<?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.146735.1</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>Screen-H Website Audiometry as a Diagnostic Tool for Hearing Screening in Patients with Hearing Loss</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 1 approved with reservations]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Sudiro</surname>
                        <given-names>Melati</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Funding Acquisition</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/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Supervision</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; Review &amp; Editing</role>
                    <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>Hasansulama</surname>
                        <given-names>Wijana</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Funding Acquisition</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/">Resources</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Digdayan Makerto</surname>
                        <given-names>Rano</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</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/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-6596-4025</uri>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Ayu Hardianti Saputri</surname>
                        <given-names>Raden</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Otorhinolaryngology-Head and Neck Surgery, Universitas Padjadjaran, Bandung, West Java, Indonesia</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:melati.sudiro@unpad.ac.id">melati.sudiro@unpad.ac.id</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>Hopefully this research can be published on f1000research so that the Screen-H audiometry website software has a basis in international journals and can be recognized for its use on a national and international scale.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>29</day>
                <month>4</month>
                <year>2024</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2024</year>
            </pub-date>
            <volume>13</volume>
            <elocation-id>416</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>17</day>
                    <month>4</month>
                    <year>2024</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2024 Sudiro M et al.</copyright-statement>
                <copyright-year>2024</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/13-416/pdf"/>
            <abstract>
                <sec>
                    <title>Background</title>
                    <p>Hearing loss, affecting 16.8% of Indonesians, impacts quality of life and daily activities. Limited access to hearing loss evaluation and treatment, due to demographic and socioeconomic conditions, particularly in remote areas, hinders early detection and intervention. Website audiometry Screen-H, accessible on mobile phones, tablets, and computers, offers a fast, painless, and non-invasive solution.</p>
                </sec>
                <sec>
                    <title>Purpose</title>
                    <p>This study aimed to assess the agreement between Screen-H and gold standard pure-tone audiometry.</p>
                </sec>
                <sec>
                    <title>Methods</title>
                    <p>In this analytical observational study with a cross-sectional design, participants over 10 years old with hearing loss were consecutively sampled at the Audiology Clinic of Otorhinolaryngology-Head and Neck Surgery, Dr. Hasan Sadikin General Hospital, Bandung. The sensitivity and specificity of Screen-H&#x00ae; were evaluated, and the Kappa score measured agreement with pure-tone audiometry.</p>
                </sec>
                <sec>
                    <title>Results</title>
                    <p>We included 321 patients, comprising 150 women (47%) and 171 men (53%). Screen-H&#x00ae; showed 82.8% sensitivity and 94.1% specificity in the right ear, and 80.8% sensitivity and 93.1% specificity in the left ear.</p>
                </sec>
                <sec>
                    <title>Conclusion</title>
                    <p>The high specificity and sensitivity of Screen-H, combined with its speed, ease of use, non-invasiveness, and cost-effectiveness, make it an effective screening tool for hearing loss in environments with noise levels &#x2264; 40 dB HL, starting from 35 dB HL stimuli.</p>
                </sec>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>diagnostic test</kwd>
                <kwd>hearing loss</kwd>
                <kwd>pure-tone audiometry</kwd>
                <kwd>website audiometry</kwd>
            </kwd-group>
            <funding-group>
                <award-group id="fund-1">
                    <funding-source>Universitas Padjadjaran no.537/UN6.WR3/TU.00/2023</funding-source>
                    <award-id>UniversitasPadjadjaranno.537/UN6.WR3/TU.00/2023.</award-id>
                </award-group>
                <funding-statement>Financial support was received from the Universitas Padjadjaran no.537/UN6.WR3/TU.00/2023</funding-statement>
                <funding-statement>
                    <italic>The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</italic>
                </funding-statement>
            </funding-group>
        </article-meta>
    </front>
    <body>
        <sec id="sec6" sec-type="intro">
            <title>Introduction</title>
            <p>Hearing loss occurs when the sound transmission from the outer ear to the brain, is impaired.
