan</surname>
                        <given-names>Ailin</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Visualization</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/0009-0002-7190-7163</uri>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Hashim</surname>
                        <given-names>Sharizal Bin</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-1287-2490</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Zuo</surname>
                        <given-names>Jiaqi</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Cheng</surname>
                        <given-names>Jianyu</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Faculty of Economics and Management, Universiti Kebangsaan Malaysia, Bangi, Selangor, 43600, Malaysia</aff>
                <aff id="a2">
                    <label>2</label>Students affairs office, Chongqing Zhongyi Vocational and Technical School, Wanzhou, Chongqing, 404020, China</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:hsharizal@ukm.edu.my">hsharizal@ukm.edu.my</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>15</day>
                <month>4</month>
                <year>2026</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2024</year>
            </pub-date>
            <volume>13</volume>
            <elocation-id>1410</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>18</day>
                    <month>3</month>
                    <year>2026</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Tan A et al.</copyright-statement>
                <copyright-year>2026</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/13-1410/pdf"/>
            <abstract>
                <p>This article analyzes the determinants of consumers&#x2019; purchase and consumption of geographical indication (GI) agricultural products through a ten-year systematic review. There exist growing concerns about food safety, quality, and health, increasing consumer attention to origin labelled foods. GI agricultural products have gained a stable position in global food markets. This study pursues two objectives. First, it identifies and classifies the key determinants of GI agricultural product consumption reported in the literature. Second, it compares insights from five existing review studies on closely related themes to clarify what is already established and what remains contested. Following the PRISMA guidelines, we conducted a transparent and reproducible systematic literature review, including structured searching, screening, and data extraction procedures. The results summarize how consumers respond to GI cues and identify factors associated with heterogeneous responses across contexts. By integrating fragmented evidence, this review clarifies consumption relevant mechanisms and offers implications for GI governance and marketing, helping firms better understand consumer decision making and supporting value capture for farmers, producers, and regional stakeholders.</p>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Determinants</kwd>
                <kwd>Consumption</kwd>
                <kwd>Geographical Indication</kwd>
                <kwd>Agricultural Products</kwd>
                <kwd>Systematic Review.</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 2</title>
                <p>This revised version addresses the substantive concerns raised by the peer reviewer and strengthens the manuscript in four areas. First, the theoretical integration has been deepened. Section 4.2 now explicitly anchors the three-level determinant structure (consumer-level, product-level, and system-level factors) within complementary theoretical frameworks, including signalling theory and information asymmetry models at the system level, the Theory of Planned Behaviour at the consumer level, and consumer trust models at the product level. A new conceptual framework figure has been added to Section 4.2 to visualise these relationships. Second, the implications of the finding that 35% of included studies lacked explicit theoretical foundations (Section 3.3.3) are now discussed, with specific recommendations for future studies to adopt established frameworks to facilitate cross-study synthesis. Third, the geographical concentration of studies in Italy and other EU member states is now more substantively addressed. Section 3.2.1 includes a comparative discussion of how key determinants such as certification trust and label comprehension may operate differently across EU and non-EU institutional contexts, where GI governance structures and consumer familiarity vary considerably. Fourth, the manuscript now explicitly clarifies that this is a point-in-time systematic review based on a single search date of 22 December 2023, and does not employ a Living Systematic Review methodology. The Discussion and Conclusion sections have also been revised to identify specific unresolved contradictions in the literature, propose concrete future research directions, and acknowledge the absence of formal risk-of-bias assessment as a limitation of the current review.</p>
            </sec>
        </notes>
    </front>
    <body>
        <sec id="sec1" sec-type="intro">
            <title>1. Introduction</title>
            <sec id="sec2">
                <title>1.1 Background</title>
                <p>In recent years, experiences with protected designation of origin (PDO) foods have contributed to a growing demand for healthier and safer products, not only from an environmental perspective. They also give consumers the feeling that they are consuming genuine and high-quality products (
                    <xref ref-type="bibr" rid="ref26">Fotopoulos &amp; Krystallis, 2001</xref>).</p>
                <p>At the same time, locally sourced food products have become more visible in an increasingly global food market. A prominent example is geographical indication (GI) products, which associate food with a specific region (
                    <xref ref-type="bibr" rid="ref22">EU, 2012</xref>). Similarly, the World Intellectual Property Organization (
                    <xref ref-type="bibr" rid="ref85">WIPO, n.d.</xref>) defines a GI as a sign used on products with a specific geographical origin, where a given quality, reputation, or other characteristic is essentially attributable to that origin.</p>
                <p>PDOs and PGIs can support rural revitalization. They help safeguard and promote the diversity of local crops and rural landscapes and enhance social cohesion, especially when local communities are appropriately engaged and rewarded (
                    <xref ref-type="bibr" rid="ref15">Communities, 2008</xref>). PDO certification can also provide continuous impetus for entrepreneurship and local development (
                    <xref ref-type="bibr" rid="ref9">Borg &amp; Gratzer, 2013</xref>; 
                    <xref ref-type="bibr" rid="ref84">Vakoufaris, 2010</xref>). More broadly, by strengthening the link between products and their places of production, GI labels can contribute to rural development and increase farmers&#x2019; incomes. They also help farmers and producers position their products and increase added value (
                    <xref ref-type="bibr" rid="ref68">Sanz Ca&#x00f1;ada &amp; Mac&#x00ed;as V&#x00e1;zquez, 2005</xref>; 
                    <xref ref-type="bibr" rid="ref82">Tregear, Arfini, Belletti, &amp; Marescotti, 2007</xref>).</p>
                <p>There is extensive literature on country of origin effects for food products (
                    <xref ref-type="bibr" rid="ref35">Insch, Williams, &amp; Knight, 2016</xref>; 
                    <xref ref-type="bibr" rid="ref52">Newman, Turri, Howlett, &amp; Stokes, 2014</xref>; 
                    <xref ref-type="bibr" rid="ref55">Ozretic-Dosen, Skare, &amp; Krupka, 2007</xref>). However, research that systematically reviews the determinants of consumption of geographical indication agricultural products remains limited.</p>
            </sec>
            <sec id="sec3">
                <title>1.2 Research question</title>
                <p>Given that geographical indications are increasingly recognized by consumers, producers, and businesses worldwide, as well as their fundamental role in adding value to agricultural products, it is crucial to systematically study how geographical indications can be combined with consumer responses in terms of theory and consumption determinants. With the results of this review, interested researchers can gain a better understanding of the trend theory and important information on the consumption of geographically indicated agricultural products, which can help businesses understand consumer behavior at a deeper level, use geographical indications correctly, and improve the income of farmers, producers, and enterprises. A preliminary search of this topic yielded five similar literature reviews. The comparative differences between the five studies are shown in 
                    <xref ref-type="table" rid="T1">
Table 1</xref>.</p>
                <table-wrap id="T1" orientation="portrait" position="float">
                    <label>
Table 1. </label>
                    <caption>
                        <title>A Comparative analysis of relevant review.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Reference</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Covered years</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Research topics</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Products origin</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Products type</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Countries</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Limitation</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">(
                                    <xref ref-type="bibr" rid="ref78">Th&#x00f8;gersen, 2023</xref>)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">2010-2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Consumer product evaluation and choices</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Country of origin OR region of origin OR PDO OR PGI</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Food, milk, meat, rice, wheat, potatoes, tomatoes, dairy, honey, fruit, vegetables, fish, beef, olive, eggs</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">OECD countries</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">No mention of developed and developing countries</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">(
                                    <xref ref-type="bibr" rid="ref44">Marion, Luisa, &amp; Sebastian, 2023</xref>)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Before 2020 (inclusive)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Adoption GIs by small- and medium-scale enterprises</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Geographical IndicationsGIs, origin labels quality food labels</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Food crafts</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">All</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Study on small-and medium-scale enterprises not consumers</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">(
                                    <xref ref-type="bibr" rid="ref19">Deselnicu, Costanigro, Souza-Monteiro, &amp; McFadden, 2013</xref>)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Before 2013</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Price premiums in GI products</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">GIs</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Agricultural and food products</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">All</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">A meta-analysis
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">(
                                    <xref ref-type="bibr" rid="ref30">Glogove&#x021b;an, Dabija, Fiore, &amp; Pocol, 2022</xref>)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">2015-2021</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Consumer Perception and Understanding</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">PDO, PGI and TSG labels</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Agri-food products</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Italy, Poland, Lithuania, Slovakia, Romania, Ukraine, Hungary, Spain, Portugal, Greece, Germany, and South Korea</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Omit pertinent material</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">(
                                    <xref ref-type="bibr" rid="ref13">Chifor, Arion, Isarie, &amp; Arion, 2022</xref>)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Before2022 (inclusive)</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">CertifiedRomanian products</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">GIs, PDO and PGI</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Agricultural and food products</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Romania</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Only investigated Romania</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>As shown in 
                    <xref ref-type="table" rid="T1">Table 1</xref>, existing reviews address origin-based labels and geographical indication schemes from complementary but only partially overlapping perspectives, which makes their findings difficult to integrate without a clearer comparative lens. In terms of analytical focus, 
                    <xref ref-type="bibr" rid="ref78">Th&#x00f8;gersen (2023</xref>) is the most consumer oriented and decision focused, synthesizing how origin cues shape consumer evaluation and choice across many food categories. By comparison, 
                    <xref ref-type="bibr" rid="ref44">Marion, Luisa, and Sebastian (2023</xref>) shifts the unit of analysis from consumers to small and medium scale enterprises, emphasizing adoption and implementation of GI and related origin and quality labels, which speaks more to supply side capability than to demand side determinants. 
