<?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="research-article" 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.170116.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Research Article</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Missed Diagnoses in Rural Mild TBI: The Role of EMS Delays</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 1 approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>English</surname>
                        <given-names>James V</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Validation</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/0000-0003-2784-5225</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Colonel (Ret) USAF, Biomedical Sciences/Neuropsychologist, Montana Neuropsychological Corp, PC, Helena, MT, 59802, USA</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:drjvenglish@gmail.com">drjvenglish@gmail.com</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>24</day>
                <month>9</month>
                <year>2025</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2025</year>
            </pub-date>
            <volume>14</volume>
            <elocation-id>978</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>18</day>
                    <month>9</month>
                    <year>2025</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 English JV</copyright-statement>
                <copyright-year>2025</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/14-978/pdf"/>
            <abstract>
                <sec>
                    <title>Background</title>
                    <p>Mild traumatic brain injury (mTBI) diagnosis relies on observing acute neurological signs including loss of consciousness, post-traumatic amnesia, confusion and transient motor signs. Current guidelines assume real-time observation, creating systematic underdiagnosis when emergency medical services (EMS) arrival exceeds transient qualifying sign duration&#x2014;particularly problematic in rural systems with transport delays.</p>
                </sec>
                <sec>
                    <title>Objective</title>
                    <p>To model the 
                        <italic toggle="yes">missed-diagnosis window</italic> &#x2014; the probability that qualifying signs resolve before first medical contact.</p>
                </sec>
                <sec>
                    <title>Methods</title>
                    <p>We synthesized published EMS response distributions, acute neurological sign durations, and consensus guideline criteria to model the missed-diagnosis window&#x2014;the probability that qualifying signs resolve before first medical contact. Analysis incorporated systematic review evidence from 37 studies (n=239,464,121 patients).</p>
                </sec>
                <sec>
                    <title>Results</title>
                    <p>Critical neurological signs resolve rapidly: median loss of consciousness &lt;1 minute, altered mental status ~5 minutes, brief post-traumatic amnesia &lt;30 minutes. EMS arrival approximates 15 minutes (urban) versus 25 minutes (rural). This temporal mismatch produces P (missed diagnosis) &gt;0.70 in rural systems when arrival exceeds 20 minutes&#x2014;representing systematic 70% underdiagnosis where guidelines default to &#x201c;sign absent&#x201d; rather than &#x201c;sign unobserved.&#x201d;</p>
                </sec>
                <sec>
                    <title>Conclusions</title>
                    <p>Implementing time-sensitive, retrospective, and telehealth-supported pathways within existing EMS protocols is both feasible and defensible, reducing missed diagnoses of mild traumatic brain injury in rural settings. By addressing EMS delays directly, this approach strengthens diagnostic accuracy, advances equity in rural health, and moves toward a new standard of care in emergency medicine.</p>
                </sec>
            </abstract>
            <abstract abstract-type="plain-language-summary">
                <sec>
                    <title>Plain-Language Summary</title>
                    <p>Mild traumatic brain injury (mTBI), often called concussion, is frequently missed in rural areas because emergency medical services (EMS) arrive after brief neurological signs have already resolved. This study shows that EMS delays lead to systematic underdiagnosis, with up to 70% of rural cases going unrecognized. We propose a time-sensitive, telehealth-supported approach that helps clinicians make accurate diagnoses even when signs are no longer visible, improving care and reducing rural health disparities 
                        <bold>Take-Home Message</bold>: 
                        <italic toggle="yes">EMS delays cause most rural concussions to be missed; time-sensitive and telehealth-supported diagnosis can close this gap.</italic>
                    </p>
                </sec>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>mild traumatic brain injury</kwd>
                <kwd>concussion</kwd>
                <kwd>emergency medical services</kwd>
                <kwd>rural health</kwd>
                <kwd>underdiagnosis</kwd>
                <kwd>diagnostic timing</kwd>
                <kwd>telehealth</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>
    </front>
    <body>
        <sec id="sec7" sec-type="intro">
            <title>Introduction</title>
            <p>Mild traumatic brain injury (mTBI), or concussion, is one of the most common yet inconsistently diagnosed conditions in emergency medicine. Standard diagnostic frameworks emphasize the presence of acute neurological signs such as loss of consciousness (LOC), post-traumatic amnesia (PTA), or acute confusion within the context of a plausible injury mechanism.
                <sup>
                    <xref ref-type="bibr" rid="ref1">1</xref>
                </sup> While neuroimaging can rule out structural injury, it is often negative in mTBI and cannot serve as the sole diagnostic tool.
