<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3-mathml3.dtd">
<article article-type="research-article" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" dtd-version="1.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Digit. Health</journal-id><journal-title-group>
<journal-title>Frontiers in Digital Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Digit. Health</abbrev-journal-title></journal-title-group>
<issn pub-type="epub">2673-253X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fdgth.2025.1738874</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Formative research and design for a mobile health platform for oral cancer screening and detection (OC-DETECT)&#x2014;a mixed methods study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes"><name><surname>Isaacs</surname><given-names>Krystyna R.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/2105102/overview"/><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="validation" vocab-term-identifier="https://credit.niso.org/contributor-roles/validation/">Validation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role></contrib>
<contrib contrib-type="author"><name><surname>Birur</surname><given-names>Praveen N.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/939550/overview" />
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role></contrib>
<contrib contrib-type="author"><name><surname>Siddiqui</surname><given-names>Mariam</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role></contrib>
<contrib contrib-type="author"><name><surname>Patel</surname><given-names>Kajal</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/3324995/overview" /><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role></contrib>
<contrib contrib-type="author"><name><surname>Greene</surname><given-names>Aarenee I.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role></contrib>
<contrib contrib-type="author"><name><surname>Saraswati</surname><given-names>Lopamudra Ray</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/3325422/overview" /><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role></contrib>
<contrib contrib-type="author"><name><surname>Singh</surname><given-names>Jigyasa</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/3268629/overview" /><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="validation" vocab-term-identifier="https://credit.niso.org/contributor-roles/validation/">Validation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="visualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/visualization/">Visualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="software" vocab-term-identifier="https://credit.niso.org/contributor-roles/software/">Software</role></contrib>
<contrib contrib-type="author"><name><surname>Washio</surname><given-names>Yukiko</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role></contrib>
<contrib contrib-type="author"><name><surname>Cui</surname><given-names>Yi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role></contrib>
<contrib contrib-type="author"><name><surname>Chang</surname><given-names>H. Katie</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2314667/overview" /><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="validation" vocab-term-identifier="https://credit.niso.org/contributor-roles/validation/">Validation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="software" vocab-term-identifier="https://credit.niso.org/contributor-roles/software/">Software</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="visualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/visualization/">Visualization</role></contrib>
<contrib contrib-type="author"><name><surname>Ma</surname><given-names>Tony X.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2238955/overview" /><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="validation" vocab-term-identifier="https://credit.niso.org/contributor-roles/validation/">Validation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="visualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/visualization/">Visualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="software" vocab-term-identifier="https://credit.niso.org/contributor-roles/software/">Software</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role></contrib>
</contrib-group>
<aff id="aff1"><label>1</label><institution>Benten Technologies</institution>, <city>Manassas</city>, <state>VA</state>, <country country="us">United States</country></aff>
<aff id="aff2"><label>2</label><institution>Department in Oral Medicine and Radiology, KLE Society&#x0027;s Institute of Dental Sciences</institution>, <city>Bangalore</city>, <country country="in">India</country></aff>
<aff id="aff3"><label>3</label><institution>RTI International</institution>, <city>New Delhi</city>, <country country="in">India</country></aff>
<aff id="aff4"><label>4</label><institution>RTI USA</institution>, <city>Durham</city>, <state>NC</state>, <country country="us">United States</country></aff>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Krystyna R. Isaacs <email xlink:href="mailto:kisaacs@bententech.com">kisaacs@bententech.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-02"><day>02</day><month>02</month><year>2026</year></pub-date>
<pub-date publication-format="electronic" date-type="collection"><year>2025</year></pub-date>
<volume>7</volume><elocation-id>1738874</elocation-id>
<history>
<date date-type="received"><day>03</day><month>11</month><year>2025</year></date>
<date date-type="rev-recd"><day>22</day><month>12</month><year>2025</year></date>
<date date-type="accepted"><day>30</day><month>12</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2026 Isaacs, Birur, Siddiqui, Patel, Greene, Saraswati, Singh, Washio, Cui, Chang and Ma.</copyright-statement>
<copyright-year>2026</copyright-year><copyright-holder>Isaacs, Birur, Siddiqui, Patel, Greene, Saraswati, Singh, Washio, Cui, Chang and Ma</copyright-holder><license><ali:license_ref start_date="2026-02-02">https://creativecommons.org/licenses/by/4.0/</ali:license_ref><license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p></license>
</permissions>
<abstract><sec><title>Introduction</title>
<p>Oral cancer (OC) in India accounts for one-third of the global burden of OC cases and mortality and is the third most frequent cancer in India. This study details formative research conducted to inform the design of a prototype mobile health platform that would consist of a participant-side mHealth screening app and a clinician side (a desktop-facing interface). The initial design included a risk assessment for general health as well as alcohol and tobacco habits, followed by a tool to upload digital images of the oral cavity taken with a mobile phone. The physician could then review the images remotely and make a provisional diagnosis.</p>
</sec><sec><title>Methods</title>
<p>E-Surveys were distributed to healthcare providers associated with the Indian Cancer Society in New Delhi (<italic>n</italic>&#x2009;&#x003D;&#x2009;11) and young people (<italic>n</italic>&#x2009;&#x003D;&#x2009;56) attending colleges in New Delhi. Questions were asked about oral health awareness, oral cancer awareness and possible barriers to seeking medical care when oral lesions were detected. Initial focus groups with young people (<italic>n</italic>&#x2009;&#x003D;&#x2009;17 individuals) and in-depth interviews with providers (<italic>n</italic>&#x2009;&#x003D;&#x2009;6) explored the resistance to visiting a clinic, issues related to trusted communications and educational materials, and willingness to use a mobile health application to collect personal health information and digital images. Second and third round of interviews and focus groups focused on reviews of low- and high-resolution wireframes of the initial designs before completing a final prototype design.</p>
</sec><sec><title>Results</title>