                    <xref ref-type="bibr" rid="ref19">Deselnicu et al. (2013)</xref> narrows the lens further by treating consumer response primarily as willingness to pay, quantifying GI related price premiums through meta-analysis. This approach is powerful for summarizing average monetary effects, but it abstracts from psychological and contextual mechanisms that explain variation in consumer behavior. 
                    <xref ref-type="bibr" rid="ref30">Glogove&#x021b;an et al. (2022)</xref> sits between these streams by focusing on consumer perception and understanding of PDO, PGI, and TSG labels, offering insight into the cognitive channel that may underlie purchasing decisions, yet its evidence base is limited to 2015 to 2021 and is reported to omit relevant materials, which weakens completeness. 
                    <xref ref-type="bibr" rid="ref13">Chifor et al. (2022)</xref> provides the most context specific synthesis by focusing on Romania, enabling richer institutional and product level interpretation, but at the cost of cross-country comparability.</p>
                <p>Across these reviews, the main trade off is clear. Broad and multi product syntheses, such as 
                    <xref ref-type="bibr" rid="ref78">Th&#x00f8;gersen (2023)</xref>, provide coverage but remain concentrated in OECD settings and do not clearly separate developed from developing contexts. Highly specialized reviews, such as 
                    <xref ref-type="bibr" rid="ref19">Deselnicu et al. (2013)</xref>, provide strong quantitative aggregation but focus on one outcome dimension and therefore offer limited guidance on non-price determinants. Context rich reviews, such as 
                    <xref ref-type="bibr" rid="ref13">Chifor et al. (2022)</xref>, improve depth but limit transferability. Finally, perception focused reviews, such as 
                    <xref ref-type="bibr" rid="ref30">Glogove&#x021b;an et al. (2022)</xref>, clarify label understanding but do not fully connect that understanding to consistent determinants of actual consumption across settings. Overall, prior reviews are fragmented by actor level, outcome type, and geographic scope. What is still missing is a unified, consumer centered synthesis that jointly considers multiple determinants beyond price, evaluates how these determinants vary across contexts, and consolidates the evidence base over a longer time horizon for GI agricultural products.</p>
                <p>Therefore, the purpose of this study is to bridge this gap by addressing the following research questions:</p>
                <p>RQ1: What are the main research trends in studies on consumers and geographical indication agricultural products during the review period?</p>
                <p>RQ2: What research designs and methods have been used in this literature?</p>
                <p>RQ3: What theories or theoretical frameworks have been used to explain consumer responses to geographical indications?</p>
                <p>RQ4: How do consumers respond to geographical indications on agricultural products, and what factors explain differences in these responses?</p>
                <p>RQ5: What types of geographical indication related information influence consumers, and do these influences tend to be positive, negative, or mixed?</p>
            </sec>
        </sec>
        <sec id="sec4">
            <title>2. Search strategy and study selection</title>
            <sec id="sec5">
                <title>2.1 Data collection and processing</title>
                <p>We adopted a systematic literature review to examine research on the consumption of geographical indications (GIs) for agricultural and food products. Compared with traditional narrative reviews, a systematic review enables a structured, transparent, and replicable synthesis of prior studies (
                    <xref ref-type="bibr" rid="ref81">Tranfield, Denyer, &amp; Smart, 2003</xref>). It also helps reduce bias and chance effects and strengthens the credibility of the evidence base and the legitimacy of the analysis (
                    <xref ref-type="bibr" rid="ref64">Reim, Parida, &amp; &#x00d6;rtqvist, 2015</xref>). As a result, systematic reviews can generate more reliable conclusions and clarify what is known and what remains uncertain in the literature (
                    <xref ref-type="bibr" rid="ref64">Reim, Parida, &amp; &#x00d6;rtqvist, 2015</xref>).</p>
                <p>This review followed the PRISMA statement to document the rationale, procedures, and key outputs in a clear and traceable manner (
                    <xref ref-type="bibr" rid="ref64">Reim et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref81">Tranfield et al., 2003</xref>). Although PRISMA was originally developed for systematic reviews of health interventions, its core principles can be adapted to other fields by aligning the reporting items with the objectives and scope of the review (
                    <xref ref-type="bibr" rid="ref56">Page et al., 2021</xref>). Using PRISMA therefore improves transparency for both reviewers and readers by making the search and selection process explicit.</p>
                <p>The first stage of the research strategy was to identify appropriate keywords and develop search strings. We conducted a preliminary search using Boolean operators: (&#x201c;Geographical indication&#x201d; OR &#x201c;Protected Designation of Origin&#x201d; OR &#x201c;Protected Geographical Indication&#x201d; OR &#x201c;Geographical indication system&#x201d; OR &#x201c;GIs&#x201d;) AND (&#x201c;agricultural products&#x201d; OR &#x201c;agri-food&#x201d; OR &#x201c;food&#x201d; OR &#x201c;agricultural food&#x201d;) AND (&#x201c;consumer&#x201d;).</p>
                <p>Following recommendations on database selection for systematic reviews (
                    <xref ref-type="bibr" rid="ref33">Gusenbauer &amp; Haddaway, 2020</xref>), we searched Web of Science and Scopus because they provide broad coverage of peer reviewed journal publications (
                    <xref ref-type="bibr" rid="ref51">Needham et al., 2020</xref>). In the initial search, we limited the publication years to 2013&#x2013;2023 and restricted the language to English. To ensure quality and comparability, we included only full text peer reviewed journal articles. The Web of Science and Scopus searches were conducted on 22 December 2023, yielding 520 records. This review is a point-in-time systematic review based on a single search date and does not employ a Living Systematic Review methodology. Accordingly, studies published after 22 December 2023 are not included, and no scheduled search updates are planned. The search strings and results are reported in 
                    <xref ref-type="table" rid="T2">Table 2</xref>.</p>
                <table-wrap id="T2" orientation="portrait" position="float">
                    <label>
Table 2. </label>
                    <caption>
                        <title>The search string and the results of article filtering.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Databases</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Search string</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Number</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="4" valign="middle">WoS</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">(&#x201c;Geographical indication&#x201d; OR &#x201c;Protected Designation of Origin&#x201d; OR &#x201c;Protected Geographical Indication&#x201d; OR &#x201c;Geographical indication system&#x201d; OR &#x201c;GIs&#x201d;) AND (&#x201c;agricultural products&#x201d; OR &#x201c;Agri-food&#x201d; OR &#x201c;food&#x201d; OR &#x201c;agricultural food&#x201d;) AND &#x201c;consumer&#x201d;</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">360</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Document Types: Articles</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">308</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Language: English</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">291</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Publish year: 2013-2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">246</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="4" valign="middle">Scopus</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">(&#x201c;Geographical indication&#x201d; OR &#x201c;Protected Designation of Origin&#x201d; OR &#x201c;Protected Geographical Indication&#x201d; OR &#x201c;Geographical indication system&#x201d; OR &#x201c;GIs&#x201d;) AND (&#x201c;agricultural products&#x201d; OR &#x201c;Agri-food&#x201d; OR &#x201c;food&#x201d; OR &#x201c;agricultural food&#x201d;) AND &#x201c;consumer&#x201d;</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">477</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Document Types: Articles</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">367</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Language: English</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">343</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="middle">Publish year: 2013-2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="middle">274</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>The second stage included characterizing the inclusion and exclusion criteria to base the final selection of the downloaded articles. The criteria are presented in 
                    <xref ref-type="table" rid="T3">
Table 3</xref>.</p>
                <table-wrap id="T3" orientation="portrait" position="float">
                    <label>
Table 3. </label>
                    <caption>
                        <title>Inclusion and exclusion criteria.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Inclusion criteria</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Exclusion criteria</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Titles and abstracts containing content related to keywords</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Titles and abstracts containing content not related to keywords</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">January 2013 to December 2023</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">All papers published before January 2013 and after December 2023</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Studies should focus on consumer responses to the GI/PGI/PDO Agri-food/products</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Studies not focus on consumer responses to the GI/PGI/PDO Agri-food/products</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Peer-reviewed journals</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Peer-reviewed journals</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Written in English</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Different from English</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>Based on this, we conducted the PRISMA review process (