                <sup>
                    <xref ref-type="bibr" rid="ref2">2</xref>
                </sup> The challenge arises from timing. These qualifying signs are typically brief&#x2014;LOC often resolves in under one minute,
                <sup>
                    <xref ref-type="bibr" rid="ref3">3</xref>
                </sup> confusion within minutes, and PTA within thirty minutes.
                <sup>
                    <xref ref-type="bibr" rid="ref4">4</xref>
                </sup> In urban emergency systems, EMS may still arrive within this observation window, but in rural settings where average response times exceed 25 minutes,
                <sup>
                    <xref ref-type="bibr" rid="ref5">5</xref>
                </sup> these signs are usually resolved before evaluation. When guidelines default to &#x201c;sign absent&#x201d; rather than &#x201c;sign unobserved,&#x201d; the result is systematic underdiagnosis. This diagnostic blind spot is not rare but predictable. Rural patients, especially those injured in remote settings, are disproportionately affected, with missed diagnoses influencing access to rehabilitation, return-to-work determinations, and medicolegal classification. This paper quantifies the magnitude of underdiagnosis attributable to EMS delays and introduces a time-adjusted framework designed to strengthen diagnostic accuracy, reduce rural health disparities, and guide integration of telehealth into EMS protocols. Definition and Core Criteria.</p>
            <p>The diagnosis of mTBI is predicated on injury characteristics rather than imaging or neuropsychological test results alone. Core criteria across major guidelines (cf.
                <sup>
                    <xref ref-type="bibr" rid="ref1">1</xref>,
                    <xref ref-type="bibr" rid="ref6">6</xref>,
                    <xref ref-type="bibr" rid="ref7">7</xref>
                </sup>) encompass one or more of the following:

                <list list-type="bullet">
                    <list-item>
                        <label>&#x2022;</label>
                        <p>Loss of consciousness (LOC) of 30 minutes or less</p>
                    </list-item>
                    <list-item>
                        <label>&#x2022;</label>
                        <p>Post-traumatic amnesia (PTA) lasting less than 24 hours</p>
                    </list-item>
                    <list-item>
                        <label>&#x2022;</label>
                        <p>Altered mental status (AMS) at the time of injury (confusion, disorientation, slowed verbal responses)</p>
                    </list-item>
                    <list-item>
                        <label>&#x2022;</label>
                        <p>Neurological signs such as motor incoordination, balance disturbance, or focal deficits</p>
                    </list-item>
                </list>
            </p>
            <p>Structural neuroimaging frequently appears normal, even with significant acute symptoms present. When abnormalities emerge, they may remain consistent with mTBI if overall clinical severity criteria are satisfied. Neuropsychological testing documents functional consequences but cannot establish diagnosis in isolation&#x2014;it serves as a complement rather than substitute for acute injury documentation.</p>
            <p>Across sport, civilian, and military contexts, differences persist in how these criteria are operationalized. Some systems mandate direct observation of qualifying signs, while others accept credible retrospective reports (see also
                <sup>
                    <xref ref-type="bibr" rid="ref8">8</xref>,
                    <xref ref-type="bibr" rid="ref9">9</xref>
                </sup>). This lack of alignment creates variable diagnostic thresholds and directly contributes to underdiagnosis in delayed-assessment settings, particularly affecting rural populations where specialist consultation may be unavailable.</p>
            <sec id="sec8">
                <title>Expert consensus and controversy</title>
                <p>Recent interdisciplinary consensus work
                    <sup>
                        <xref ref-type="bibr" rid="ref1">1</xref>
                    </sup> identified areas of agreement and active dispute in mild TBI diagnosis. Agreement emerged around broadening the definition of observable signs to include subtle indicators such as blank or vacant appearance, delayed verbal responses, or transient motor incoordination&#x2014;features often omitted from formal criteria yet recognized by experienced observers.</p>
                <p>Disagreement persisted on several key points: whether acute symptoms alone suffice for diagnosis, whether minimum symptom duration should be mandated, and whether positive structural imaging can still be classified within the &#x201c;mild&#x201d; category. Sport concussion and non-sport civilian frameworks remain partially segregated, perpetuating inconsistent use of the terms mild TBI and concussion.
                    <sup>
                        <xref ref-type="bibr" rid="ref10">10</xref>,
                        <xref ref-type="bibr" rid="ref11">11</xref>
                    </sup>
                </p>
                <p>These definitional differences carry direct operational consequences for rural emergency medicine. Guidelines requiring direct observation of qualifying signs may miss cases entirely when initial evaluation occurs after sign resolution. In such settings, credible retrospective evidence&#x2014;supported by mechanism, witness description, and symptom course&#x2014;becomes essential for accurate classification.