<p>By utilizing a user-centered design approach, we concluded that young people and providers welcomed the opportunity use mobile phones to detect potential oral lesions in smokeless tobacco users and to seek care for family members, but had some concerns about issues related to privacy and personal health information. Lack of awareness of oral health issues was identified as a major barrier to seeking care, and a lack of access to reliable and trustworthy educational materials contributed to this problem.</p>
</sec><sec><title>Conclusions</title>
<p>As a result of this formative research, a final prototype is presented to produce a mobile health platform for the detection of oral cancer (OC-DETECT) which will then be tested at dental camps in New Delhi administered by the Indian Cancer Society.</p>
</sec>
</abstract>
<kwd-group>
<kwd>digital image collection</kwd>
<kwd>education</kwd>
<kwd>mobile-phone-based assessments</kwd>
<kwd>oral cancer</kwd>
<kwd>provisional diagnosis</kwd>
<kwd>user-centered design</kwd>
</kwd-group><funding-group><award-group id="gs1"><funding-source id="sp1"><institution-wrap><institution>National Cancer Institute</institution><institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/100000054</institution-id></institution-wrap></funding-source></award-group><funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This research was supported by a National Institute of Health/National Cancer Institute Small Business Innovative Research Phase 1 grant to Benten Technologies (1R43CA261540-01). The New Delhi Indian Cancer Society provided resources in kind to facilitate the distribution of the surveys and provide HCPs for the interviews.</funding-statement></funding-group><counts>
<fig-count count="4"/>
<table-count count="2"/><equation-count count="0"/><ref-count count="65"/><page-count count="15"/><word-count count="5486"/></counts><custom-meta-group><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Human Factors and Digital Health</meta-value></custom-meta></custom-meta-group>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><title>Introduction</title>
<p>Oral cancer (OC) in India accounts for more than one-third of the global burden of OC cases and mortality (<xref ref-type="bibr" rid="B1">1</xref>) and is the second most frequent cancer in India (<xref ref-type="bibr" rid="B1">1</xref>). OC forms in tissues of the oral cavity or the oropharynx (<xref ref-type="bibr" rid="B2">2</xref>) and is strongly linked to tobacco use (smoking, vaping, or chewing) and is exacerbated by heavy alcohol use (<xref ref-type="bibr" rid="B3">3</xref>). Consumption of smokeless tobacco (SLT) is more prevalent than various smoking tobaccos in India (<xref ref-type="bibr" rid="B4">4</xref>). Approximately 23&#x0025; of all males in India using SLT by chewing, applying it to the teeth and gums, or by sniffing (<xref ref-type="bibr" rid="B4">4</xref>). Prevalence rates for lip and oral cavity cancer are predicted to increase through 2040 (<xref ref-type="bibr" rid="B5">5</xref>).</p>
<p>There are multiple barriers to the detection of oral cancers in India. Low-wage earners are the most frequent users of SLT. These individuals are restricted from using the public health system due to cost and typically experience significant delays in getting an appointment and long wait times at the clinic (approximately 2&#x2013;3&#x2005;h) (<xref ref-type="bibr" rid="B6">6</xref>). As such, a trip to the health center can mean significantly reduced earnings on that day. In addition to the potential heavy caseload for each dentist in Delhi (over 2,500 patients/dentist) (<xref ref-type="bibr" rid="B7">7</xref>), many individuals only see the dentist if they experience pain or discomfort, not for regular dental cleanings (<xref ref-type="bibr" rid="B8">8</xref>) and the screening rates for OC in Indian males is approximately 1.0&#x0025; and 0.053&#x0025; in Indian females (<xref ref-type="bibr" rid="B9">9</xref>). Another significant barrier is the lack of trained professionals to diagnose early stage OC and potentially malignant disorders. One outcome of these challenges is that more than half of oral cancers in India are detected when they are in the most advanced stages (<xref ref-type="bibr" rid="B10">10</xref>)&#x2014;when effective treatment is complicated.</p>
<p>To address the growing burden of non-communicable diseases, the Indian government launched a national program focused on strengthening infrastructure, human resources, health promotion, early diagnosis, and treatment (<xref ref-type="bibr" rid="B11">11</xref>). However, oral cancer screenings events are still low with only sporadic opportunistic field-based screenings being carried out (<xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>A mobile platform can facilitate the task-shifting of screening, provide on-demand training, improve communication between providers and patients, disseminate evidence-based educational materials, and support digital-enhanced referrals (<xref ref-type="bibr" rid="B13">13</xref>). mHealth screenings for alcohol and tobacco can be administered periodically by laypersons equipped with a mobile device (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>). For those identified as moderate to high risk for any illness, research also shows that referrals and screenings delivered through mobile devices have the potential to improve early detection of illnesses (<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B18">18</xref>) and self-management of chronic diseases (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>). A recent study demonstrated that laypersons, without prior medical training, can be trained to effectively detect potentially malignant oral disorders (PMOD) and specifically, oral squamous cell carcinomas (OSCC) of the buccal cheek (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>). Task-shifting the initial oral cavity inspection to field health workers equipped with mobile phones in India has also proven effective (<xref ref-type="bibr" rid="B18">18</xref>). Mobile health applications have the potential to be useful in under-served communities in both rural and urban settings as 5G connectivity is spreading rapidly in India (<xref ref-type="bibr" rid="B23">23</xref>).</p>
<p>Education to counteract stigma and promote self-examinations is possible (<xref ref-type="bibr" rid="B24">24</xref>). Lack of knowledge related to risk factors, prevention, symptoms, and prognosis can impede early detection amongst at-risk populations (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B25">25</xref>&#x2013;<xref ref-type="bibr" rid="B28">28</xref>). Prior general audience education campaigns against SLT have not been successful in reducing rates of uptake of tobacco use (<xref ref-type="bibr" rid="B29">29</xref>) and recent studies have shown only a modest cessation to smokeless tobacco products (<xref ref-type="bibr" rid="B4">4</xref>) after counseling and/or medication (<xref ref-type="bibr" rid="B30">30</xref>). However, educational materials have been successfully tested to increase OC detection of lesions by mouth self-examination (MSE) (<xref ref-type="bibr" rid="B31">31</xref>). Evidence supports that visual examination for at-risk individuals results in early OC diagnoses and leads to improved survival rates (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>). Mathew et al. (<xref ref-type="bibr" rid="B34">34</xref>) evaluated the feasibility of MSE using a pictorial brochure to describe OC risk factors, to recognize possible premalignant and malignant OC lesions, and provide a pictorial guide to MSE. The brochures were distributed to tobacco users aged 30 years or older to read and report suspected abnormalities to a local clinic. About 267 users reported to a clinic where 3&#x0025; had oral cancer and 34&#x0025; had precancerous lesions. Similarly, Elango et al. (<xref ref-type="bibr" rid="B35">35</xref>) evaluated the feasibility of MSE to improve OC awareness for health education and cancer screening. Other studies supported using MSE combined with educational materials to detect OC lesions (<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B37">37</xref>).</p>