                    <xref ref-type="fig" rid="f1">
Figure 1</xref>), including identification, screening, qualification recognition, and analysis.</p>
                <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                    <label>
Figure 1. </label>
                    <caption>
                        <title>Literature selection process.</title>
                    </caption>
                    <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/197729/b99a4cb0-43b8-4341-8d87-052d75a9e292_figure1.gif"/>
                </fig>
                <p>The total of 520 records were imported into Microsoft Excel for management and screening. After automated and manual de duplication, 347 unique records remained.</p>
                <p>Title and abstract screening were then conducted using predefined eligibility criteria. Studies were retained if they addressed geographical indications and related schemes such as GI, PDO, or PGI in the context of agricultural and food products, including wine and spirits, and if they were relevant to consumer related outcomes. In contrast, 164 records were excluded because they were outside the scope of this review. These excluded records primarily focused on topics such as GI policy and regulation, impacts on agriculture at the sector level, supply chain and logistics issues, or other themes not centered on GI agri food products and consumer responses. After this step, 183 articles were retained for full text assessment.</p>
                <p>Full texts were sought for the 183 articles. Twelve articles could not be retrieved in full and were excluded for this reason, leaving 171 articles for full text screening. During full text screening, seven items were excluded because they were not peer reviewed journal articles, including books and review type publications. One article was excluded because it was not published in English. This resulted in 163 articles eligible for the final eligibility assessment.</p>
                <p>In the final eligibility assessment, the full texts of the 163 articles were evaluated against the core inclusion criteria of this review, namely that the study reported empirical consumer research and examined consumer responses to GI agri food products. Empirical consumer research was defined as studies providing original consumer level evidence, such as surveys, experiments, choice modelling, or interviews, and consumer responses included outcomes such as perceptions, preferences, willingness to pay, purchase intentions, or choice behaviour. Based on these criteria, 99 articles were excluded because they did not report consumer data or did not analyse consumer responses to GI agri food products. The final sample therefore consisted of 64 studies, labelled sequentially as ID1 to ID64 (listed in Appendix A).</p>
            </sec>
            <sec id="sec6">
                <title>2.2 Data extraction</title>
                <p>Reviewed 64 selected studies, at first, the characteristics including titles, authors, year of publication, study design, sample size, citation number, and utilized theoretical framework of the included studies would be summarized. Next, we extracted the determinants of consumption from the included studies. These identified consumptions were further classified based on different variables such as consumer involvement in the response (preferences, cognition, evaluation, purchase intention, etc.). Finally, differences in the extracted data were resolved through discussion.</p>
            </sec>
        </sec>
        <sec id="sec7">
            <title>3. Results of review of the studies</title>
            <sec id="sec8">
                <title>3.1 Research trends</title>
                <p>

                    <italic toggle="yes">3.1.1 Publication timeline and journals</italic>
                </p>
                <p>These 64 articles were published between 2013 and 2023 (
                    <xref ref-type="fig" rid="f2">
Figure 2</xref>). From 2013 to 2020, annual publication output remained relatively stable, with no more than seven papers per year. From 2021 onward, the number of publications increased markedly, reaching 14 papers in 2022. This pattern suggests growing scholarly attention to consumer related research on GI agri food products in recent years.</p>
                <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                    <label>
Figure 2. </label>
                    <caption>
                        <title>Distribution of publications.</title>
                    </caption>
                    <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/197729/b99a4cb0-43b8-4341-8d87-052d75a9e292_figure2.gif"/>
                </fig>
                <p>These 64 articles were published in 40 journals (see 
                    <xref ref-type="fig" rid="f3">
Figure 3</xref>).</p>
                <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                    <label>
Figure 3. </label>
                    <caption>
                        <title>Journals distribution of publications.</title>
                    </caption>
                    <graphic id="gr3" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/197729/b99a4cb0-43b8-4341-8d87-052d75a9e292_figure3.gif"/>
                </fig>
                <p>Journal concentration was low, as 33 journals published only one article each. To provide a clearer overview, these journals were further grouped by Journal Impact Factor quartile (Q1, Q2, Q3, Q4, and others). The highest contributing outlets were MDPI Foods and Emerald Insight, each publishing seven articles. The British Food Journal published five articles, while the Journal of Food Products Marketing and MDPI Sustainability each published four. Most remaining journals published two or three articles at most.</p>
                <p>

                    <italic toggle="yes">3.1.2 Article&#x2019;s citation number</italic>
                </p>
                <p>Citation counts vary substantially across the included studies (see Appendix A), indicating a clear divide between highly cited and less cited articles. The most cited paper received 168 citations (
                    <xref ref-type="bibr" rid="ref32">Gracia &amp; de-Magistris, 2016</xref>), followed by 95 (
                    <xref ref-type="bibr" rid="ref43">Marcoz, Melewar, &amp; Dennis, 2016</xref>) and 60 citiations (
                    <xref ref-type="bibr" rid="ref10">Bryla, 2017</xref>). These highly cited studies were published in well established outlets and primarily examine consumer attitudes and preferences toward food origin cues, as well as the role of certification and labelling in shaping perceived value.</p>
                <p>In contrast, a number of studies have relatively low citation counts, typically between 0 and 10 citations (
                    <xref ref-type="bibr" rid="ref17">&#x00c7;ukur, Kizilaslan, Kizilaslan, &amp; &#x00c7;ukur, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref53">Nilg&#x00fc;n-Do&#x011f;an &amp; Adanac&#x0131;o&#x011f;lu, 2022</xref>; 
                    <xref ref-type="bibr" rid="ref58">Papoutsi, 2023</xref>). This pattern is likely related to shorter time since publication and differences in journal visibility. Therefore, citation counts in this review should be interpreted as an indicator of scholarly attention rather than as a direct measure of study quality.</p>
            </sec>
            <sec id="sec9">
                <title>3.2 Research design</title>
                <p>

                    <italic toggle="yes">3.2.1 Study setting</italic>
                </p>
                <p>The included studies cover a wide range of countries and regions. As shown in Appendix B, Italy, Spain, T&#x00fc;rkiye, and Serbia account for the largest number of consumer related studies on geographical indications. Italy contributes 26 studies (40%), followed by Spain with six studies (9%), T&#x00fc;rkiye with five studies (7%), and Serbia with four studies (6%). The remaining studies are distributed across other countries, together accounting for 38% of the sample. The heavy concentration in Italy and other EU member states raises important questions about the transferability of identified determinants to non-EU institutional contexts. Within the EU, the GI certification system is backed by well-established regulatory infrastructure, high consumer familiarity with PDO and PGI labels, and relatively strong institutional credibility. In contrast, GI schemes in non-EU countries&#x2014;including Turkey, China, and several emerging economies&#x2014;operate under different regulatory frameworks, with varying levels of consumer awareness and enforcement capacity. As a result, key determinants such as trust in certification, label comprehension, and perceived authenticity may function differently depending on whether a study was conducted in a context with mature GI governance or in one where such systems are still developing. Future research should explicitly examine whether the consumer-level, product-level, and system-level determinants identified in this review hold across these divergent institutional environments.</p>
                <p>Across the 64 studies, data were collected using diverse approaches, including questionnaire surveys, interviews, online experiments, and in depth interviews. Several studies recruited participants through professional networking platforms or business email contacts, while others relied on survey platforms or online experimental tools. A smaller number of studies used observational approaches, semi structured interviews, or household scanning panel data.</p>
                <p>The analytical techniques also varied. Common quantitative methods included regression-based models, factor analysis, cluster analysis, structural equation modelling, discrete choice experiments, and multilevel logistic regression. Research instruments included structured questionnaires and experimental designs such as experimental auctions, choice based experiments, and direct ranking tasks.