                    <sup>
                        <xref ref-type="bibr" rid="ref12">12</xref>
                    </sup>
                </p>
            </sec>
        </sec>
        <sec id="sec9">
            <title>Evidence base and systematic review foundation</title>
            <sec id="sec10">
                <title>EMS response time meta-analysis
</title>
                <p>The temporal parameters underlying our missed diagnostic window calculations derive from comprehensive systematic review evidence. Alruwaili and Alanazy
                    <sup>
                        <xref ref-type="bibr" rid="ref5">5</xref>
                    </sup> conducted the most recent systematic review of EMS response time differences between urban and rural areas, analyzing 37 studies (n = 239,464,121 total patients) published between 1991-2022. Twenty-nine studies (78.4%) reported statistically significant differences in response time between rural and urban areas, with remarkably variable reported response times reflecting true heterogeneity in EMS system performance.</p>
                <p>An earlier systematic review
                    <sup>
                        <xref ref-type="bibr" rid="ref13">13</xref>
                    </sup> examined 31 studies and confirmed that EMS in urban areas consistently demonstrated shorter prehospital times, response times, on-scene times, and transport times compared to rural areas, with urban patients experiencing higher survival rates for both out-of-hospital cardiac arrest and trauma. These findings establish the robust evidence base for rural-urban EMS timing disparities that drive the observability gap in mTBI diagnosis.</p>
            </sec>
            <sec id="sec11">
                <title>Sign duration evidence synthesis</title>
                <p>Loss of Consciousness Duration: Meta-analysis of 31 empirical samples of concussed athletes
                    <sup>
                        <xref ref-type="bibr" rid="ref3">3</xref>
                    </sup> found that loss of consciousness duration data consistently showed median values under one minute across sports-related concussion studies. This finding aligns with earlier prospective studies documenting brief LOC durations in witnessed sport concussions.</p>
                <p>Post-Traumatic Amnesia Evidence: The first comprehensive systematic review and meta-analysis of post-traumatic amnesia duration
                    <sup>
                        <xref ref-type="bibr" rid="ref14">14</xref>
                    </sup> analyzed 9 studies incorporating 12,386 patients. This meta-analysis revealed that PTA durations excluded moderate-to-severe disability outcomes with 87% sensitivity, while PTA durations of 43-86 days predicted disability with 90-96% specificity. However, the systematic review identified concerning variability in PTA assessment paradigms, with different measurement approaches recording substantially different PTA durations in identical patients.</p>
                <p>Acute Confusion Resolution: Systematic review evidence from the International Collaboration on Mild Traumatic Brain Injury Prognosis
                    <sup>
                        <xref ref-type="bibr" rid="ref24">24</xref>
                    </sup> found that cognitive deficits, including acute confusion states, typically resolved within the first few days to weeks post-injury in mild TBI, with most patients returning to normative cognitive performance levels within one month.</p>
                <p>

                    <bold>Quantifying the missed-diagnosis window: Probability model</bold>
                </p>
                <p>To quantify the magnitude of diagnostic loss, we calculated probability distributions for missed signs based on published temporal data. The core mathematical relationship can be expressed as:
                    <disp-formula id="e1">

                        <mml:math display="block">
                            <mml:mi mathvariant="bold">P</mml:mi>
                            <mml:mspace width="0.25em"/>
                            <mml:mrow>
                                <mml:mo stretchy="true">(</mml:mo>
                                <mml:mtext mathvariant="bold">missed diagnosis</mml:mtext>
                                <mml:mo stretchy="true">)</mml:mo>
                            </mml:mrow>
                            <mml:mo mathvariant="bold">=</mml:mo>
                            <mml:mi mathvariant="bold">P</mml:mi>
                            <mml:mrow>
                                <mml:mo stretchy="true">(</mml:mo>
                                <mml:mi mathvariant="bold">T</mml:mi>
                                <mml:mo>_</mml:mo>
                                <mml:mo mathvariant="bold">sign</mml:mo>
                                <mml:mo mathvariant="bold">&lt;</mml:mo>
                                <mml:mi mathvariant="bold">T</mml:mi>
                                <mml:mo>_</mml:mo>
                                <mml:mtext mathvariant="bold">arrival</mml:mtext>
                                <mml:mo stretchy="true">)</mml:mo>
                            </mml:mrow>
                        </mml:math>
</disp-formula>
                </p>
                <p>Where:
                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>T_sign = duration of observable neurological signs</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>T_arrival = EMS arrival time post-injury</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>P (missed diagnosis) = probability that diagnostic signs resolve before professional evaluation</p>
                        </list-item>
                    </list>
                </p>
                <p>

                    <bold>

                        <italic toggle="yes">Empirical Probability Calculations</italic>
</bold> using published distributions:</p>
                <p>Sign Duration Medians:
                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>LOC: &lt;1 minute
                                <sup>
                                    <xref ref-type="bibr" rid="ref3">3</xref>
                                </sup>
                            </p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Acute confusion: ~5 minutes
                                <sup>
                                    <xref ref-type="bibr" rid="ref24">24</xref>
                                </sup>
                            </p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Brief PTA: &lt;30 minutes
                                <sup>
                                    <xref ref-type="bibr" rid="ref4">4</xref>,
                                    <xref ref-type="bibr" rid="ref14">14</xref>
                                </sup>
                            </p>
                        </list-item>
                    </list>
                </p>
                <p>EMS Arrival Time Distributions
                    <sup>
                        <xref ref-type="bibr" rid="ref5">5</xref>
                    </sup>:

                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Urban median: 15 minutes (IQR: 8-22 minutes)</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>Rural median: 25 minutes (IQR: 18-35 minutes)</p>
                        </list-item>
                    </list>
                </p>
                <p>

                    <italic toggle="yes">Critical Finding:</italic> For rural systems with T_arrival &gt;20 minutes:
                    <list list-type="bullet">
                        <list-item>
                            <label>&#x2022;</label>
                            <p>P (missed LOC) &#x2248; 0.95 (95% probability LOC unobserved)</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>P (missed acute confusion) &#x2248; 0.80 (80% probability confusion resolved)</p>
                        </list-item>
                        <list-item>
                            <label>&#x2022;</label>
                            <p>P (missed brief PTA) &#x2248; 0.40 (40% probability PTA resolved)</p>
                        </list-item>
                    </list>
                </p>
                <p>Combined P (missed diagnosis) &gt;0.70 when any qualifying sign would establish mTBI diagnosis.</p>
                <p>This represents a systematic 70% underdiagnosis rate in rural EMS systems for cases where qualifying signs resolve before arrival profound public health and clinical equity issue.</p>
                <p>When the decay curve of observable signs is overlaid against EMS arrival distributions, the mismatch becomes evident: the probability of observing qualifying signs falls sharply as time to assessment increases. In urban contexts, a meaningful proportion of cases remain within the observation window; in rural settings, that proportion drops substantially
                    <sup>
                        <xref ref-type="bibr" rid="ref15">15</xref>
                    </sup> (
                    <xref ref-type="fig" rid="f1">
Figure 1</xref>).</p>
                <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                    <label>
Figure 1. </label>
                    <caption>
                        <title>Probable vs. possible mTBI classification, including diagnostic confidence intervals.</title>
                        <p>Note: The figure illustrates the Temporal Probability Distributions demonstrating systematic underdiagnosis risk when EMS arrival exceeds qualifying sign duration. Blue curves show observable signs: LOC (solid), AMS (dashed), PTA (dotted). Urban EMS (green, median 15 min) versus rural EMS (orange, median 25 min) distributions. Purple zone indicates critical observability gap where P (missed diagnosis) &gt;0.70.</p>
                    </caption>
                    <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/187536/78a7398c-1ac2-4ebc-9c05-66cd5bbbbf3e_figure1.gif"/>
                </fig>
                <p>[Overlap of acute sign durations with EMS arrival times (Urban vs Rural)]</p>
            </sec>
            <sec id="sec12">
                <title>Glasgow coma scale limitations</title>
                <p>The Glasgow Coma Scale (GCS), developed for triage of severe head injury in neurosurgical and intensive care settings, has long been embedded in prehospital and emergency documentation. In mild TBI, however, GCS scores frequently reach ceiling (15/15) despite the presence of brief post-traumatic amnesia, altered mental status, or both.