<p>It is crucial to expand OC screenings and educational materials to implement a timely, appropriate and efficient treatment that will reduce morbidity and mortality from oral cancer (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>). Community health workers (CHWs) in India typically engage in support to maternal and child health services (<xref ref-type="bibr" rid="B40">40</xref>), but their role is now being extended to include non-communicable disease services where they are facing unrealistically heavy workloads (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>). In addition, the average education level for CHWs in India is 8 years of schooling (<xref ref-type="bibr" rid="B43">43</xref>). An alternative to employing CHWs for screening is to task-shift or recruit tech-savvy young family members who have been trained to use a mHealth app to improve access to family medical histories, conduct screenings, and help their elders to confirm appointment setup and adherence after a referral (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B44">44</xref>).</p>
<p>We propose to develop an innovative platform called Oral Cancer Detect (OC-DETECT) that will leverage secure, cloud-based technology for individuals that supports on-demand education, for early detection, and linkage to care (LTC) through integrated technology with e-screening, micro-learning educational content, and e-referrals. The app can be designed to work offline and uploads of images and two-way chat can be conducted when wifi is available. We hypothesize that it will be feasible for OC-DETECT to provide mHealth services outside a clinical setting for individuals at risk for OC. The short-term public health impact of OC-DETECT will be to increase screenings to detect OC and provide education to reduce carcinogenic exposures via SLT. The mHealth app will provide enhanced outreach between healthcare professionals, at-risk individuals, and their family members, and support early detection and education. In the long term, the number of individuals identified, referred, and linked to care by OC-DETECT could reduce the mortality and morbidity of OC.</p>
</sec>
<sec id="s2"><title>Materials &#x0026; methods</title>
<sec id="s2a" sec-type="methods"><title>Methods</title>
<p>Formative research conducted during the development of the OC-DETECT platform included a combination of e-surveys, focus group discussions (FGDs), and in-depth-interviews (IDIs) to learn more about the key stakeholders&#x0027; perspective on knowledge about oral cancer, factors affecting screening, and barriers to oral cancer care and a response to early mHealth app designs. This was done prior to commencing the design of the mHealth application (see <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref> for a schematic overview of the formative research design). The Indian Cancer Society (ICS) served as the Institutional Review Board (IRB) of record for this research. Health care providers were recruited through the ICS, New Delhi.</p>
<fig id="F1" position="float"><label>Figure&#x00A0;1</label>
<caption><p>Schematic overview of the formative research design process.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fdgth-07-1738874-g001.tif"><alt-text content-type="machine-generated">Flowchart illustrating a formative research process with colored shapes. Green rectangle: E-surveys with young persons, HCP, and CHW. Blue squares: Focus Groups (FG#1, FG#2) with young people having at-risk family members with oral cancer. Red ovals: In-depth Interviews (IDI#1, IDI#2) with HCPs and CHWs. Orange triangles: IDP teams (#1, #2). Bottom labels define acronyms: HCP is Health Care Provider, CHW is Community Health Worker, FG is Focus Group, IDI is In-depth Interview, IDP is Industry Design Project.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2b"><title>Quantitative methods</title>
<sec id="s2b1"><title>E-Surveys</title>
<p>Two e-surveys were designed to establish what are the primary issues to be addressed when trying to solve the problem of low screening rates in India, and the lack of prevention programs, one each for healthcare providers (physicians and CHWs and one for students. The e-surveys were produced and distributed through REDCap&#x2122; (<xref ref-type="bibr" rid="B45">45</xref>) as were the informed consent documents. Individuals were recruited through a health clinic, social media, or through non-governmental organizations that work with communities on cancer prevention and control. Inclusion criterion for the HCP survey was that the providers (physicians and community health workers) needed to work in the ICS dental camps. There were no exclusion criteria for this group. The first online e-survey was designed to learn about healthcare practitioners&#x0027; and CHWs&#x0027; opinions on screening and prevention practices. OC-DETECT project staff sent out the e-survey to approximately 100 HCPs and CHWs practicing in the New Delhi region who would be responsible in the future for administering screens and referring individuals to dental health clinics. The second e-survey was sent out to 100 young people between the ages of 18-30 attending universities (Sri Venkateswara College and Jamia Millia Islamia, New Delhi). Inclusion criteria were that the students needed to be enrolled in the university. Individuals who had no regular contact with an elder family member were excluded from the study. The students were invited to answer anonymous e-survey questions about their willingness to perform screenings on other family members, their technological capabilities and their knowledge about oral cancer. All survey respondents were compensated with an e-gift card.</p>
<p>Given the formative aims of the surveys (identifying key barriers, facilitators, and feasibility considerations), we used a pragmatic target sample of approximately 100 respondents per survey. This size supports stable descriptive estimates for prioritization (e.g., worst-case 95&#x0025; margin of error &#x223C;&#x00B1;10&#x0025; for proportions) while remaining feasible for rapid needs assessment and intervention planning (<xref ref-type="bibr" rid="B46">46</xref>).</p>
<p>All quantitative analyses were done using STATA version 15.1 (College Station, TX). Nothing beyond descriptive statistics, such as frequency distribution and cross-tabulations, was conducted.</p>
</sec>
</sec>
<sec id="s2c"><title>Qualitative methods</title>
<sec id="s2c1"><title>Focus group with students-session &#x0023;1</title>
<p>The purpose of FG&#x0023;1 was to explore e-screenings and electronic referrals with family members of at-risk individuals. Two focus group discussions were conducted with family members. The two groups included a total of 17 students from Sri Venkateswara College in New Delhi in their first year of majoring in either Life Sciences or Biochemistry at the college. Eligibility included: (1) must be between the ages of 18-30; (2) must own a smartphone; (3) must give voluntary consent; (4) be able to read and understand English or Hindi; and (5) must have a family member at-risk for OC or already diagnosed with OC. Informed consent was reviewed and participants signed paper versions of the Informed Consent at the time of the focus group meetings. All participants were assigned an ID &#x0023; at the time of the session and no personal names were used during the discussion. Subjects were counseled not to comment on the discussions outside of the focus group sessions. Participants were compensated for their time with e-gift cards. Transcripts and audio recordings were examined for items that would influence the design.</p>
</sec>
<sec id="s2c2"><title>In-depth interviews with providers-session &#x0023;1</title>
<p>Community health workers (CHWs) and physicians were interviewed 1:1 to learn more about their opinions about the state of oral cancer care in India. Individuals were recruited by ICS via email solicitations to participate. Eligibility included participants must give voluntary consent, be able to read and understand English or Hindi, and to have regular contact in a primary care setting or dental camp with older individuals at risk for oral cancer. All participants provided written consent for audio recordings and informed consent for participation in the sessions. Participants were compensated. A total of six in-depth interviews with community health workers (CHW, <italic>n</italic>&#x2009;&#x003D;&#x2009;3) and physicians (<italic>n</italic>&#x2009;&#x003D;&#x2009;3, i.e., dentist, periodontist, and surgeon) were conducted in individual sessions.</p>