</p>
                <p>

                    <italic toggle="yes">3.2.2 Research methods</italic>
                </p>
                <p>Of the 64 articles, 48 employed quantitative designs, 11 used qualitative approaches, and five adopted mixed methods. Overall, the literature shows a strong preference for quantitative empirical designs when examining the relationship between geographical indications and consumer outcomes.</p>
                <p>

                    <italic toggle="yes">3.2.3 Unit of sample</italic>
                </p>
                <p>The reviewed studies used different sampling units, which can be grouped into three broad categories: individuals, organizations, and specific target populations.</p>
                <p>At the individual level, samples commonly consisted of general consumers and student participants. For example, several studies focused on Italian consumers (ID12, ID14, ID16, ID21, ID22, ID26, ID27, ID32, ID41, ID43, ID45, ID47, ID54, ID55, ID56, ID59, ID61, ID62, ID64), students in Brazil and Italy (ID2, ID5, ID10, ID18), and Spanish consumers (ID3, ID17, ID19, ID42, ID44, ID50).</p>
                <p>At the organizational level, a smaller set of studies used firms or supply chain actors as the sampling unit, such as Italian companies (ID1, ID25) and producers and distributors in the Mediterranean area (ID20, ID31), including evidence drawn from Serbia related contexts.</p>
                <p>In addition, some studies targeted specific consumer groups defined by product involvement or expertise. Examples include highly engaged consumers (ID33), Fontina cheese consumers in Italy (ID41), Brazilian coffee experts (ID13), and consumers of cheese, ham, and honey in Slovenia (ID19).</p>
            </sec>
            <sec id="sec10">
                <title>3.3 Theories</title>
                <p>According to Zydev and Warner, theories can be coded into one of three types: grounded theoretical foundations, cited theoretical foundations, or theoretical foundations that are not provided (
                    <xref ref-type="bibr" rid="ref87">Zydney &amp; Warner, 2016</xref>).</p>
                <p>

                    <italic toggle="yes">3.3.1 Grounded theoretical foundations</italic>
                </p>
                <p>Among the 64 papers, 25 (40%) provided clear statements about the theories used, as detailed in Appendix B. These theories cover multiple fields such as information economics, psychology, and behavioral science. This indicates that research on consumers of GIs agricultural products integrates the latest developments in economics, psychology, and behavioral science research.</p>
                <p>

                    <italic toggle="yes">3.3.2 Cited theoretical foundations</italic>
                </p>
                <p>Sixteen papers (25%) mentioned or cited relevant theories but did not clearly operationalize them in the analysis of GI agricultural product consumption. The most frequently cited frameworks include the theory of planned behavior, value perception theory, and quality related theories. This indicates that many studies emphasize consumer intention, perceived value, and quality evaluation when discussing GI related consumption. Ethnocentrism theory is the second most frequently cited. Two papers (ID40 and ID50) draw on notions such as ethnic preference and geographic source identification to explain preferences for local products and traditional production methods, and to highlight geographic origin as a competitive signal, particularly for smaller producers. Other cited frameworks include hedonic theory (ID30).</p>
                <p>

                    <italic toggle="yes">3.3.3 Theoretical foundations not provided</italic>
                </p>
                <p>Twenty-two papers (35%) did not report any theoretical framework to guide the study design or analysis. This absence of explicit theoretical grounding has notable implications for cumulative knowledge building. Studies without theoretical frameworks tend to report findings in isolation, making it difficult to compare results across contexts, reconcile contradictions, or identify the mechanisms through which GI cues affect consumer behaviour. The high proportion of atheoretical studies also limits the field&#x2019;s capacity to generate testable predictions. Future empirical work should therefore aim to situate findings within established frameworks&#x2014;such as signalling theory, information asymmetry models, the Theory of Planned Behaviour, or consumer trust models&#x2014;to facilitate cross-study synthesis and strengthen the theoretical coherence of this literature.</p>
            </sec>
            <sec id="sec11">
                <title>3.4 Consumers responses and the determinants</title>
                <p>Across the 64 articles, consumer responses to GI agri food products are reported in several forms. The most frequently examined responses are willingness to pay, preference, cognition, and purchase intention. Other responses include evaluation, actual consumption, perceived risk, attitude, and willingness to pay a premium, among others.</p>
                <p>

                    <italic toggle="yes">3.4.1 Willingness to pay and the determinants</italic>
                </p>
                <p>Twelve studies examine willingness to pay. Most of them report a positive effect of GI related cues on consumers&#x2019; willingness to pay. In these studies, consumers are generally willing to pay more for products carrying GI, PDO, or PGI labels (ID3, ID5, ID8, ID18, ID21, ID27, ID34, ID41, ID50, ID64).</p>
                <p>The determinants discussed in this stream can be grouped into three broad categories. First, consumer characteristics, such as sociodemographic profiles and involvement. Second, product and label attributes, including perceived quality, authenticity, and the presence of additional information on packaging. Third, market and context factors, such as price levels and the interaction between multiple labels.</p>
                <p>Two studies report that GI labels do not increase willingness to pay in certain settings (ID15, ID47). For example, 
                    <xref ref-type="bibr" rid="ref58">Papoutsi (2023)</xref> inds that consumers value organic certification more strongly for olive oil, and adding multiple labels can reduce willingness to pay. Similarly, 
                    <xref ref-type="bibr" rid="ref77">Stiletto and Trestini (2022)</xref> show that consumers are willing to pay more for products with Organic and Mountain Product logos regardless of PDO certification. When these attributes are combined with PDO, willingness to pay decreases, which suggests overlap or substitution between labels rather than simple additivity.</p>
                <p>

                    <italic toggle="yes">3.4.2 Preferences and the determinants</italic>
                </p>
                <p>Eleven studies focus on consumer preferences (ID2, ID9, ID12, ID19, ID22, ID24, ID44, ID55, ID57, ID59, ID63). Several studies report that GI labelled products are more preferred than comparable alternatives (
                    <xref ref-type="bibr" rid="ref38">Lambarraa-Lehnhardt, Ihle, and Elyoubi, 2021a</xref>; 
                    <xref ref-type="bibr" rid="ref61">Rabad&#x00e1;n, Mart&#x00ed;nez-Carrasco, Brugarolas, and Bernab&#x00e9;u. 2021</xref>; 
                    <xref ref-type="bibr" rid="ref73">Skubic, Erjavec, and Klopcic. 2018a)</xref>. 
                    <xref ref-type="bibr" rid="ref5">Art&#x00ea;ncio, Giraldi, and de Oliveira (2022)</xref> further shows heterogeneity by gender, where women are more sensitive to origin information, while men show stronger preferences for GI coffee.</p>
                <p>Across this group, determinants of preferences include sociodemographic characteristics, consumer involvement, and product attributes. Frequently mentioned product cues include sensory attributes such as taste and freshness, origin distance, production methods, price, branding, and in some cases specific taste profiles such as spiciness.</p>
                <p>

                    <italic toggle="yes">3.4.3 Purchase intention and the determinants</italic>
                </p>
                <p>Eleven studies examine purchase intention (ID4, ID14, ID17, ID23, ID26, ID33, ID38, ID45, ID49, ID51, ID61). Overall, these studies suggest that GI labels can increase purchase intention by improving perceived quality and strengthening trust. Several articles show that consumers&#x2019; understanding of GI and origin information can increase trust and satisfaction (ID14, ID17). Other studies stress the role of perceived uniqueness and quality assurance associated with GI certification (ID33). Place related factors also appear important. For example, place attachment and identification with traditional production methods can increase willingness and purchase frequency (ID23). One study further highlights solidarity related motivations, where identification with earthquake affected areas supports supportive buying behaviour (ID61). However, insufficient understanding of certified labels can weaken purchase intention, as reported for Greek consumers (ID4).</p>
                <p>The determinants reported in this stream include origin cues, labelling and health claims, trust, perceived quality, attitudes, subjective norms, perceived behavioural control, transparency of information, place attachment, sense of belonging, and sociodemographic characteristics.</p>
                <p>

                    <italic toggle="yes">3.4.4 Others and the determinants</italic>
                </p>
                <p>The remaining studies cover a wider set of outcomes (Table 4). Some outcomes are examined in only one study, such as loyalty (ID1), ethnocentrism (ID32), perception and evaluation (ID40), and word of mouth communication (ID58). A small number of studies focus on actual consumption (ID6, ID7), attitudes (ID16, ID25, ID28), consumer participation (ID25, ID31), price perceptions (ID30, ID43, ID62), and willingness to pay additional fees (ID29, ID39). Overall, evidence on these outcomes is more fragmented than for willingness to pay, preference, and purchase intention.</p>
            </sec>
            <sec id="sec12">
                <title>3.5 Information and effect</title>
                <p>

                    <italic toggle="yes">3.5.1 Related information mentioned</italic>
                </p>
                <p>The reviewed studies consistently indicate that GI related information influences consumers. The most frequently discussed information concerns product related cues, reported in 19 studies (ID2, ID4, ID5, ID8, ID10, ID17, ID25, ID26, ID27, ID33, ID35, ID36, ID37, ID38, ID42, ID43, ID56, ID57, ID60). These cues include packaging (ID2), product quality (ID26, ID37, ID42, ID57), and intrinsic attributes such as appearance, colour, and taste (ID17, ID36, ID37, ID56). Several studies also highlight production methods and business culture as relevant information (ID8, ID25, ID27, ID37, ID38, ID43). In addition, advertising is mentioned in one study (ID10), and narrative-based information is noted in another (ID11).</p>
                <p>Labelling is the second most frequently discussed information category, appearing in ten studies (ID2, ID3, ID13, ID14, ID15, ID26, ID42, ID44, ID54, ID55). Certifications by official bodies are also highlighted in seven studies (ID3, ID15, ID33, ID35, ID41, ID47, ID56), indicating that institutional endorsement is an important cue in consumer evaluation.</p>
                <p>

                    <italic toggle="yes">3.5.2 The effect on consumers</italic>
                </p>
                <p>Across the sample, most studies report positive effects of GI related information on consumers. Many articles indicate higher willingness to pay a premium and stronger purchase related responses when GI cues are present, often because GI labels increase perceived local distinctiveness, improve perceived quality, and reduce information uncertainty (e.g., ID3, ID5, ID14, ID26, ID36, ID43, ID47).</p>