                    <sup>
                        <xref ref-type="bibr" rid="ref16">16</xref>
                    </sup> These transient deficits, especially when unobserved, can be entirely absent from GCS scoring. Exclusive reliance on GCS for classification risks systematic underestimation of mTBI incidence. This limitation is magnified in delayed evaluations&#x2014;common in rural EMS&#x2014;where transient neurological signs have already resolved before initial scoring. In such scenarios, GCS may serve as a crude severity screen but cannot substitute for structured injury history, symptom inventory, and collateral corroboration (
                    <xref ref-type="table" rid="T1">
Table 1</xref>).</p>
                <table-wrap id="T1" orientation="portrait" position="float">
                    <label>
Table 1. </label>
                    <caption>
                        <title>Crosswalk of major consensus guidelines for mild TBI diagnosis.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Guideline source</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Core diagnostic criteria</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Symptom role in diagnosis</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Neuroimaging guidance</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Distinguishing features</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">ACRM (2023)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">LOC less than 30 minutes; PTA &#x2264;24 hours; GCS 13-15 at 30 min post-injury
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Symptoms considered but not required for diagnosis</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">No mandatory imaging; adjunctive use only</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Most widely cited framework; 2023 update acknowledges symptom-trauma linkage while maintaining emphasis on observable signs</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">VA/DoD (2021)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Observable neurological signs or LOC/PTA; mechanism consistent with head trauma</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Cognitive, physical, and emotional symptoms can support diagnosis</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Imaging indicated if red flags present or clinical deterioration noted</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Military operational context; includes blast-related mechanisms; cf. civilian guidelines for mechanism specificity</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">CDC Pediatric (2018)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Mechanism consistent with head trauma; LOC &#x2264;30 minutes; PTA less than 24 hours</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Symptoms considered essential for diagnosis; cognitive plus physical symptoms prioritized</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Imaging discouraged unless clinical red flags present</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Pediatric/adolescent focus; emphasizes return-to-learn protocols before return-to-play considerations</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Ontario (2022, 3rd ed.)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Observable signs or symptoms following head trauma; excludes structural brain injury</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Symptom clusters (physical, cognitive, emotional) weighted equally in assessment</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Imaging only if clinical suspicion for structural injury exists</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Integrates rehabilitation timelines; comprehensive persistent symptoms framework&#x2014;particularly relevant for delayed presentations</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">WHO Task Force (2005)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">LOC &#x2264;30 minutes; PTA &#x2264;24 hours; GCS 13-15; excludes penetrating injuries</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Symptoms acknowledged but not emphasized for acute diagnosis</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Imaging recommended for moderate/severe suspicion or deterioration</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Emphasis on epidemiological uniformity for surveillance purposes; see also international standardization efforts</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>LOC = loss of consciousness; PTA = post-traumatic amnesia; GCS = Glasgow Coma Scale; CPG = Clinical Practice Guideline. Note: Guidelines demonstrate evolution from purely sign-based to symptom-integrated diagnostic approaches, with varying emphasis on temporal factors critical to the observability gap. </p>
                        <p>This table compares diagnostic criteria, symptom inclusion, imaging guidance, and distinguishing features across major organizational guidelines, demonstrating the variability in approaches that contributes to diagnostic inconsistency in delayed-assessment scenarios.</p>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec13">
                <title>Time-adjusted algorithm implementation</title>
                <p>When the initial observation window is missed, the adjudication process should branch according to whether the event was witnessed and incorporate time-to-assessment factors:</p>
                <p>Witnessed Events: Brief observed loss of consciousness or altered mental status should be weighted heavily, even with delayed EMS arrival, as these signs often resolve within minutes (cf. 1,3,12).</p>
                <p>Unwitnessed Events: Classification requires corroborative evidence such as mechanism specifics, third party descriptions, or contemporaneous communications, combined with exclusion of alternative causes (e.g., intoxication, syncope).
                    <sup>
                        <xref ref-type="bibr" rid="ref5">5</xref>,
                        <xref ref-type="bibr" rid="ref12">12</xref>,
                        <xref ref-type="bibr" rid="ref15">15</xref>
                    </sup>
                </p>
                <p>Neurocognitive Testing as Tertiary Arbiter: When classification remains uncertain after structured history and guideline comparison, brief, targeted neurocognitive testing can assist. The objective is not a comprehensive battery, but selected measures with demonstrated discriminant validity for distinguishing mTBI from psychiatric or functional presentations.