</sec>
<sec id="s2c3"><title>Analysis</title>
<p>After each focus group session or IDI, a research assistant (RA) used Zoom closed captioning and/or Otter.ai to transcribe the audio recordings. Audio recordings from FGs and IDIs conducted in Hindi were transcribed and translated into English. The transcribed audio file quality was verified by a second RA. We stored the study&#x0027;s qualitative data in Excel tables and created a matrix of questions (columns) by participant/group (rows) and recorded the responses in corresponding cells (<xref ref-type="bibr" rid="B47">47</xref>).</p>
<p>Descriptive statistics were used to characterize the participants&#x0027; sociodemographic characteristics. We considered the discussion data in terms of themes with the goal of noting regularities, patterns, explanations, and propositions contained in the data. We then conducted thematic analysis in which we systematically analyzed the findings from each IDI or FG to identify common themes and similarities and differences. Additionally, we noted substantive quotes as examples of common ideas shared in the responses. Both RAs reviewed the transcripts for themes individually and then compared findings of central themes. Any discrepancies were resolved through discussion between the two RAs.</p>
</sec>
<sec id="s2c4"><title>Design round &#x0023;1</title>
<p>After completion of the first FGDs and IDIs, an Industry Design Project (IDP) team from Springboard (<xref ref-type="bibr" rid="B48">48</xref>) was commissioned to create low-fidelity wireframes (pictures of future app screens) using Figma design software. Springboard is a commercial company that trains individuals to be UI/UX designers. These students participated in this research project to complete their portfolios. They were not compensated. The IDP team developed initial design components, including personas, user stories, and user flows. The outcome of this first round included low and high-fidelity wireframes with the multiple features to be incorporated into a prototype platform consisting of three components, one each for the young family member, clinician, and nurse.</p>
</sec>
<sec id="s2c5"><title>Focus group students - session &#x0023;2</title>
<p>The second round of FGDs were designed to solicit feedback on the low-fidelity wireframes produced by the IDP team for the OC-DETECT application. FGD &#x0023;2 was conducted with 25 students from Sri Venkateswara College, New Delhi and the students were recruited through convenient sampling strategies with the same eligibility criteria as FGD &#x0023;1. Mockups or low-fidelity wireframes of the OC-DETECT application were used to assess the aesthetics of the design of the app, the relevance of features as it relates to the target population&#x0027;s needs, identify any missing features, assess the readability of content, determine the ease of use of the user interface, and field questions about preferred educational topics and delivery methods. Participants were compensated for their time with e-gift cards.</p>
</sec>
<sec id="s2c6"><title>In-depth interviews providers - session &#x0023;2</title>
<p>The second IDIs were completed by drawing on the same population as the first IDI sessions with CHWs and physicians. Participants were shown wireframes of the first design iteration and asked to comment on the features.</p>
</sec>
<sec id="s2c7"><title>Development of evidence-based micro-learning content</title>
<p>The OC-DETECT app included educational materials to improve knowledge about oral cancer and the value of preventive screenings. Short, micro-learning videos (1&#x2013;5&#x2005;min) were produced of educational materials capable of being delivered via mobile phone or tablet, with accompanying PDF-formatted handouts available on the app. These team sourced evidence-based peer-reviewed publications (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B49">49</xref>&#x2013;<xref ref-type="bibr" rid="B55">55</xref>) and scripts were reviewed by subject matter experts (SMEs). Upon completion of the editing, the scripts were sent to a designer for production into short, animated videos set in an Indian community using Vyond<sup>TM</sup> software.</p>
</sec>
</sec>
</sec>
<sec id="s3" sec-type="results"><title>Results</title>
<sec id="s3a"><title>E-survey results</title>
<sec id="s3a1"><title>Healthcare providers (HCPs)</title>
<p>A total of 11 HCPs participated in the e-survey in May 2023 (<xref ref-type="sec" rid="s13">Supplementary Table S1</xref>). All HCPs thought a lack of oral health awareness is a problem in their community. Most of the HCPs (72.7&#x0025;) reported that they would annually screen a patient over 40 years of age for oral lesions. When HCPs were asked about perceived reasons that oral health was being under-addressed; most of them reported a lack of oral health awareness (45.5&#x0025;), followed by a lack of concern for oral health (36.4&#x0025;). Many of the HCPs (90.9&#x0025;) thought that young family members could use a mobile app to screen for oral lesions. They thought this to be the case as young people are &#x201C;more tech-savvy&#x201D; and &#x201C;hooked on mobiles and apps&#x201D; which could facilitate the process of oral screening. Many of the HCPs also thought lack of awareness (45.5&#x0025;) was a significant barrier in seeking help for oral lesions, followed by lack of facilities (27.3&#x0025;) and other reasons (27.3&#x0025;) such as oral health not being a priority, tobacco usage, etc. All HCPs thought there was a need for awareness around oral health, cancer prevention, and treatment. About 70&#x0025; of the HCPs reported they provide materials on oral health to their patients. In the HCPs&#x0027; opinion, people get wrong health information mostly from peers, friends, relatives and social media (60&#x0025;) followed by informal health practitioners (10&#x0025;) and in lay persons in villages (10&#x0025;). Finally, in the HCPs&#x0027; opinion the reasons past tobacco campaigns were unsuccessful included: lack of awareness and information (40&#x0025;), addiction to tobacco products (20&#x0025;), lack of political will and control measures along with sale of single cigarettes and cheap chewing tobacco pouches (10&#x0025;), lucrative advertising by tobacco companies overshadowing campaigns (10&#x0025;), and campaigns being discouraging in nature (e.g., overly fearful messaging).</p>
</sec>
<sec id="s3a2"><title>Young people</title>
<p>We further explored young person&#x0027;s existing oral health knowledge (<xref ref-type="sec" rid="s13">Supplementary Table S2</xref>). Young people recognized several causes of oral lesions, including tobacco use (smoke and smokeless tobacco products) (70&#x0025;), heavy alcohol use (27&#x0025;), human papillomavirus (21&#x0025;), and weakened immune systems (16&#x0025;). Among the young participants a majority agreed that oral lesions could be prevented (97.6&#x0025;) and treated (97.6&#x0025;). Many of the participants also thought the lack of oral health awareness was a problem in their community (92.9&#x0025;). When asked about where they would go to get credible information about oral health, the following resources were listed: physicians (39&#x0025;), dentists (39&#x0025;), government hospitals (27&#x0025;), mass media (27&#x0025;), social media (25&#x0025;), private hospitals or clinics (21&#x0025;), professional organizations (13&#x0025;), informal health care providers (11&#x0025;), Ministry of Health (9&#x0025;), frontline or community health workers (7&#x0025;), and nurses (4&#x0025;).</p>