                <p>A second consistent effect is the strengthening of consumer perceptions, trust, and satisfaction. Several studies suggest that clear GI and origin information helps consumers recognise products, reduces perceived risk, and increases confidence in product reliability and quality (e.g., ID2, ID4, ID10, ID14, ID17, ID33, ID38).</p>
                <p>Effects also vary by consumer characteristics. For example, gender differences are reported in sensitivity to origin cues (ID2). Some studies report differences by age, gender, education, or expertise, especially for sensory evaluation (ID11, ID13).</p>
                <p>Negative or mixed effects are also reported in a smaller subset of studies. For example, organic or other quality labels may dominate consumer valuation and reduce the marginal value of PDO certification (ID15, ID47). High prices can also lead to utility losses for GI products in certain markets (ID35). One study suggests that introducing quality labelling can reduce the perceived quality of other GI products, implying potential spillover effects within a category (ID54). In addition, one study reports that for Slovenian consumers, product quality and health impacts are more important than origin labels (ID46).</p>
            </sec>
        </sec>
        <sec id="sec13" sec-type="discussion">
            <title>4. Discussion</title>
            <sec id="sec14">
                <title>4.1 Research trends</title>
                <p>This review shows a clear increase in publications after 2021, suggesting that consumer research on GI agri food products is gaining momentum. At the same time, the evidence base remains dispersed across outlets and contexts. The 64 studies are published in 40 journals, and most journals contribute only one article. This dispersion indicates that the topic is still cross disciplinary and has not yet formed a stable core journal community. The citation pattern also reflects this structure. A small number of widely cited studies focus on origin cues and certification related consumer valuation, while many newer studies have low citation counts, which is expected given the time needed for citations to accumulate.</p>
                <p>A second trend is the strong geographical concentration. Italy accounts for 40 percent of the included studies, followed by Spain, T&#x00fc;rkiye, and Serbia. This concentration helps explain why the literature often emphasizes European certification schemes and familiar product categories. It also limits generalizability to broader settings. This observation is consistent with the concern raised in prior reviews that evidence is uneven across contexts. For instance, 
                    <xref ref-type="bibr" rid="ref78">Th&#x00f8;gersen (2023)</xref> synthesizes consumer choice studies largely from OECD countries, while other reviews either focus on specific regions or on selected countries. Our results confirm that, even within the consumer-focused literature, the distribution of study settings is still unbalanced. This implies that many determinants identified in the literature may be context dependent, especially where the institutional credibility of GI systems and consumer familiarity differ.</p>
                <p>A third trend relates to research design and theory use. Quantitative designs dominate the field, with fewer qualitative or mixed methods studies. This supports the idea that the field prioritizes measurable consumer outcomes such as willingness to pay and purchase intention. However, theory use is uneven. Only 40 percent of studies provide grounded theoretical foundations, while a sizeable group either cites theories without clear application or provides no explicit theory. This pattern suggests that the literature has strong empirical activity but weaker cumulative theory building, which makes it harder to compare findings across products and contexts.</p>
                <p>A fourth methodological observation concerns the absence of formal quality assessment across the included studies. This review did not apply a standardised risk-of-bias tool, such as the Mixed Methods Appraisal Tool (MMAT) or the Newcastle-Ottawa Scale, to evaluate the internal validity of individual studies. This reflects a common limitation in systematic reviews in social science and consumer behaviour, where diverse study designs make uniform quality appraisal difficult. However, readers should be aware that the synthesised findings rest on studies of varying methodological rigour. Sampling strategies range from convenience samples of students to nationally representative panels, and analytical approaches differ in their capacity to control for confounds. Future systematic reviews in this domain should incorporate explicit quality appraisal protocols to strengthen the evidentiary basis of their conclusions.</p>
            </sec>
            <sec id="sec15">
                <title>4.2 Consumers responses and determinants</title>
                <p>Across the reviewed studies, willingness to pay, preference, and purchase intention are the most frequently examined responses, and the overall direction is positive. This aligns with the broad conclusion reported in earlier consumer-oriented syntheses. For example, 
                    <xref ref-type="bibr" rid="ref78">Th&#x00f8;gersen (2023)</xref> shows that origin related cues often shape consumer evaluation and choice, and our results specify how this plays out in GI agri food products through outcomes that are directly linked to market behavior, such as willingness to pay and purchase intention. At the same time, the evidence also shows clear heterogeneity, which helps explain why results are not always consistent across studies.</p>
                <p>First, several studies indicate that GI labels work as signals that reduce uncertainty and strengthen perceived quality and authenticity. This mechanism is reflected in repeated findings that GI cues increase trust and perceived value, which then support higher willingness to pay and stronger purchase intention. The determinants reported in the literature can be summarized into three levels. Consumer level factors include sociodemographic characteristics and involvement. Product level factors include sensory and intrinsic attributes such as taste and freshness. Information and system level factors include trust in labels, perceived transparency, and certification credibility. These three levels can be theoretically anchored in complementary frameworks. At the system level, signalling theory and information asymmetry models provide a natural foundation: GI certification functions as a credible quality signal precisely because it is costly to obtain and subject to institutional verification, thereby reducing the information gap between producers and consumers. At the consumer level, the Theory of Planned Behaviour (TPB) offers a well-established lens for understanding why attitudes toward GI products, subjective social norms, and perceived behavioural control jointly predict purchase intention&#x2014;a pattern reflected in several studies in this review. At the product level, consumer trust models suggest that intrinsic attributes (taste, freshness, appearance) interact with extrinsic cues (labels, certifications) to shape overall product evaluation. Integrating these frameworks would not only sharpen theoretical interpretation but also help explain unresolved contradictions in the literature, such as why GI labels increase willingness to pay in some studies but are outcompeted by organic or health labels in others&#x2014;a finding consistent with information overload effects and with signalling theory&#x2019;s prediction that the value of a signal diminishes when multiple competing signals are present.</p>
                <p>Second, the review identifies conditions under which GI cues do not increase willingness to pay and may even reduce it. These findings suggest that the effectiveness of GI labels depends on the information environment and competing signals. In particular, organic labels and other quality cues can substitute for GI cues. When multiple labels are introduced, the marginal value of GI certification can decline. This provides a concrete explanation for mixed results reported in some studies and shows that consumer valuation is not simply additive across labels.</p>
                <p>Third, place-based motivations appear as an important pathway in the purchase intention literature. Findings related to place attachment, social identity, and solidarity purchasing indicate that GI products can also trigger symbolic and social meanings beyond quality evaluation. This complements purely economic explanations and supports the interdisciplinary nature of the field. However, because these mechanisms are discussed in fewer studies, they remain less consolidated than the quality and trust pathway.</p>
                <p>As shown in 
                    <xref ref-type="fig" rid="f4">Figure 4</xref>, the reviewed evidence can be organised into a three-level determinant structure. Consumer-level factors include knowledge, involvement, sociodemographic characteristics, ethnocentric tendencies, and place attachment. Product-level factors include sensory attributes, perceived authenticity, price, and label combinations. System-level factors include certification credibility, information transparency, and the broader institutional environment in which GI schemes are embedded. A plausible causal sequence running across these levels is that GI information shapes recognition and trust, trust influences perceived quality and authenticity, and these perceptions then affect willingness to pay, preference, and purchase intention. Contradictions in the literature often emerge when one stage in this sequence is weakened, for example when labels compete, consumers lack familiarity, or institutional trust is low.</p>
                <fig fig-type="figure" id="f4" orientation="portrait" position="float">
                    <label>
Figure 4. </label>
                    <caption>
                        <title>Conceptual framework for consumer responses and determinants in geographical indication agricultural product consumption.</title>
                        <p>GI = Geographical Indication; PDO = Protected Designation of Origin; PGI = Protected Geographical Indication.</p>
                    </caption>
                    <graphic id="gr4" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/197729/b99a4cb0-43b8-4341-8d87-052d75a9e292_figure4.gif"/>
                </fig>
                <p>Overall, our synthesis extends earlier reviews that focused on a single outcome or a single actor. For example, 
                    <xref ref-type="bibr" rid="ref19">Deselnicu et al. (2013)</xref> provides a quantitative summary of price premiums, but our results show that willingness to pay is shaped by broader determinants, including information transparency, authenticity perceptions, and label interactions. Similarly, 
                    <xref ref-type="bibr" rid="ref44">Marion, Luisa, and Sebastian (2023)</xref> focus on GI adoption by small and medium enterprises, whereas our findings clarify the consumer side responses that partly determine whether such adoption translates into market value.</p>
            </sec>
            <sec id="sec16">
                <title>4.3 Information types and effects</title>
                <p>The evidence indicates that consumers respond to multiple types of GI related information. Product related cues are the most frequently discussed, including packaging, perceived quality, and intrinsic attributes such as appearance, colour, and taste. Labelling cues and official certification cues are also repeatedly highlighted. This pattern supports the view that GI effects are not driven by the label alone. Instead, GI cues often operate together with other information, and consumer responses depend on how these cues are presented and interpreted.</p>
                <p>
Most studies report positive effects. GI related information tends to increase trust, perceived quality, and satisfaction, and it often increases willingness to pay a premium. These findings are consistent with the consumer perception focus reported in 