                    <sup>
                        <xref ref-type="bibr" rid="ref17">17</xref>,
                        <xref ref-type="bibr" rid="ref18">18</xref>
                    </sup> Testing should be norm-referenced, interpreted within context of history and observed behavior, and scored using appropriate demographic adjustments (
                    <xref ref-type="table" rid="T2">
Table 2</xref>).</p>
                <table-wrap id="T2" orientation="portrait" position="float">
                    <label>
Table 2. </label>
                    <caption>
                        <title>Acute neurological signs in mTBI: Duration versus EMS response times.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Neurological sign</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Median duration</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Urban EMS arrival</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Rural EMS arrival</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Observability risk</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Clinical implications</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Loss of consciousness</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;1 minute (3)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">15 minutes (5)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">25 minutes (5)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">High</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">95% probability sign resolved before rural EMS arrival</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Altered mental status</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">~5 minutes (24)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">15 minutes (5)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">25 minutes (5)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">High</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">80% probability confusion resolved in rural settings</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Brief post-traumatic amnesia</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;30 minutes (4,14)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">15 minutes (5)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">25 minutes (5)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Moderate</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">40% probability PTA resolved before rural assessment</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Transient motor incoordination</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;2 minutes (cf. 1)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">15 minutes (5)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">25 minutes (5)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">High</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Rarely observed in delayed evaluations</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Blank/vacant appearance</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;3 minutes (1)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">15 minutes (5)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">25 minutes (5)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">High</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Subtle sign frequently missed in rural EMS</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Delayed verbal responses</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">&lt;10 minutes (1)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">15 minutes (5)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">25 minutes (5)</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Moderate</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">May persist but often attributed to other causes</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>This table quantifies the temporal mismatch between brief neurological signs and EMS arrival times, demonstrating the systematic observability gap that creates diagnostic bias against rural populations. Data derived from systematic reviews and meta-analyses spanning &gt;12,000 patients across multiple clinical settings. Data synthesized from systematic reviews and meta-analyses. Numbers in parentheses refer to manuscript references. EMS arrival times represent median injury-to-patient contact intervals. Observability risk: High (&gt;75% probability sign resolved), Moderate (25-75% probability), Low (&lt;25% probability). Urban-rural disparity creates systematic diagnostic inequity, with combined P (missed diagnosis) &gt;0.70 for rural systems when multiple qualifying signs are present.</p>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec id="sec14">
                <title>Clinical application: Case vignette</title>
                <p>The following case demonstrates practical application of the time-adjusted adjudication framework in a rural EMS setting where traditional diagnostic approaches would likely miss the mTBI diagnosis.</p>
                <p>Case: A 45-year-old ranch worker fell from a horse while checking cattle on remote grazing land in rural Montana. The nearest neighbor, alerted by the riderless horse returning to the barn, found the patient sitting upright but appearing &#x201c;confused and not quite right&#x201d; approximately 10 minutes post-incident. The patient could not recall the fall but remembered saddling the horse earlier that morning. By the time EMS arrived 32 minutes post-injury, the patient appeared alert and oriented with a GCS of 15/15, denied loss of consciousness, and complained only of mild headache and neck soreness.</p>
                <p>Traditional Assessment: Standard emergency protocols would classify this as &#x201c;no significant head injury&#x201d; based on normal GCS, patient denial of LOC, and absence of observed neurological signs at the time of evaluation.</p>
                <p>Time-Adjusted Adjudication Applied:
                    <list list-type="order">
                        <list-item>
                            <label>1.</label>
                            <p>Temporal Analysis: EMS arrival at 32 minutes exceeded the median duration for brief LOC (&lt;1 minute) and acute confusion (~5 minutes), placing this case within the high-probability missed-sign window.</p>
                        </list-item>
                        <list-item>
                            <label>2.</label>
                            <p>Witness Corroboration: Credible third-party description of confusion and disorientation at 10 minutes post-injury, before expected sign resolution.</p>
                        </list-item>
                        <list-item>
                            <label>3.</label>
                            <p>Mechanism Analysis: Fall from horse (estimated &gt;3 feet) with direct head impact represents a biomechanically plausible mechanism for mTBI.</p>
                        </list-item>
                        <list-item>
                            <label>4.</label>
                            <p>Alternative Cause Exclusion: No evidence of intoxication, medical conditions, or medications that could account for the confusion described.</p>
                        </list-item>
                    </list>
                </p>
                <p>Outcome: Using the time-adjusted framework, this case met criteria for probable mTBI despite normal examination at EMS arrival. The patient received appropriate concussion education, activity restrictions, and follow-up instructions that would have been omitted under traditional assessment protocols. At 48-hour follow-up, the patient reported persistent headache, difficulty concentrating, and fatigue&#x2014;symptoms consistent with post-concussive syndrome that supported the initial diagnosis.</p>
                <p>Framework Impact: This case illustrates how temporal considerations and structured retrospective evidence can enable accurate mTBI diagnosis even when qualifying signs resolve before professional evaluation, particularly critical in rural settings where transport delays are common and specialist consultation is limited.</p>
                <p>Systems Perspective: The Three Delays Model.</p>
                <p>Adapting the well-established &#x201c;three delays&#x201d; model from maternal mortality research clarifies timing&#x2019;s role in mTBI diagnosis.