                <sup>
                    <xref ref-type="bibr" rid="ref1">1</xref>
                </sup> In children, it is associated with impairments in expressive and receptive language skills, challenges in social interactions, stress management issues, increased frustration, and lowered self-esteem.
                <sup>
                    <xref ref-type="bibr" rid="ref2">2</xref>
                </sup>
                <sup>&#x2013;</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref6">6</xref>
                </sup> In adults, hearing loss affects communication, daily activities, work, social life, and self-confidence. Furthermore, it is linked to occupational restrictions, leading to economic issues.
                <sup>
                    <xref ref-type="bibr" rid="ref2">2</xref>
                </sup>
                <sup>&#x2013;</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref6">6</xref>
                </sup>
            </p>
            <p>Early detection of hearing loss is essential for timely and accurate intervention.
                <sup>
                    <xref ref-type="bibr" rid="ref5">5</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref7">7</xref>
                </sup> Pure-tone audiometry is considered the gold standard for diagnosing hearing loss; however, limitations in infrastructure, availability of trained personnel, and the requirement for soundproofed environments can delay hearing loss evaluations, causing gaps in hearing screening in rural or remote areas.
                <sup>
                    <xref ref-type="bibr" rid="ref5">5</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref7">7</xref>
                </sup> An alternative approach is hearing screening using Screen-H
                <sup>,</sup> which offers a rapid, painless, non-invasive solution that is accessible through mobile phones, tablets, and computers, provided there is a signal and headphones for sound stimulation.
                <sup>
                    <xref ref-type="bibr" rid="ref7">7</xref>
                </sup>
                <sup>&#x2013;</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref11">11</xref>
                </sup>
            </p>
            <p>This study aimed to evaluate the agreement between Screen-H and pure-tone audiometry.</p>
        </sec>
        <sec id="sec7" sec-type="methods">
            <title>Methods</title>
            <p>The study population comprised patients with hearing loss seeking treatment at the Audiology Clinic of Otorhinolaryngology, Head and Neck Surgery, at Dr. Hasan Sadikin General Hospital, Bandung. This analytical observational research employed a cross-sectional design and a diagnostic test to evaluate the performance of Screen-H. The diagnostic test assessed multiple measures, including sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), positive likelihood ratio (PLR), negative likelihood ratio (NLR), and accuracy. The reliability of the study was assessed using the Kappa Index. Data processing and analysis were conducted using Microsoft Excel 365 
                <ext-link ext-link-type="uri" xlink:href="https://www.microsoft.com/id-id/microsoft-365/free-office-online-for-the-web">https://www.microsoft.com/id-id/microsoft-365/free-office-online-for-the-web</ext-link>. The inclusion criteria for this study were individuals aged over 10 years who demonstrated a cooperative demeanor and havDatae agreed to research consent. The exclusion criteria included the inability to undergo pure tone audiometry, craniofacial anomalies, and congenital abnormalities. This study received approval from the ethics committee of Padjadjaran University, under reference number 255/UN6.KEP/EC/2023 which was published on 28 February2023, and was conducted from May to July 2023.</p>
            <p>Pure tone audiometry was performed in a soundproof room. Screen-H hearing tests were administered in a room with a noise level &#x2264; 40 dB using Sennheiser HD 201 headphones, chosen for their noise reduction capability of 15-20 dB HL, a stimulus output of up to 108 dB HL, and a frequency range of 21-18000 Hz. The calibration process for Screen-H relied on a sound reference approach, measuring sound intensity and subsequently record it to establish a reference point. Post-calibration, it was determined that the sound intensity emitted by Screen-H aligned with that of pure tone audiometry. The typical ambient sound level in the test room was measured at 40 dB SPL.
                <sup>
                    <xref ref-type="bibr" rid="ref12">12</xref>
                </sup> During the hearing screening, the initial stimulus intensity commonly ranged from 30-40 dB HL, with the recommended initial intensity for Screen-H set at 35 dB HL.