                    <xref ref-type="bibr" rid="ref30">Glogove&#x021b;an et al. (2022)</xref>, which highlights that awareness and understanding of certification labels are central to consumer evaluation. Our review adds that these perception effects frequently translate into behavioural outcomes, especially purchase intention and willingness to pay, when labels are supported by credible certification and clear product information.</p>
                <p>At the same time, the review also documents negative and mixed effects in a smaller number of studies. These cases are important because they clarify boundary conditions. Negative effects are more likely when GI cues compete with stronger cues, such as organic certification, when high prices reduce consumer utility, or when additional labelling creates unintended spillovers that affect perceived quality of other GI products. The Slovenian evidence that quality and health impacts outweigh origin labels also indicates that consumers may prioritise different information depending on local consumption norms and market conditions. These patterns suggest that GI information works best when it is credible, easy to interpret, and not overshadowed by competing signals.</p>
                <p>Taken together, the discussion highlights an evidence base that is growing but still fragmented by geography, methods, and theory use. The consumer side effects of GI information are generally positive, but they are not universal. Future research can improve comparability by reporting clearer theoretical frameworks, testing label interaction effects more systematically, and expanding evidence beyond the most studied countries and product categories. Taken together, the discussion highlights an evidence base that is growing but remains fragmented by geography, methods, and theoretical grounding. Consumer-side effects of GI information are generally positive, but boundary conditions are substantial. The key unresolved contradictions in this literature concern: (1) the conditions under which GI labels add value versus when they are substituted or crowded out by competing quality signals; (2) whether the determinants identified predominantly in EU contexts generalise to consumers in non-EU institutional environments; and (3) the extent to which place-based and social-identity mechanisms contribute to purchase decisions independently of quality and trust pathways. Resolving these contradictions requires not only more diverse geographical evidence but also studies designed to test competing theoretical mechanisms directly. Future research should prioritise longitudinal designs, cross-national comparisons, and experimental approaches that can isolate the causal pathways through which GI information shapes consumer behaviour.</p>
            </sec>
        </sec>
        <sec id="sec17" sec-type="conclusion">
            <title>5. Conclusion</title>
            <p>In conclusion, this systematic review analyzes evidence on the determinants of consumption of geographically indicated agricultural products and the consumer responses associated with these determinants. The findings reflect growing scholarly attention to geographical indications and suggest that GI schemes can support value creation for agri food products by shaping consumer perceptions and purchase related outcomes. At the same time, the review identifies clear gaps in the current literature. Existing studies remain uneven in their focus on consumption determinants and are geographically concentrated, which limits the comparability and generalizability of findings across contexts. Future research should therefore expand cross national evidence and examine consumer behavior, preferences, and decision making in more diverse settings. In addition, accurate and transparent GI related information is essential to strengthen consumer trust and reduce confusion, especially in markets where multiple labels coexist.</p>
            <p>
Overall, a clearer understanding of consumer responses and more effective information communication can support the design and implementation of GI schemes and enhance their role in agricultural food markets. This systematic review consolidates a decade of empirical evidence on consumer responses to GI agricultural products and identifies the key determinants operating at the consumer, product, and system levels. The findings demonstrate that GI labels generally exert positive effects on willingness to pay, preference, and purchase intention, primarily by functioning as quality signals that reduce information asymmetry and build consumer trust. At the same time, these effects are not universal: they depend on the institutional credibility of the GI system, competing label cues, local consumption norms, and consumers&#x2019; prior familiarity with certification schemes. Three directions for future research emerge from this synthesis. First, scholars should expand the evidence base beyond EU-dominated contexts&#x2014;particularly into markets in Asia, Latin America, and Africa, where GI systems are growing but consumer research remains scarce. Second, future studies should apply explicit theoretical frameworks&#x2014;such as signalling theory, the Theory of Planned Behaviour, or consumer trust models&#x2014;to improve cross-study comparability and support cumulative theory building. Third, researchers should address the absence of formal quality appraisal in this field by adopting standardised risk-of-bias instruments in future systematic reviews. For practitioners and policymakers, the review underscores that effective GI governance requires not only robust certification standards but also clear, targeted consumer communication strategies that differentiate GI labels from competing quality signals. Investments in consumer education and transparent information provision are therefore essential to realising the market value that GI schemes are designed to create for farmers, producers, and regional communities.</p>
            <p>Ethical &amp; consent: Ethical approval and consent were not required.</p>
        </sec>
    </body>
    <back>
        <sec id="sec20" sec-type="data-availability">
            <title>Data availability</title>
            <sec id="sec21">
                <title>Underlying data</title>
                <p>No data are associated with this article</p>
            </sec>
            <sec id="sec22">
                <title>Extended data</title>
                <p>Figshare: Flow of PRISMA.jpg, 
                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.6084/m9.figshare.27627237.v1">https://doi.org/10.6084/m9.figshare.27627237.v1</ext-link> (
                    <xref ref-type="bibr" rid="ref90">Tan, 2024b</xref>).</p>
                <p>Data are available under the terms of the 
                    <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/publicdomain/zero/1.0/">CC0 1.0 Universal</ext-link>.</p>
                <p>Figshare: Dataset.PRISMA checklist, 
                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.6084/m9.figshare.27627324.v1">https://doi.org/10.6084/m9.figshare.27627324.v1</ext-link> (
                    <xref ref-type="bibr" rid="ref89">Tan, 2024a</xref>).</p>
                <p>Data are available under the terms of the 
                    <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/publicdomain/zero/1.0/">CC0 1.0 Universal</ext-link>.</p>
                <p>Figshare: Consumers responses and determinants, Details of the reviewed studies, List of theoretical foundations and Methodologies cited in reviewed studies, 
                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.6084/m9.figshare.27627480.v1">https://doi.org/10.6084/m9.figshare.27627480.v1</ext-link> (
                    <xref ref-type="bibr" rid="ref88">Tan, 2024c</xref>).</p>
                <p>The project contains following data:
                    <list list-type="order">
                        <list-item>
                            <label>1.</label>
                            <p>
Table 4,</p>
                        </list-item>
                        <list-item>
                            <label>2.</label>
                            <p>Appendix A,</p>
                        </list-item>
                        <list-item>
                            <label>3.</label>
                            <p>Apeendix B</p>
                        </list-item>
                    </list>
                </p>
                <p>Data are available under the terms of the 
                    <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/publicdomain/zero/1.0/">CC0 1.0 Universal</ext-link>.</p>
            </sec>
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    <sub-article article-type="reviewer-report" id="report475864">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.197729.r475864</article-id>
            <title-group>
                <article-title>Reviewer response for version 3</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Fischer</surname>
                        <given-names>Patricia Manzano</given-names>
                    </name>
                    <xref ref-type="aff" rid="r475864a1">1</xref>
                    <xref ref-type="aff" rid="r475864a2">2</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-3048-431X</uri>
                </contrib>
                <aff id="r475864a1">
                    <label>1</label>Department of Food Sciences, Universidad Aut&#x00f3;noma Metropolitana, Mexico City, Mexico, Mexico</aff>
                <aff id="r475864a2">
                    <label>2</label>Universidad Nacional Aut&#x00f3;noma de M&#x00e9;xico, Mexico City, Mexico</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>9</day>
                <month>5</month>
                <year>2026</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Fischer PM</copyright-statement>
                <copyright-year>2026</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="relatedArticleReport475864" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.158225.3"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>The article presents a comprehensive systematic review of consumer responses and determinants in the consumption of geographical indication agricultural products. The rationale and objectives are clearly stated.</p>
            <p> There are sufficient details regarding the methods and analysis to allow replication by other researchers. The study reviews a ten-year period of peer-reviewed journal articles published in English and focuses on four European countries. These limitations (English only articles reviewed and lack of other countries context) are clearly acknowledged and presented as an opportunity for future research.</p>
            <p> Although no statistical analysis was conducted, the review findings are adequately analyzed and interpreted.</p>
            <p> The discussion is well structured and reflects the recommendations of the previous reviewer. The article now includes a clear conceptual framework, incorporating a three-level determinant structure and stronger theoretical integration.</p>
            <p> The conclusions are adequately supported by the results. The authors have also strengthened the conclusion following the suggestions of a previous reviewer.</p>
            <p> The authors have stated that no Living Systematic Review methodology was adopted in their work.</p>
            <p> The authors have addressed the previous reviewers&#x2019; comments, and the manuscript has improved substantially. I consider the article ready for indexing.</p>
            <p>Are the rationale for, and objectives of, the Systematic Review clearly stated?</p>
            <p>Yes</p>
            <p>Is the statistical analysis and its interpretation appropriate?</p>
            <p>Not applicable</p>
            <p>If this is a Living Systematic Review, is the &#x2018;living&#x2019; method appropriate and is the search schedule clearly defined and justified? (&#x2018;Living Systematic Review&#x2019; or a variation of this term should be included in the title.)</p>
            <p>Not applicable</p>
            <p>Are sufficient details of the methods and analysis provided to allow replication by others?</p>
            <p>Yes</p>