                    <sup>
                        <xref ref-type="bibr" rid="ref19">19</xref>
                    </sup> In this adaptation:

                    <list list-type="order">
                        <list-item>
                            <label>1.</label>
                            <p>Injury &#x2192; help-seeking (reporting lag): The interval between injury and the decision or ability to summon help. In mTBI, this can be prolonged by lack of symptom awareness, absence of witnesses, or competing priorities at the scene.</p>
                        </list-item>
                        <list-item>
                            <label>2.</label>
                            <p>Help-seeking &#x2192; arrival (dispatch/transport delay): The time from request for help to EMS arrival. Rural geography, limited ambulance availability, and weather often extend this interval.</p>
                        </list-item>
                        <list-item>
                            <label>3.</label>
                            <p>Arrival &#x2192; management (ED throughput delay): The time from EMS arrival at the scene to actual diagnostic evaluation in the emergency department.</p>
                        </list-item>
                    </list>
                </p>
                <p>In severe TBI, third delays have been associated with mortality risk.
                    <sup>
                        <xref ref-type="bibr" rid="ref20">20</xref>
                    </sup> In mTBI, these delays reduce the likelihood of observing qualifying signs during the acute period, reinforcing the need for retrospective adjudication when the observation window is missed. This framework emphasizes that all three delays contribute to the missed diagnostic window, with rural and resource-limited systems experiencing disproportionately longer second and third delays.</p>
            </sec>
            <sec id="sec15">
                <title>Telehealth integration and future directions</title>
                <p>Telehealth integration represents a key accelerant in addressing this missed diagnostic window. Real-time video consultation during EMS response can document signs within minutes of injury, even before transport commences.
                    <sup>
                        <xref ref-type="bibr" rid="ref21">21</xref>,
                        <xref ref-type="bibr" rid="ref22">22</xref>
                    </sup> This reduces dependence on memory-based collateral reports and preserves observation within the critical diagnostic window. Early capture of brief signs like LOC, altered mental status, or incoordination makes classification less vulnerable to the biases inherent in retrospective chart review.</p>
                <p>Recent advances in EMS telehealth protocols
                    <sup>
                        <xref ref-type="bibr" rid="ref21">21</xref>,
                        <xref ref-type="bibr" rid="ref22">22</xref>
                    </sup> further narrow the potential for underdiagnosis, allowing timely expert observation in the field and capturing signs before they resolve. The framework requires no additional technology beyond existing telemedicine platforms, making implementation feasible across diverse health systems.</p>
            </sec>
        </sec>
        <sec id="sec16" sec-type="discussion">
            <title>Discussion</title>
            <p>This analysis demonstrates that accurate mTBI diagnosis is constrained more by timing factors than clinical skill. When qualifying signs occur outside the observation window&#x2014;from delayed EMS arrival, extended triage, or rural transport distances&#x2014;current guidelines default to &#x201c;sign absent&#x201d; rather than &#x201c;sign unobserved.&#x201d; This misalignment is predictable, measurable, and correctable through systematic implementation of time-adjusted diagnostic protocols.</p>
            <sec id="sec17">
                <title>Clinical implications</title>
                <p>The proposed time-adjusted adjudication framework addresses the critical missed diagnostic window in current diagnostic approaches, particularly for rural emergency medicine practitioners. The framework acknowledges temporal realities of emergency medical response, provides structured retrospective diagnosis that maintains scientific rigor while expanding diagnostic sensitivity, and offers telehealth integration that can reduce the missed diagnostic window without requiring wholesale system redesign.</p>
                <p>Emergency physicians can use this framework to systematically evaluate delayed presentation mTBI cases, reducing diagnostic uncertainty and improving documentation for medicolegal purposes. EMS systems can integrate telehealth consultation during transport to capture transient signs that would otherwise be missed, improving diagnostic yield without additional equipment costs. This approach directly addresses the practice gap where qualifying neurological signs resolve before evaluation, leading to systematic underdiagnosis and potential denial of appropriate care, rehabilitation services, and disability benefits.</p>
            </sec>
            <sec id="sec18">
                <title>Implementation feasibility</title>
                <p>The framework&#x2019;s standardized approach to retrospective evidence evaluation reduces inter-provider variability in mTBI diagnosis, particularly valuable in rural areas where specialists may be unavailable for consultation. Implementation requires only a shift in emphasis within existing protocols&#x2014;not technological overhaul&#x2014;making adoption feasible across resource-constrained settings.</p>
            </sec>
            <sec id="sec19">
                <title>Limitations and future research</title>
                <p>This framework relies on published data regarding sign durations and EMS response times, which may vary across regions and systems. As a next step, we plan to examine these questions with de-identified NEMSIS data in partnership with EMS data scientists to evaluate generalizability and implementation feasibility.</p>
                <p>The integration of emerging biomarkers and advanced neuroimaging techniques may further enhance diagnostic accuracy, particularly in cases where traditional clinical signs are equivocal. However, such technologies should complement rather than replace the fundamental temporal considerations outlined in this framework.</p>
            </sec>
        </sec>
        <sec id="sec20" sec-type="conclusions">
            <title>Conclusions</title>
            <p>Mild TBI diagnosis is constrained by both definitional variability and temporal realities of EMS response. The missed-diagnosis window&#x2014;where qualifying signs resolve before first clinical contact&#x2014;is predictable, measurable, and correctable.