<p>In addition, because we wanted to utilize young persons for the screenings, we explored the young people&#x0027;s access to mobile phones and network connectivity (<xref ref-type="sec" rid="s13">Supplementary Table S3</xref>) and the use of any health-related apps on a mobile phone (<xref ref-type="sec" rid="s13">Supplementary Table S4</xref>). Many of the participants owned a smartphone (97.9&#x0025;) and paid used a pay-as-you go service plan (83&#x0025;). The majority of participants had unlimited data plan (68.1&#x0025;) and text messaging (59.6&#x0025;). Many of these participants had access to wi-fi at the university or at home (95.7&#x0025;). A little over one-third of the participants self-rated the stability, reliability, and coverage of the network connection as average. About 18&#x0025; of the participants currently use any smartphone application to do health screenings. Among those who use these applications, 62.5&#x0025; used the applications for free and stated the following problems when using them: interface issues, in-app purchases, accuracy, unnecessary advertisements, and network issues. In general, many of the participants (95&#x0025;) were interested in using camera-phone applications for early detection of oral lesions to screen their family members about 3-4 times per year. Moreover, about 47.5&#x0025; of participants thought it was of high importance to follow-up patients with a habit or history of detected oral lesions.</p>
</sec>
</sec>
<sec id="s3b"><title>Qualitative results from focus groups and in-depth interviews</title>
<p>The e-survey results informed how we framed the questions in the focus groups and in-depth interviews. Issues that required further elaboration were explored in a discussion format.</p>
</sec>
<sec id="s3c"><title>FGD&#x0023;1 findings</title>
<sec id="s3c1"><title>Topic A: oral health awareness</title>
<p>The focus group discussions suggest that the family members do not pay significant attention to oral health. This is exacerbated by a general lack of awareness about oral health, with young people themselves having minimal oral health information which was primarily obtained through dental visits. Many participants mentioned the resistance to discussion of oral health and oral cancer, especially among those who consume tobacco on a regular basis. There is a prevalent feeling of embarrassment around oral health which prevents people from accessing oral health providers until the situation worsens. The participants agreed that a mobile app which can deliver information about oral health and oral cancer will increase awareness and enable family members to access the information at their own pace.</p>
</sec>
<sec id="s3c2"><title>Topic B: oral health behavior</title>
<p>There was no culture of regular dental checkups within the families in urban areas and a lack of adequate healthcare services in rural areas. The family members noted they would go to the dentist only if they were in pain and often avoided follow-up visits if the pain receded.</p><disp-quote>
<p>&#x201C;[Family members] are ready to take the initial treatment but after that if there is relief, they would not want to go [back to the dentist]. In case their problem comes back again then they will go.&#x201D;</p></disp-quote>
<p>In case of mouth sores, family members would often wait for a few days and try home remedies. If the sore did not heal, only then would they visit a dentist.</p>
</sec>
<sec id="s3c3"><title>Topic C: advantages and disadvantages of designing an oral health mobile app for young people</title>
<p>Participants agreed that the involvement of a young person in operating mobile apps is beneficial. Participants from rural areas mentioned that discussing oral health with their family members is not an issue but involving them in using the mobile app was difficult due to lack of habit around technology use, lack of accessibility to smart phones and issues with internet connectivity issues. Participants from urban areas indicated it would be relatively easier to discuss oral health and to use a mobile app with their families. The participants mentioned the importance of having credible information on the app and suggested the app have &#x201C;certification and authorization&#x201D; to make their family members trust the mobile app. Participants mentioned that younger people were better equipped with skills to use new technologies. However, they also noted that convincing older adults for regular screenings may be difficult due to limited agency in the households.</p><disp-quote>
<p>&#x201C;For us [young people] to be involved is a way better option because we know technology more as compared to our older generation. Usage of the app would be easier for us, and it will be easier for us to explain to them also how to use it. It is not important for like the app has to be used by the individual itself? You said the younger generation in the whole family can use the app and take pictures of the other people as well. So, it is just going to be voluntarily involvement of the family members. We are responsible for whatever we are clicking the pictures and all the activity that we are doing. It is just we have to convince them. Convincing them would become easier if we are able to explain them the benefits and also the usage, the results that we can get out of it.&#x201D;&#x2014;Young Person</p></disp-quote>
</sec>
<sec id="s3c4"><title>Topic D: potential challenges with using an oral health mobile app</title>
<p>In our discussion we asked young people if they had heard about a new product that uses an app to help detect oral lesions, and if they could learn to use it to look for oral lesions in their family, would they be interested in trying it. All participants were open to the idea of using the mobile app but highlighted several issues that need to be considered. These included &#x2013;
<list list-type="simple">
<list-item>
<p>Fear around positive diagnosis: Some participants were curious to understand what would happen if a person received a positive diagnosis for a potentially malignant lesions after screening the oral cavity. They noted people might panic and discontinue using the app.
<list list-type="simple">
<list-item>
<p>&#x201C;Also, they have the fear, what if they scan and it turns out to be positive and by not getting scanned it will be better&#x2026; in ignorance. People are scared about what to do if they turn out to be positive. People tend to go in depression about how they will run their family, etc.&#x201D; &#x2013;Young Person</p></list-item>
</list></p></list-item>
<list-item>
<p>Possibility of deleting the app when the screening result is negative: Some participants highlighted people might delete the app when they receive a negative diagnosis after screening the oral cavity for malignant lesions thereby not solving the purpose of the app as a source of information on oral cancer prevention over a longer period.</p></list-item>
<list-item>
<p>Lack of accountability: Most participants raised the issue that app users would feel lack of accountability with app-based screening and instead would prefer to rely on a health care provider.</p></list-item>
</list></p><disp-quote>
<p>&#x201C;If we are screening through an app, people might feel that there is no sort of accountability with the app and rather get screened in a professional setting.&#x201D;&#x2014;Young Person (FGD1)</p></disp-quote>
</sec>
<sec id="s3c5"><title>Topic E: expectations from an oral health mobile app</title>
<p>Young people were asked what should be done to make such a mobile app interesting and effective for people to use for oral health awareness and early-stage oral lesion detection. The discussions highlighted several features which could be considered for the mobile app as documented in <xref ref-type="table" rid="T1">Table&#x00A0;1</xref>.</p>
<table-wrap id="T1" position="float"><label>Table&#x00A0;1</label>
<caption><p>Requested features for a mHealth application.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="left"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Topic</th>
<th valign="top" align="center">Features</th>
<th valign="top" align="center">Sample quotation</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Ease of Use</td>
<td valign="top" align="left">