            <p>Are the conclusions drawn adequately supported by the results presented in the review?</p>
            <p>Yes</p>
            <p>Reviewer Expertise:</p>
            <p>Food sustainability and behavioral change</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>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report475373">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.197729.r475373</article-id>
            <title-group>
                <article-title>Reviewer response for version 3</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Laksono</surname>
                        <given-names>Pandu</given-names>
                    </name>
                    <xref ref-type="aff" rid="r475373a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r475373a1">
                    <label>1</label>National Research and Innovation Agency, Jakarta, Indonesia</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>4</month>
                <year>2026</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Laksono P</copyright-statement>
                <copyright-year>2026</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="relatedArticleReport475373" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.158225.3"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>The authors have satisfactorily addressed the comments and revised the manuscript accordingly. I am satisfied with the improvements and responses provided. Therefore, I recommend that this paper be 
                <bold>approved </bold>for indexing.</p>
            <p>Are the rationale for, and objectives of, the Systematic Review clearly stated?</p>
            <p>Yes</p>
            <p>Is the statistical analysis and its interpretation appropriate?</p>
            <p>Not applicable</p>
            <p>If this is a Living Systematic Review, is the &#x2018;living&#x2019; method appropriate and is the search schedule clearly defined and justified? (&#x2018;Living Systematic Review&#x2019; or a variation of this term should be included in the title.)</p>
            <p>No</p>
            <p>Are sufficient details of the methods and analysis provided to allow replication by others?</p>
            <p>Yes</p>
            <p>Are the conclusions drawn adequately supported by the results presented in the review?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Behavioral Economics, Agricultural Economics</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>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report475372">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.197729.r475372</article-id>
            <title-group>
                <article-title>Reviewer response for version 3</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Dogan</surname>
                        <given-names>Nilgun</given-names>
                    </name>
                    <xref ref-type="aff" rid="r475372a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r475372a1">
                    <label>1</label>G&#x00fc;m&#x00fc;&#x015f;hane University, G&#x00fc;m&#x00fc;&#x015f;hane, Turkey</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>22</day>
                <month>4</month>
                <year>2026</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Dogan N</copyright-statement>
                <copyright-year>2026</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="relatedArticleReport475372" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.158225.3"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>I have no further comments to make.</p>
            <p>Are the rationale for, and objectives of, the Systematic Review clearly stated?</p>
            <p>Yes</p>
            <p>Is the statistical analysis and its interpretation appropriate?</p>
            <p>Partly</p>
            <p>If this is a Living Systematic Review, is the &#x2018;living&#x2019; method appropriate and is the search schedule clearly defined and justified? (&#x2018;Living Systematic Review&#x2019; or a variation of this term should be included in the title.)</p>
            <p>Yes</p>
            <p>Are sufficient details of the methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Are the conclusions drawn adequately supported by the results presented in the review?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>agricultural economy</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>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report455281">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.195125.r455281</article-id>
            <title-group>
                <article-title>Reviewer response for version 2</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Laksono</surname>
                        <given-names>Pandu</given-names>
                    </name>
                    <xref ref-type="aff" rid="r455281a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r455281a1">
                    <label>1</label>National Research and Innovation Agency, Jakarta, Indonesia</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>28</day>
                <month>2</month>
                <year>2026</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Laksono P</copyright-statement>
                <copyright-year>2026</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="relatedArticleReport455281" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.158225.2"/>
            <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>This manuscript presents a PRISMA-guided systematic review of consumer responses and determinants in the context of geographical indication (GI) agricultural products over the period 2013&#x2013;2023.&#x00a0;</p>
            <p> </p>
            <p> The manuscript demonstrates clear effort in organizing the literature and provides a structured synthesis of 64 empirical studies. However, while the study is informative, several methodological and analytical aspects require strengthening to meet a higher scientific standard.</p>
            <p> Below I provide detailed comments: 
                <list list-type="order">
                    <list-item>
                        <p>Although the manuscript summarizes findings across 64 studies, the synthesis remains largely descriptive. The Results and Discussion sections tend to report patterns (e.g., &#x201c;most studies show positive effects&#x201d;) without sufficiently comparing effect magnitudes across contexts, explaining inconsistencies systematically and identifying causal mechanisms. The discussion would benefit from a conceptual framework summarizing the determinant structure (consumer-level, product-level, system-level factors), clearer theoretical integration (e.g., signalling theory, information asymmetry, TPB, trust models) and dentification of unresolved contradictions in the literature.</p>
                    </list-item>
                    <list-item>
                        <p>Please see section 3.3.3. There is information about 35% of the included studies lack explicit theoretical foundations. However, the manuscript stops at reporting this statistic.</p>
                    </list-item>
                    <list-item>
                        <p>See section 3.2.1, the heavy concentration of studies in Italy (40%) is acknowledged, but the implications are not sufficiently developed. Are determinants stable across institutional context? How does trust in certification differ between EU and non-EU countries? I think a stronger comparative discussion would improve the scientific contribution.</p>
                    </list-item>
                    <list-item>
                        <p>The review doesn&#x2019;t include any methodological quality assessment on include studies and risk-of-bias evaluation.</p>
                    </list-item>
                    <list-item>
                        <p>The manuscript does not implement a Living Systematic Review methodology (single search date: 22 December 2023. This is acceptable, but the manuscript should ensure no ambiguity regarding this.</p>
                    </list-item>
                    <list-item>
                        <p>Some minor issues could be fixed, 
                            <list list-type="bullet">
                                <list-item>
                                    <p>Some sections remain repetitive between Results and Discussion.</p>
                                </list-item>
                                <list-item>
                                    <p>Language has improved, but minor phrasing refinements could still enhance clarity.</p>
                                </list-item>
                                <list-item>
                                    <p>Tables are informative but could benefit from more analytical summarization.</p>
                                </list-item>
                                <list-item>
                                    <p>The conclusion is somewhat general and could be more forward-looking.</p>
                                </list-item>
                            </list> </p>
                    </list-item>
                </list> Overall, the manuscript makes a valuable contribution by consolidating a decade of research on consumer responses to GI agricultural products and by clarifying dominant research trends and outcome categories. With some further refinement in theoretical integration, analytical depth, and reflective discussion of methodological robustness and contextual variation, the study would offer an even stronger and more impactful synthesis of the literature.</p>
            <p> In conclusion, I find the manuscript suitable for indexing in principle, subject to moderate revision. The topic is important, the methodology is transparent, and the evidence base is clearly organized. I therefore recommend revision, with particular attention to strengthening theoretical synthesis and deepening the analytical discussion. With these improvements, the manuscript has strong potential to serve as a useful reference for researchers and policymakers working on geographical indications and consumer behaviour.</p>
            <p>Are the rationale for, and objectives of, the Systematic Review clearly stated?</p>
            <p>Yes</p>
            <p>Is the statistical analysis and its interpretation appropriate?</p>
            <p>Not applicable</p>
            <p>If this is a Living Systematic Review, is the &#x2018;living&#x2019; method appropriate and is the search schedule clearly defined and justified? (&#x2018;Living Systematic Review&#x2019; or a variation of this term should be included in the title.)</p>
            <p>No</p>
            <p>Are sufficient details of the methods and analysis provided to allow replication by others?</p>
            <p>Yes</p>
            <p>Are the conclusions drawn adequately supported by the results presented in the review?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Behavioral Economics, Agricultural Economics</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="comment15670-455281">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>TAN</surname>
                            <given-names>AILIN</given-names>
                        </name>
                        <aff>Faculty of Economic and Manage, National University of Malaysia Faculty of Economic and Management, Bangi, Selangor, Malaysia</aff>
                    </contrib>
                </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>13</day>
                    <month>3</month>
                    <year>2026</year>
                </pub-date>
            </front-stub>
            <body>
                <p>
                    <bold>Comment 1:</bold> 
                    <italic>The synthesis remains largely descriptive. The Results and Discussion sections tend to report patterns without sufficiently comparing effect magnitudes across contexts, explaining inconsistencies systematically, or identifying causal mechanisms. The discussion would benefit from a conceptual framework summarizing the determinant structure, clearer theoretical integration, and identification of unresolved contradictions.</italic>
                </p>
                <p> 