                <sup>
                    <xref ref-type="bibr" rid="ref5">5</xref>,
                    <xref ref-type="bibr" rid="ref6">6</xref>,
                    <xref ref-type="bibr" rid="ref23">23</xref>
                </sup> Current guidelines, by assuming that unobserved signs were absent, embed systematic bias into both real-time and retrospective classification, with greatest impact in rural and resource-limited settings where the probability of missed diagnosis exceeds 70% for cases with delayed EMS arrival. A time-adjusted adjudication framework, informed by sign-duration data,
                <sup>
                    <xref ref-type="bibr" rid="ref3">3</xref>,
                    <xref ref-type="bibr" rid="ref4">4</xref>
                </sup> EMS arrival distributions,
                <sup>
                    <xref ref-type="bibr" rid="ref5">5</xref>
                </sup> and corroborative witness accounts,
                <sup>
                    <xref ref-type="bibr" rid="ref12">12</xref>,
                    <xref ref-type="bibr" rid="ref15">15</xref>
                </sup> enables accurate classification even without direct observation. Recent advances in EMS telehealth protocols
                <sup>
                    <xref ref-type="bibr" rid="ref21">21</xref>,
                    <xref ref-type="bibr" rid="ref22">22</xref>
                </sup> further narrow this blind spot, allowing timely expert observation in the field and capturing signs before they resolve. Closing this missed-diagnosis window requires only a shift in emphasis, not technological overhaul. Implementing retrospective and telehealth-supported diagnostic pathways within existing protocols is feasible and defensible&#x2014;clinically, operationally, and legally. This approach can transition from proposed correction to expected standard of care across civilian, military, and workers&#x2019; compensation systems, directly addressing rural health disparities in emergency medicine and improving outcomes for patients with mild traumatic brain injury.</p>
        </sec>
        <sec id="sec21">
            <title>Ethics statement</title>
            <p>Ethical approval was not required, as this study is based entirely on previously published and publicly available data.</p>
        </sec>
    </body>
    <back>
        <sec id="sec24" sec-type="data-availability">
            <title>Data availability</title>
            <p>All data used in this analysis were derived from published systematic reviews and meta-analyses, as cited in the manuscript. No new datasets were generated.</p>
        </sec>
        <ack>
            <title>Acknowledgments</title>
            <p>We thank Casey Gregor and colleagues at the NEMSIS Technical Assistance Center for helpful discussions regarding EMS data documentation and variable definitions. They did not provide data, conduct analyses, or review the manuscript; any errors are our own.</p>
        </ack>
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    <sub-article article-type="reviewer-report" id="report441397">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.187536.r441397</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Meyers</surname>
                        <given-names>John</given-names>
                    </name>
                    <xref ref-type="aff" rid="r441397a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-6297-2724</uri>
                </contrib>
                <aff id="r441397a1">
                    <label>1</label>Meyers Neuropsychological Services, Clermont, FL, USA</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>5</day>
                <month>1</month>
                <year>2026</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Meyers J</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="relatedArticleReport441397" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.170116.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>This article examines the effects of the later arrival of EMS services in rural areas and how this affects the diagnosis of a TBI in those cases where this is a type of injury.&#x00a0; This study reviewed 37 studies. encompassing.&#x00a0;n=239,464,121 subjects.&#x00a0; These data clearly indicate that the delay in arrival of EMS services. due to rural areas. Resulted in many of the symptoms that would be used to diagnose a mild traumatic brain injury having resolved by the time EMS arrives at the scene.&#x00a0; This delay results in some individuals who may have need services for having had a mild TBI not being available due to the diagnosis not being made.</p>
            <p> &#x00a0;This study provides a table that a provider could use to help them to understand the resolution of symptoms so that a diagnosis could possibly still be made. Overall, this is a very useful article. In providing information for providers who may not be as aware of the delay and what effect this has on the a diagnosis of a mild TBI.</p>
            <p> &#x00a0;The statistics provided are appropriate for the information presented and the tables provide a clear indication of the results.</p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Yes</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Yes</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Yes</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>Yes</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>Yes</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Yes</p>
            <p>Reviewer Expertise:</p>
            <p>A clinical neuropsychologist with 30 years of experience working in both a rural and an Urban area. I'm aware of the. Issues presented in this article.</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>
</article>