<list list-type="simple">
<list-item>
<p>Easy app design that enables use for both among older and younger people.</p></list-item>
<list-item>
<p>Detailed instructions on how to click clear pictures of the oral cavity for screening</p></list-item>
<list-item>
<p>Simple language making it easy for majority of the people to understand</p></list-item>
<list-item>
<p>Positive framing of information around oral cancers to overcome fear and stigma</p></list-item>
<list-item>
<p>Inclusion of stories, testimonials, quizzes, ratings, and animations</p></list-item>
<list-item>
<p>Audio box in local language to help those users who are not comfortable typing</p></list-item>
<list-item>
<p>Ability to switch between languages (English and Hindi to start)</p></list-item>
<list-item>
<p>Periodic notifications to help people remember to check the apps and conduct screenings</p></list-item>
<list-item>
<p>Gamification format to make the app interesting</p></list-item>
</list></td>
<td valign="top" align="left"><italic>&#x201C;We would require an interface which is accessible by a lot of people. We&#x0027;re thinking of getting a lot of samples and to make it more widely accessible, then it should be fairly simple, but should still be informative.&#x201D;</italic> <italic>&#x201C;I believe if it&#x0027;s built in a very simple manner rather than being complex, then it won&#x0027;t take a skill to do that.&#x201D;</italic> &#x201C;<italic>You need to create a positive environment around it&#x2026; give them a new perspective that this can help you in the future &#x2026; it&#x0027;s not necessary that you have cancer &#x2026; We need to create a positive atmosphere.&#x201D;</italic></td>
</tr>
<tr>
<td valign="top" align="left">Information access and security</td>
<td valign="top" align="left">
<list list-type="simple">
<list-item>
<p>Be able to use the app in offline mode to address issues of poor internet connectivity</p></list-item>
<list-item>
<p>Ensure privacy and safety during screening process in the app</p></list-item>
<list-item>
<p>Inclusion of a short diagnosis report in lay language</p></list-item>
<list-item>
<p>Creation of a private chatbot for emotional safety and FAQs</p></list-item>
<list-item>
<p>Users could feel they are part of a community (i.e., a place where people could ask their questions and get AI-generated answers). If additional information is required, then the option of a private chatbot could be presented.</p></list-item>
</list></td>
<td valign="top" align="left"><italic>&#x201C;When we use Google to get help for some disease related queries, it makes it overly complicated and that is why people hesitate in using technology because they feel things are made complicated and negative. So, there should be a private chatbot wherein privacy is maintained, and they can ask their own questions from AI and the AI can answer those accordingly.&#x201D;</italic> <italic>&#x201C;Selectively filtering out the information what people will want rather than just giving the entire information for oral cancer. You know, like, people can ask what are the steps that can be taken to improve our oral health or what is oral cancer to simplify information.&#x201D;</italic></td>
</tr>
<tr>
<td valign="top" align="left">Collaboration with health care professionals</td>
<td valign="top" align="left">
<list list-type="simple">
<list-item>
<p>Allow for direct communication with health care providers</p></list-item>
<list-item>
<p>Healthcare providers should recommend the app</p></list-item>
<list-item>
<p>Provide information on hospitals/clinics where people could go for oral screenings</p></list-item>
<list-item>
<p>Address fear around positive diagnosis by collaborating with HCP, including psychologists and counselors, to establish an emotional security net.</p></list-item>
</list></td>
<td valign="top" align="left"><italic>&#x201C;Maybe we could partner with hospitals and doctors, maybe they can inculcate trust, and you know take that method of detection in hospitals. That&#x0027;s how we can build upon credibility of the app.&#x0022;</italic></td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3d"><title>IDI&#x0023;1 with health care providers (Hcp) findings</title>
<p>We conducted a total of six in-depth interviews with community health workers (CHWs, <italic>n</italic>&#x2009;&#x003D;&#x2009;3) and physicians (<italic>n</italic>&#x2009;&#x003D;&#x2009;3, i.e., dentist, periodontist, and surgeon). The CHWs are volunteers with ICS, New Delhi. The physicians we interviewed are either practicing at ICS&#x0027;s Cancer Detection Center or in Maulana Azad Dental College which is a government institution in New Delhi.</p>
<sec id="s3d1"><title>Topic A: oral health knowledge</title>
<p>HCPs noted lack of awareness and knowledge related to oral health in general, and tobacco products (particularly bidis, hookahs, and e-cigarettes) and alcohol use as causes of oral cancers in the community.</p><disp-quote>
<p>&#x201C;[People] replied positively about cigarettes [causing oral cancer] and said that it is not a good thing. When I asked them about other things besides cigarettes, so at that time those people were not aware of bidis [tobacco rolled in a tendu or temburni leaf]. They had the mindset that bidi is not harmful because no one raises any concern about them, so it is safe. We told them that it is not safe, and it is more harmful [than cigarettes]. It does not have filters like cigarette and secondly one needs to inhale [the bidi] deep for it to reach directly to the lungs. So, it is more harmful as it has more tobacco. Since they do not see any information about it, for them it is not harmful.&#x201D;&#x2014;Community Health Worker</p></disp-quote>
<p>HCPs noted several attractions to smoking and chewing tobacco. These include peer pressure, normalization of tobacco use among families, media influence, and stress factors.</p><disp-quote>
<p>&#x201C;Initially, they [young people] find it very cool and secondly it is peer pressure. Peer pressure plays a very big role although everyone is aware that tobacco is not good for their health. They deliberately try it knowingly; they take it as a challenge specially it is there in men mostly because they have more tendency of getting and accepting challenge.&#x201D;&#x2014;Community Health Worker</p></disp-quote><disp-quote>
<p>&#x201C;Because all the grandmothers and other elders are consuming it [chewing tobacco].&#x201D;&#x2014;Community Health Worker</p></disp-quote>
<p>We further asked HCPs how oral health is discussed within families. They mentioned how people largely focus around brushing teeth and rinsing the mouth after meals as a means of maintaining good oral hygiene. Besides lack of awareness, most HCPs mentioned accessibility and affordability as barriers to seeking oral health care.</p><disp-quote>
<p>&#x201C;Oral health over here in India is the least of concern because first of its unaffordability&#x2026; mostly it is costly. So, patients over here think at that level. I mean what more can happen if a decayed tooth comes later, you have to just get it extracted, but they do not know what a decayed tooth can cause. It cannot only cause tooth pain but it can cause an ulcer which can later go on to become cancerous and this is also related to even heart problems. I think the education level and for the normal people is really low.&#x201D;&#x2014;Physician</p></disp-quote>
</sec>
<sec id="s3d2"><title>Topic B: oral health awareness and communication</title>
<p>HCPs were asked where people most get information about oral health. According to them, sources of credible information included doctors/dentists, awareness campaigns and television.</p><disp-quote>
<p>&#x201C;On T.V. it is shown frequently that such things [tobacco products] should not be consumed. They show how cheek muscles are damaged after consuming pan masala [chewing tobacco], veins are damaged, blood is oozing out. Generally advanced stage is shown in that.&#x201D;&#x2014;Community Health Worker</p></disp-quote>