                <sup>
                    <xref ref-type="bibr" rid="ref12">12</xref>
                </sup>
            </p>
            <p>Hearing tests were performed using Screen-H and pure tone audiometry (Resonance, EN60645-1/-2, New Holland) as the gold standard. Screen-H has been patented and we as researchers have permission to use the application and Software available from: screenout.id. We use pure tone audiometry (Resonance, EN60645-1/-2, New Holland) which has permission to use from the local health department. All subjects underwent examinations first with Screen-H and then with pure tone audiometry. During the Screen-H test, subjects were exposed to auditory stimuli through headphones at specific frequencies of 500, 1,000, 2,000, 4,000, and 8,000 Hz, with intensity levels set at 35, 55, and 75 dB.
                <sup>
                    <xref ref-type="bibr" rid="ref13">13</xref>
                </sup>
            </p>
        </sec>
        <sec id="sec8" sec-type="results">
            <title>Results</title>
            <p>A total of 321 participants met the inclusion and exclusion criteria, comprising 280 individuals with hearing impairment and 41 with normal hearing.</p>
            <p>The most prevalent age range for hearing loss complaints was between 26 and 35 years. 
                <xref ref-type="table" rid="T1">Table 1</xref> presents the prevalence rates of hearing loss among males and females, showing a rate of 53% for males and 47% for females. Sensorineural hearing loss was identified as the most common type, with chronic suppurative otitis media being the leading cause.</p>
            <table-wrap id="T1" orientation="portrait" position="float">
                <label>Table 1. </label>
                <caption>
                    <title>Characteristics of eesearch subjects.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="2" rowspan="1" valign="top">Variable</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">N=321</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">%</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <bold>Age</bold>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">10-11</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">8</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">2.4</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">12-16</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">24</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">7.4</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">17-25</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">50</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">15.5</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">26-35</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">68</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">21</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">36-45</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">59</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">18.3</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">46-55</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">54</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">16.8</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">56-65</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">44</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">13.7</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">&gt; 65</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">14</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4.3</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <bold>Gender</bold>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Man</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">171</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">53.3</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">Woman</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">150</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">46.7</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="2" valign="top">
                                <bold>Type</bold>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Normal</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">41</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">12.8</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Sensorineural hearing loss</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">130</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">40.5</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">Conductive</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">84</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">26.2</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">Mixed</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">66</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">20.6</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <bold>Diagnosis</bold>
                            </td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Chronic suppurative otitis media</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">127</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">39.6</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">Cerumen</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">50</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">15.6</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">Presbycusis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">34</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">10.6</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">Acute otitis media</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">34</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">10.6</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">Ototoxic</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">33</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">10.3</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">Noise induces</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">14</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4.4</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">Sudden deafness</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">10</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">3.1</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">Congenital</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">6</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">1.9</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">Meniere's disease</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.9</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">Stenosis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.9</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">Tumor</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.6</td>
                        </tr>
                        <tr>
                            <td colspan="1" rowspan="1"/>
                            <td align="left" colspan="1" rowspan="1" valign="top">Otosclerosis</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">1</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">0.3</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <p>
                <xref ref-type="table" rid="T2">Tables 2</xref> and 
                <xref ref-type="table" rid="T3">3</xref> present results indicating that Screen-H closely adheres to pure tone audiometry in both the right and left ears, as evidenced by high Kappa values.</p>
            <table-wrap id="T2" orientation="portrait" position="float">
                <label>Table 2. </label>
                <caption>
                    <title>Right ear hearing threshold.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="3" valign="top">Variable</th>
                            <th align="left" colspan="2" rowspan="1" valign="top">Pure Tone Audiometry</th>