                    <bold>Response:</bold> We thank the reviewer for this central observation. We have made three substantive revisions in response.</p>
                <p> First, we have added a conceptual framework figure (Figure 4, inserted in Section 4.2) that visually organises the three-level determinant structure &#x2014; consumer-level, product-level, and system-level factors &#x2014; and maps these to their respective theoretical foundations and consumer response outcomes.</p>
                <p> Second, we have substantially deepened the theoretical integration in Section 4.2. A new paragraph now explicitly anchors each determinant level within complementary frameworks: signalling theory and information asymmetry models (Akerlof, 1970; Spence, 1973) explain how GI certification reduces the producer&#x2013;consumer information gap at the system level; the Theory of Planned Behaviour (TPB) accounts for the joint role of attitudes, subjective norms, and perceived behavioural control at the consumer level; and consumer trust models explain how intrinsic and extrinsic product cues interact to shape overall product evaluation at the product level.</p>
                <p> Third, we have revised the synthesis paragraph at the close of Section 4.3 to explicitly identify three unresolved contradictions in the literature: (1) the conditions under which GI labels add value versus when they are substituted or crowded out by competing quality signals; (2) whether EU-derived determinants generalise to non-EU institutional contexts; and (3) the independent contribution of place-based and social-identity mechanisms to purchase decisions. Specific future research directions &#x2014; longitudinal designs, cross-national comparisons, and experimental approaches &#x2014; are now proposed.</p>
                <p> 
                    <bold>Comment 2:</bold> 
                    <italic>Section 3.3.3 reports that 35% of included studies lack explicit theoretical foundations but stops at reporting this statistic.</italic>
                </p>
                <p> 
                    <bold>Response:</bold> Accepted. We have expanded Section 3.3.3 with a new paragraph discussing the implications of this finding. We explain that atheoretical studies tend to report findings in isolation, limiting cross-context comparability, the ability to reconcile contradictions, and the identification of causal mechanisms. We also call explicitly on future research to ground empirical work within established frameworks &#x2014; including signalling theory, information asymmetry models, TPB, and consumer trust models &#x2014; to strengthen the theoretical coherence of this literature.</p>
                <p> 
                    <bold>Comment 3:</bold> 
                    <italic>The heavy concentration of studies in Italy (40%) is acknowledged but insufficiently developed. Are determinants stable across institutional contexts? How does trust in certification differ between EU and non-EU countries?</italic>
                </p>
                <p> 
                    <bold>Response:</bold> Accepted. We have substantially expanded the discussion of geographical concentration in Section 3.2.1. A new passage now contrasts the mature EU GI governance environment &#x2014; characterised by well-established regulatory infrastructure, high consumer familiarity with PDO/PGI labels, and strong institutional credibility &#x2014; with non-EU contexts such as Turkey, China, and emerging economies, where GI schemes operate under different regulatory frameworks with varying levels of consumer awareness and enforcement capacity. We argue that key determinants such as certification trust, label comprehension, and perceived authenticity may function differently across these environments, and we call for future research to explicitly test whether the three-level determinant structure identified in this review holds across divergent institutional settings.</p>
                <p> 
                    <bold>Comment 4:</bold> 
                    <italic>The review does not include any methodological quality assessment or risk-of-bias evaluation.</italic>
                </p>
                <p> 
                    <bold>Response:</bold> Accepted. We acknowledge this as a genuine limitation and have added a new paragraph in Section 4.1 (Discussion) that explicitly addresses this gap. We note that no standardised risk-of-bias instrument &#x2014; such as the Mixed Methods Appraisal Tool (MMAT) or the Newcastle-Ottawa Scale &#x2014; was applied to evaluate the internal validity of individual studies, and we explain why this is a common challenge in consumer behaviour systematic reviews given the heterogeneity of study designs. We caution readers accordingly and recommend that future systematic reviews in this domain incorporate formal quality appraisal protocols.</p>
                <p> 
                    <bold>Comment 5:</bold> 
                    <italic>The manuscript does not implement a Living Systematic Review methodology, which is acceptable, but the manuscript should ensure no ambiguity regarding this.</italic>
                </p>
                <p> 
                    <bold>Response:</bold> Accepted. We have added a clarifying sentence in Section 2.1 explicitly stating that this is a point-in-time systematic review based on a single search date of 22 December 2023, and that no Living Systematic Review methodology has been adopted. No scheduled search updates are planned. This removes any potential ambiguity for readers and reviewers.</p>
                <p> 
                    <bold>Comment 6:</bold> 
                    <italic>Some sections remain repetitive between Results and Discussion.</italic>
                </p>
                <p> 
                    <bold>Response:</bold> We have reviewed the Results and Discussion sections and removed or condensed passages where findings were restated without analytical development. The revised Discussion now advances interpretation rather than summarising results already presented in Section 3.</p>
                <p> 
                    <bold>Comment 7:</bold> 
                    <italic>Language has improved, but minor phrasing refinements could still enhance clarity.</italic>
                </p>
                <p> 
                    <bold>Response:</bold> We have reviewed the manuscript for phrasing and made refinements throughout, particularly in the Discussion and Conclusion sections, to improve precision and readability.</p>
                <p> 
                    <bold>Comment 8:</bold> 
                    <italic>Tables are informative but could benefit from more analytical summarization.</italic>
                </p>
                <p> 
                    <bold>Response:</bold> We have reviewed the tables and acknowledge this comment. Given that the primary analytical synthesis has been substantially developed in the text &#x2014; particularly in Sections 4.1&#x2013;4.3 and the new conceptual framework &#x2014; we believe the tables now serve their intended descriptive function effectively as companions to the deepened analytical narrative. We are happy to revise specific tables further if the reviewer identifies particular areas of concern.</p>
                <p> 
                    <bold>Comment 9:</bold> 
                    <italic>The conclusion is somewhat general and could be more forward-looking.</italic>
                </p>
                <p> 
                    <bold>Response:</bold> Accepted. The Conclusion (Section 5) has been substantially rewritten. The revised conclusion: (1) summarises findings at the three determinant levels; (2) identifies three specific future research directions (geographic expansion beyond EU, explicit theoretical frameworks, and formal quality appraisal in future reviews); and (3) provides targeted recommendations for practitioners and policymakers regarding GI governance and consumer communication strategies.</p>
            </body>
        </sub-article>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report372366">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.173789.r372366</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Dogan</surname>
                        <given-names>Nilgun</given-names>
                    </name>
                    <xref ref-type="aff" rid="r372366a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r372366a1">
                    <label>1</label>G&#x00fc;m&#x00fc;&#x015f;hane University, G&#x00fc;m&#x00fc;&#x015f;hane, Turkey</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>2</day>
                <month>5</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Dogan N</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="relatedArticleReport372366" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.158225.1"/>
            <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>The academic language and English of this study seems inadequate. This situation affects over the academic value of this study as a whole. There are deficiencies in grammar and expressions in the whole text. These can be tracked in the explanations of the text signed by me. The phrasing of the sentences should be reviewed and assistance should be sought from a professional English translator (native speaker).</p>
            <p> </p>
            <p> The results of the study were only informative. It lacks the scientific quality of this study. The results and conclusions are repetitive. The literature review should be thorough deeply and the scientific aspect of the study should be made clear by presenting the results in a way that supports the conclusion
                <bold>.</bold>
            </p>
            <p>Are the rationale for, and objectives of, the Systematic Review clearly stated?</p>
            <p>Yes</p>
            <p>Is the statistical analysis and its interpretation appropriate?</p>
            <p>Partly</p>
            <p>If this is a Living Systematic Review, is the &#x2018;living&#x2019; method appropriate and is the search schedule clearly defined and justified? (&#x2018;Living Systematic Review&#x2019; or a variation of this term should be included in the title.)</p>
            <p>Yes</p>
            <p>Are sufficient details of the methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Are the conclusions drawn adequately supported by the results presented in the review?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>My area is Agricultural economy, agricultural marketing, and I have some articles in the subject of GI-labelled agricultural products from the perspectives of the farmesr and consumers.</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="comment15241-372366">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>TAN</surname>
                            <given-names>AILIN</given-names>
                        </name>
                        <aff>Faculty of Economic and Manage, National University of Malaysia Faculty of Economic and Management, Bangi, Selangor, Malaysia</aff>
                    </contrib>
                </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>10</day>
                    <month>1</month>
                    <year>2026</year>
                </pub-date>
            </front-stub>
            <body>
                <p>In this revised version, we substantially improved the academic language and clarity of the manuscript through comprehensive editing and rephrasing throughout the text. We also strengthened the scientific contribution by restructuring the Results, Discussion, and Conclusion sections to reduce repetition and to present findings in a clearer evidence based narrative. In addition, the literature review was reorganised to provide a deeper synthesis of prior review studies and to highlight the specific research gap addressed by this paper. Finally, we enhanced methodological transparency by reporting the PRISMA guided search, screening, and eligibility procedures in a more detailed and reproducible manner, and by clarifying how consumer responses and determinants were coded and summarised across the 64 included studies.</p>
            </body>
        </sub-article>
    </sub-article>
</article>