<p>Whereas sources of bad information or misinformation on oral health included family or social circle, informal health care providers, movies, and social media.</p><disp-quote>
<p>&#x201C;[Source of bad information on oral health] that is within the family and by friends, they do not go to a doctor as such but what the friends say, they talk it out with their friends and what they say is what they take into consideration&#x201D;&#x2014;Physician</p></disp-quote><disp-quote>
<p>&#x201C;The quacks working in small colonies, people visit them and they neither prescribe any diagnostic test nor provide any information. They only prescribe some medicines which provides temporary relief&#x2026; this makes the patient believe that they are healed now.&#x201D;&#x2014;Community Health Worker</p></disp-quote>
<p>Many of the recommendations included reducing tobacco consumption and increasing awareness by educating, counselling, promoting discussions in community and interpersonal spaces about screening of oral cavity and early detection of cancerous lesions.</p><disp-quote>
<p>&#x201C;People think that since they do not consume tobacco, they are not susceptible to oral cancer, but it can happen to anyone. We make people aware about how to identify signs of oral cancer even when you have no issues at all. Nobody looks into their own mouth. There are few people who look inside while brushing. We look inside our mouth when there is some pain, and we look for any swelling. But, without any problem, we do not open our mouth. We explain to people that twice in a week one should inspect their mouth while brushing.&#x201D;&#x2014;Community Health Worker</p></disp-quote>
</sec>
<sec id="s3d3"><title>Topic C: likelihood of use of an oral health mobile app by young people</title>
<p>HCPs were asked what they thought about the idea of targeting young people by educating them on oral health awareness and encouraging them to conduct screening of the mouth cavity for their older family members. All HCPs were supportive of the idea. Although physicians thought the approach would work of engaging young people in conducting screenings, they questioned the long-term use of the app by young people and especially those belonging to socio-economically disadvantaged communities.</p><disp-quote>
<p>&#x201C;There will be an impact because youngsters of today&#x0027;s time are very strong. At their age, we used to be suppressed by our elders, but this new generation has strong convictions. When youngsters go in groups, they easily convince people and people follow it also.&#x201D;&#x2014;Community Health Worker</p></disp-quote><disp-quote>
<p>&#x201C;[It is] a very good approach, but then how much time will they [young people] give for it [the app]. This is a matter of concern because they have their own life. They are no doubt tech-savvy but how serious are they for this issue [oral health] is a major concern.&#x201D;&#x2014;Physician</p></disp-quote>
</sec>
<sec id="s3d4"><title>Topic D: information to include in the mobile app about oral health</title>
<p>Nearly all HCPs mentioned that the mobile app needs to be interesting for it to be downloaded and used by people for oral cavity screening. The mobile app should cover information on risk factors and symptoms of oral cancer, impact of secondhand smoke, benefits of screening and early detection, address misinformation related to tobacco smoking and provide resources for tobacco cessation. One of the CHWs noted that besides including information on the harmful effects of smoking cigarettes and chewing tobacco, it would be helpful if the app included information on the use of hookahs and e-cigarettes as well.</p><disp-quote>
<p>&#x201C;I have observed that the main focus in social media, print media, and mass media is that if a person smokes, the effect is on same individual. There is no mention of people around [the smoker] getting affected&#x201D;&#x2014;Community Health Worker</p></disp-quote><disp-quote>
<p>&#x201C;There should be information on ways of prevention like early detection [and] screening. If that is there, people will know that it can be prevented and further it will not reach advance stage [fear of facial deformity]. They will know that they can heal by taking oral medicine and this sickness will not go further to advance stage.&#x201D;&#x2014;Community Health Worker</p></disp-quote>
<p>According to the HCPs specific features like educational videos and testimonials from celebrities who quit tobacco or oral cancer survivors could be added. Few health care providers mentioned that the mobile app should focus primarily on oral health (and not oral cancer) due to fear and stigma related to the word cancer. Moreover, the information on the mobile app around oral lesions should be framed in an optimistic tone to encourage people to go for oral cavity screenings.</p><disp-quote>
<p>&#x201C;When we go for screening [or] when we say, it is an oral cancer screening [camp], there are many people who drop out. They say, we do not want to do [screening]. They are scared, the stigma is always there. But when we say this is a comprehensive health check-up, that is when the crowd comes.&#x201D;&#x2014;Physician</p></disp-quote><disp-quote>
<p>&#x201C;[The mobile app should] start with an optimistic attitude the one can survive [oral cancer], one can avoid disfigurement if they go for treatment. Do put the word &#x2018;if&#x2019; later on. &#x2018;If&#x2019; go for the treatment at earlier stage and &#x2018;if&#x2019; you delay, then this is the result. People might follow it and go for screening. People are scared of disfigurement more than death.&#x201D;&#x2014;Community Health Worker</p></disp-quote>
</sec>
<sec id="s3d5"><title>Topic E: referrals and treatment</title>
<p>We asked HCPs where they would refer a patient for a thorough oral health assessment. Commonly, a dentist or a health clinic/hospital were mentioned. Most of the HCPs also mentioned cancer screening camps organized by ICS held every month in various parts of New Delhi. HCPs mentioned if a suspicious lesion is detected, the patient is referred to a hospital in their network for further assessment. In general, the barriers to seeking care mentioned by the HCPs included fear of diagnosis and taking time-off work as it results in the loss of day wages.</p>
</sec>
</sec>
<sec id="s3e"><title>FGD &#x0023;2 findings</title>
<p>After completing a review of the wireframes, the student responses were tabulated by requested features and planned modifications. Requested features were discussed with the development and design teams and a collective decision was made to either implement the change immediately, to hold the suggestion until additional funds could be secured or to table the suggestion as too difficult to implement or inappropriate due to a misunderstanding as to the function of the app.</p>
<p>Students found the design easy to navigate and they appreciated the incorporation of additional privacy features to limit access to shared pictures and the medical history. They concurred that presenting the educational information in short, animated video format with multilingual support and closed captions was preferable. They also liked that the appointment reminders could be via in-app messaging, SMS text, or email, depending on the users&#x0027; preferences.</p>
<p>We made the following changes to the final design: (1) included the option to not state the gender; (2) added some pictures of relevant lesions to the resources for educational purposes; (3) made additional assurances as to privacy in the onboarding section; (4) added a video tutorial on how to take the pictures; and (5) added in-app reminders for scheduled appointments. Some requests delegated to be considered at a later date included (1) employing a Bluetooth-enabled camera; (2) creation of multiple profiles under one account; and (3) exploring alternative solutions for image capture.</p>