                            <th align="left" colspan="1" rowspan="3" valign="top">Kappa</th>
                        </tr>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">&gt;25 dB HL</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">&#x2264;25 dB HL</th>
                        </tr>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">N=169</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">N=152</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Screen-H&#x00ae;</td>
                            <td colspan="1" rowspan="1"/>
                            <td colspan="1" rowspan="1"/>
                            <td colspan="1" rowspan="1"/>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">&gt;35 dB HL</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">140 (83%)</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">9 (6%)</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">0.764</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">&#x2264;35 dB HL</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">29 (17%)</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">143 (94%)</td>
                            <td colspan="1" rowspan="1"/>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <table-wrap id="T3" orientation="portrait" position="float">
                <label>Table 3. </label>
                <caption>
                    <title>Left ear hearing threshold.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="3" valign="top">Variable</th>
                            <th align="left" colspan="2" rowspan="1" valign="top">Pure Tone Audiometry</th>
                            <th align="left" colspan="1" rowspan="3" valign="top">Kappa</th>
                        </tr>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">&gt;25 dB HL</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">&#x2264;25 dB HL</th>
                        </tr>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">N=188</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">N=133</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Screen-H&#x00ae;</td>
                            <td colspan="1" rowspan="1"/>
                            <td colspan="1" rowspan="1"/>
                            <td colspan="1" rowspan="1"/>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">&gt;35 dB HL</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">152 (81%)</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">8 (6%)</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">0.726</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">&#x2264;35dB HL</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">36 (19%)</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">125 (94%)</td>
                            <td colspan="1" rowspan="1"/>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <p>
                <xref ref-type="table" rid="T4">Table 4</xref> shows that Screen-H exhibits strong sensitivity, very high specificity, very high PPV and NPV in the right ear, with sufficient NPV, high accuracy, high PLR, high NLR in the left ear. The Kappa value suggests greater suitability for the right ear compared to the left.</p>
            <table-wrap id="T4" orientation="portrait" position="float">
                <label>Table 4. </label>
                <caption>
                    <title>Screen-H&#x00ae; diagnostic test.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top"/>
                            <th align="left" colspan="1" rowspan="1" valign="top">Right Ear</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Left Ear</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Sensitivity</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">82.8%</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">80.8%</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Specificity</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">94.1%</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">93.9%</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">PPV</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">94%</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">95%</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">NPV</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">83.1%</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">77.6%</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Accuracy</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">88.2%</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">86.2%</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">PLR</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">13.99</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">13.44</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">NLR</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">0.182</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">0.20</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="middle">Kappa</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">0.764</td>
                            <td align="left" colspan="1" rowspan="1" valign="middle">0.726</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
        </sec>
        <sec id="sec9" sec-type="discussion">
            <title>Discussion</title>
            <p>Hearing loss affects individuals across all ages.
                <sup>
                    <xref ref-type="bibr" rid="ref4">4</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref14">14</xref>
                </sup> Our study included patients ranging from 11 to 83 years, with the most prevalent age group being 26 to 35 years. There is higher prevalence of hearing loss in men compared to women, which can be attributed to several risk factors and comorbidities.
                <sup>
                    <xref ref-type="bibr" rid="ref15">15</xref>
                </sup>
            </p>
            <p>The current study revealed that sensorineural hearing loss was the most common type, accounting for 40.5% of cases, followed by conductive hearing loss at 26%. Various factors contributed to these types of hearing loss, including chronic suppurative otitis media, presbycusis, ototoxicity, noise-induced hearing loss, sudden sensorineural deafness, congenital hearing loss, and Meniere's disease. Additionally, cerumen presence was a contributor to conductive hearing loss.</p>
            <p>Chronic suppurative otitis media has been linked with various types of hearing loss, including conductive, sensorineural, and mixed types.
                <sup>
                    <xref ref-type="bibr" rid="ref16">16</xref>
                </sup> Particularly, sensorineural hearing loss can develop when chronic otitis media persists for more than 14 days, leading to increased levels of CD45+ macrophages, which act as inflammatory mediators in the cochlea. These macrophages are closely associated with the damage to the external hair cells.
                <sup>
                    <xref ref-type="bibr" rid="ref16">16</xref>
                </sup> Prolonged infection and inflammation beyond 14 days can lead to irreversible auditory function impairment. primarily affecting Based on Xia&#x2019;s research, the damage primarily affects the outer hair cells while sparing the inner hair cells.
                <sup>
                    <xref ref-type="bibr" rid="ref11">11</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref16">16</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref17">17</xref>
                </sup> Conductive hearing loss, on the other hand, results from impaired sound transmission from the outer to the inner ear. In this study, factors such as chronic otitis media, cerumen prop, acute otitis media, external acoustic canal stenosis, tumors, and otosclerosis accounted for the 26% incidence of conductive hearing loss.
                <sup>
                    <xref ref-type="bibr" rid="ref18">18</xref>
                </sup>
            </p>
            <p>Screen-H has greater specificity compared to sensitivity, as the test is more effective at accurately identifying individuals without hearing loss than those with hearing loss. The accuracy of the test in both the right and left ears demonstrated robust values, indicating that the audiometry testing conducted on the Screen-H possesses statistically significant accuracy. The Kappa value is strong for the right ear and satisfactory for the left ear.</p>
            <p>Other studies have reported sensitivity and specificity rates of 82% and 95%, respectively, which are comparable to the findings of our current study.
                <sup>
                    <xref ref-type="bibr" rid="ref19">19</xref>
                </sup> Another study revealed a sensitivity of 93%, specificity of 88%, a positive predictive value of 87%, and a negative predictive value of 94%.
                <sup>
                    <xref ref-type="bibr" rid="ref20">20</xref>
                </sup> These findings align with our investigation, indicating that the Screen-H assessment has adequate statistical significance in accurately identifying individuals with either hearing loss or normal hearing. The impact of environmental noise on website audiometry examinations is major, especially when tests are carried out at intensities &gt;40 dB HL.
                <sup>
                    <xref ref-type="bibr" rid="ref21">21</xref>
                </sup>
                <sup>,</sup>
                <sup>
                    <xref ref-type="bibr" rid="ref22">22</xref>
                </sup> In this study, Screen-H examinations were performed in areas where the environmental noise was &#x2264;40 dB HL, and headphones with a noise-canceling capability of around 15-20 dB HL were used. This setup ensured that the 35 dB stimulus was effectively received.</p>
            <p>In addition, the earphones can affect the results of audiological assessments and whether the earphones are positioned by trained examiners or by examinees can affect audiological judgments.
                <sup>
                    <xref ref-type="bibr" rid="ref11">11</xref>
                </sup> The negative effects of background noise may further support that examinations performed in soundproof booths have better diagnostic accuracy.
                <sup>
                    <xref ref-type="bibr" rid="ref19">19</xref>
                </sup> The influence of ambient noise, which results in incorrect smartphone audiometry test results, leading to the use of soundproof booths can improve the diagnostic accuracy of smartphone-based hearing tests.
                <sup>
                    <xref ref-type="bibr" rid="ref11">11</xref>
                </sup>
            </p>
            <p>Pure tone audiometry, known for its high cost and limited accessibility, is typically available only in larger healthcare facilities. This presents a challenge for many individuals in Indonesia, especially considering the country&#x2019;s archipelagic geography, which further complicates access to hearing examination services. Therefore, there is an urgent need for a hearing loss detection method that is accessible to all Indonesians, cost-effective, available in the Indonesian language, and does not require the assistance of professional personnel.</p>
            <p>This study has limitations, notably the use of Sennheiser HD 201 headphones, which are not standard audiometry equipment. This factor could potentially influence the study results.</p>
        </sec>
        <sec id="sec10" sec-type="conclusion">
            <title>Conclusion</title>
            <p>Screen-H demonstrated excellent capabilities in hearing loss screening due to its speed, ease of use, non-invasive nature, high sensitivity (80.8%-82.8%) and specificity (93.9%-(94.1%), and cost-effectiveness. It can effectively be used as a screening tool for hearing loss in environments with noise levels &#x2264; 40 dB, starting with a stimulus of 35 dB.</p>
        </sec>
        <sec id="sec11">
            <title>Ethics and Consent</title>
            <p>This research has been approved by the Ethics Committee of Padjadjaran University with number 255/UN6.KEP/EC/2023 which was published on February 28, 2023 and was conducted from May to July 2023. All participants were informed about subject of the study and signed written consent.</p>
        </sec>
        <sec id="sec12">
            <title>Author contributions</title>
            <p>MS performed examination to the subject, analysis, and interpretation of the patient&#x2019;s data, also was a major contributor in writing the manuscript. All authors had full access to all data in the study ad had final responsibility for the decision on submit for publication.</p>
        </sec>
    </body>
    <back>
        <sec id="sec15" sec-type="data-availability">
            <title>Data availability statement</title>
            <p>Figshare: Screen-H Website Audiometry as a Diagnostic Tool for Hearing Screening in Patients with Hearing Loss, 
                <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.6084/m9.figshare.25416769.v1">https://doi.org/10.6084/m9.figshare.25416769.v1</ext-link>
            </p>
            <p>The project contains the following underlying data:
                <list list-type="bullet">
                    <list-item>
                        <label>&#x2022;</label>
                        <p>Data file 1. Datasets.xlsx</p>
                    </list-item>
                </list>
            </p>
            <p>Data are available under the terms of the CC by 4.0</p>
        </sec>
        <ack>
            <title>Acknowledgments</title>
            <p>We gratefully acknowledge all the study participants for their time and commitment to this study. Our thanks also go to the Faculty of Medicine, Universitas Padjadjaran, and Dr. Hasan Sadikin General Hospital, Bandung, for their indispensable support, which made this study possible. Parts of this study were presented at ORLIAC 2023, International symposium on October 25&#x2013;27, 2023, Bali, Indonesia.</p>
        </ack>
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    </back>
    <sub-article article-type="reviewer-report" id="report404394">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.160851.r404394</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Pastucha</surname>
                        <given-names>Ma&#x0142;gorzata</given-names>
                    </name>
                    <xref ref-type="aff" rid="r404394a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-4866-1866</uri>
                </contrib>
                <aff id="r404394a1">
                    <label>1</label>World Hearing Center, Institute of Physiology and Pathology of Hearing, Warsaw, Poland</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>5</day>
                <month>9</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Pastucha M</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="relatedArticleReport404394" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.146735.1"/>
            <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>
                <bold>Title:</bold>&#x00a0;Although the authors compared their results with a diagnostic gold standard and were therefore able to report the type of hearing loss, the tool under evaluation based only on air-conduction thresholds doesn&#x2019;t allow for a full diagnostic work-up. Its function is more consistent with a 
                <bold>screening tool</bold> rather than a diagnostic one. I would suggest adjusting the title accordingly, e.g., by removing the term &#x201c;diagnostic tool&#x201d; to avoid overstating its capabilities.</p>
            <p> </p>
            <p> 
                <bold>Abstract:&#x00a0;</bold>In the Methods section, the specific name of the clinic where the study was conducted is given. This is unnecessary in the abstract, where the focus should be on the study design, population and main procedures. Details of the institution are more appropriate for the full text of the Methods section.</p>
            <p> </p>
            <p> 
                <bold>Keywords:&#x00a0;</bold>I would recommend replacing &#x201c;diagnostic test&#x201d; with &#x201c;screening tool&#x201d;, as this more accurately reflects the scope and purpose of the study.</p>
            <p> </p>
            <p> 
                <bold>Introduction:&#x00a0;</bold>First sentence (&#x201c;Hearing loss occurs when the sound transmission from the outer ear to the brain is impaired&#x201d;) is too simplistic and may be misleading. Hearing loss results from impairments across the auditory system, affecting detection and/or processing, and not only sound transmission. I suggest expanding this statement to more accurately reflect the underlying mechanisms.</p>
            <p> In the second paragraph, the transition to &#x201c;An alternative approach is hearing screening using Screen-H&#x201d; is too abrupt. Before introducing Screen-H, it would be useful to briefly present other existing mobile or web-based hearing screening tools. This would provide a broader context, supported by recent literature, and then naturally lead to the rationale for evaluating Screen-H as one of these solutions.</p>
            <p> The overall structure of the Introduction could be made clearer by organizing it into:</p>
            <p> (a) the importance and consequences of hearing loss,</p>
            <p> (b) current diagnostic standards and their limitations,</p>
            <p> (c) a broader overview of mobile and web-based hearing screening methods, and</p>
            <p> (d) the rationale for evaluating Screen-H.</p>
            <p> This structure would guide the reader step by step and provide a stronger rationale for the study.</p>
            <p> </p>
            <p> 
                <bold>Methods:&#x00a0;</bold>Descriptions of diagnostic accuracy measures (sensitivity, specificity, PPV, NPV, PLR, NLR, accuracy, Kappa) should be moved to the end of the Methods section, under &#x201c;Statistical analysis,&#x201d; rather than appearing at the beginning.</p>
            <p> The sentence &#x201c;Data processing and analysis were conducted using Microsoft Excel 365 
                <ext-link ext-link-type="uri" xlink:href="https://www.microsoft.com/">https://www.microsoft.com/</ext-link>...&#x201d; should be revised by removing the web link, as it is unnecessary and does not add value to the text.</p>
            <p> The last paragraph contains repeated information about the audiometer (Resonance, EN60645-1/-2, New Holland). Please remove the duplication.</p>
            <p> I recommend dividing the methods section into subsections such as Participants, Tonal audiometry, Screen-H, Test procedure, Statistical analysis. This would make the whole section more clearly organised.</p>
            <p> In the subsection on Screen-H, please provide a more detailed description of the tool. Since the aim of the study is to evaluate its agreement with the gold standard, the device and its functioning should be described in sufficient detail.</p>
            <p> The study procedure should be described with enough detail to allow replication. Currently, essential information is missing, for example: who performed the tests, whether both tests were conducted on the same day, and in what order.</p>
            <p> </p>
            <p> 
                <bold>Results:&#x00a0;</bold>I am not convinced by the way the results compare between tonal audiometry and Screen-H. Pure-tone audiometry applies the conventional threshold of &#x2264;25 dB HL as normal hearing, while Screen-H uses 35 dB HL. This creates a mismatch: individuals with mild hearing loss (26&#x2013;35 dB HL) are considered normal by Screen-H but impaired by pure-tone audiometry. Directly comparing these cut-offs (Tables 2 and 3) may lead to biased estimates of agreement. Please reconsider this approach or provide a clear justification for using different threshold values.</p>
            <p> The Results section focuses extensively on general characteristics of hearing loss in the sample (age, sex distribution, type and cause of hearing loss). While these data are important, they are not directly related to the main study objective, which is the agreement between Screen-H and pure-tone audiometry. The emphasis should be placed on agreement measures.</p>
            <p> Table 1 presents the most common type and cause of hearing loss, but these findings are not linked in any way to the performance of Screen-H. If these variables are not analyzed in relation to Screen-H results, they may be better placed in a descriptive section or omitted altogether.</p>
            <p> The discussion of results is very limited. The results should be interpreted in more depth, focusing on the actual level of agreement, strengths, and weaknesses of Screen-H compared to the reference standard. Currently, the interpretation is superficial and does not explain the relevance of the findings.</p>
            <p> </p>
            <p> 
                <bold>Discussion:&#x00a0;</bold>The paragraph on &#x201c;Chronic suppurative otitis media&#x2026;&#x201d; is too extensive and shifts the focus away from the main aim of the paper. While it is acceptable to briefly mention possible causes of hearing loss, the article is primarily about evaluating a screening tool. Moreover, the Results section did not present sensitivity or specificity by type of hearing loss, so the detailed discussion of etiologies is not supported by the study findings and could be shortened considerably.</p>
            <p> The Discussion includes sections (e.g., comparison of testing inside vs. outside a soundproof) that were not directly studied in this paper. These digressions weaken the connection between the Discussion and the actual results. The authors should focus more closely on the aspects that were directly analyzed &#x2014; namely, the agreement between Screen-H and pure-tone audiometry, and the interpretation of the diagnostic accuracy values obtained.</p>
            <p> Overall, the Discussion is too general and does not sufficiently interpret the specific findings of this study. It would benefit from a more focused analysis of the presented results, highlighting the strengths and limitations of Screen-H in the studied population, rather than broad background information or findings from unrelated studies.</p>
            <p> </p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Partly</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>Partly</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>No</p>
            <p>Reviewer Expertise:</p>
            <p>audiologist</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>