<p>The students still expressed some reservations with the number of pictures (<italic>n</italic>&#x2009;&#x003D;&#x2009;13) required to fully scan the mouth and possible technical challenges related to the image taking but in consultation with our clinical advisor, we retained the 13-image design. Some students also aired some doubts as to whether their elder relatives would find the technology credible. This will need to be explored in more depth during the pilot testing of the application.</p>
</sec>
<sec id="s3f"><title>IDI &#x0023;2</title>
<p>HCPs found the app design to be user-friendly and thought it could help in detection on oral lesions. The HCPs preferred a demonstration of the OC-DETECT application with few patients before testing out the app in a larger sample. The HCPs thought including an appointment and message notification feature was useful for both patients and the HCPs to plan out in-person visits as well as communicate with the patients. The CHW highlighted that app navigation should be available in other regional languages as well for better uptake.</p>
<p>We implemented several suggestions in the final design that dentists highlighted as highly desirable such as (1) annotation capabilities; (2) the ability to zoom in on the images; and (3) the ability to log out of the account to maintain a high security level. Additional image editing and scaling features that could assist in making a final diagnosis for the patients were postponed until additional funding could be secured.</p>
</sec>
<sec id="s3g"><title>Design round &#x0023;2</title>
<p>Upon completion of the second round of FG and IDIs to gather feedback from key stakeholders, the IDP team made modifications to the Figma wireframes and delivered the design to the OC-DETECT research team. The international research team met repeatedly to review the revised design and made recommendations for additional modifications.</p>
</sec>
<sec id="s3h"><title>Educational materials</title>
<p>After reviewing the e-surveys, in-depth interviews with the HCPs and initial focus group session transcripts, we identified five key topics for public education versions to be shown in the mHealth application (see <xref ref-type="table" rid="T2">Table&#x00A0;2</xref>). The micro-learning content was developed in both English and Hindi to embrace diverse cultural perspectives. To enhance user understanding, the language used in the content has been tailored to align with the Flesch-Kincaid (<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B57">57</xref>) readability level appropriate for 10 to 11-year-olds. This adaptation ensures that the educational materials are linguistically inclusive and comprehensible to a wide audience.</p>
<table-wrap id="T2" position="float"><label>Table&#x00A0;2</label>
<caption><p>Microlearning video topics embedded in the OC-DETECT mHealth application.</p></caption>
<table>
<colgroup>
<col align="left"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="center">Video titles</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center">
<inline-graphic mimetype="image" mime-subtype="tiff" xlink:href="fdgth-07-1738874-i001.tif"/>
</td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item>
<p>What to expect at a screening for oral lesions&#x2014;Parts 1 &#x0026; 2</p></list-item>
</list></td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item>
<p>Benefits of Early Oral Lesion Detection</p></list-item>
</list></td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item>
<p>Changes to the Mouth Linings Due to Smokeless Tobacco Use</p></list-item>
</list></td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item>
<p>Overview of Using the Checklists and Photos in OC-DETECT</p></list-item>
</list></td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item>
<p>How to Talk with Your Elder About Participating in a Research Study</p></list-item>
</list></td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3i"><title>Final prototype design</title>
<p>After reviewing the e-survey, FG and IDI materials, the research team decided on the three designs for prototype testing, one each for the young person, clinician and nurse. For the young person, an mHealth application (app) was developed to collect demographics, complete health screening questionnaires, take 13 images of the oral cavity with a mobile phone, schedule appointments, review educational materials and interact with the nurse, if necessary (see <xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref> Young Person Wireframes).</p>
<fig id="F2" position="float"><label>Figure&#x00A0;2</label>
<caption><p>Representative wireframes presented to the young people during the focus groups.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fdgth-07-1738874-g002.tif"><alt-text content-type="machine-generated">Three mobile app interface screens of OC-Detect (CHW Version) are shown. The first screen displays a welcome message with the user's name and a schedule highlighting an upcoming appointment on September 16, 2025, at 10 AM. It includes options to view all appointments, review new images, and view patient IDs. The second screen shows a list of six patients awaiting response and includes a search bar. The third screen is a chat interface with a message stating, \"My ulcer has not healed. What should I do now?\" All screens feature navigation icons at the bottom for Home, Gallery, Appointments, and Profile.</alt-text>
</graphic>
</fig>
<p>For the clinician, a secure web-based application was designed to streamline patient review and follow-up coordination. The platform allows clinicians to view each participant&#x0027;s screener results, examine the uploaded oral-cavity images, and provide a provisional diagnosis for each image. Once reviewed, the system automatically notifies the participant through the app when an in-person appointment is advised (see <xref ref-type="fig" rid="F3">Figure&#x00A0;3</xref>: Clinician Wireframes).</p>
<fig id="F3" position="float"><label>Figure&#x00A0;3</label>
<caption><p>Representative wireframes presented to the clinicians during the interview.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fdgth-07-1738874-g003.tif"><alt-text content-type="machine-generated">The image consists of two panels from a medical application. The left panel is a dashboard for Dr. Raj, showing a to-do list with items like \"Email Dr. Patel\" and \"Images Ready for Review\" for September 12, 2023, alongside a weekly calendar. The right panel displays a patient profile labeled \"High Risk\" with options like Overview, Screener Answers, and ML Diagnosis. It includes patient notes, diagnostic status, and a progress tracker with fields marked as \"Not suspicious,\" \"Suspicious,\" and options for diagnosis.</alt-text>
</graphic>
</fig>
<p>The nurse&#x0027;s mHealth app was created to review patient screening and image analysis results, access the educational content, coordinate appointments, and encourage follow-up via in-app messaging (see <xref ref-type="fig" rid="F4">Figure&#x00A0;4</xref>: Nurse Wireframes).</p>
<fig id="F4" position="float"><label>Figure&#x00A0;4</label>
<caption><p>Representative wireframes presented to the nurse during the interview.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fdgth-07-1738874-g004.tif"><alt-text content-type="machine-generated">Three mobile app screens from OC-Detect. The first screen shows a welcome message with a task overview, appointments, and videos. The second screen is a form requesting full name, patient ID, sex, and date of birth. The third screen provides instructions for photographing the palate, with options to retake or capture an image.</alt-text>
</graphic>
</fig>
<p>The development team is employing an Agile methodology to iteratively refine the OC-DETECT platform through a series of focused sprints, each addressing a specific functional area. This approach enables progressive testing and feedback integration, ensuring that the prototype is technically stable and user-validated prior to pilot deployment.</p>
<p>In response to concerns expressed about security, we implemented privacy safeguards, including user authentication, encrypted data transmission, and secure cloud storage of de-identified images that were not saved to the user&#x0027;s personal photo gallery. Access to images was designed to be restricted to authorized study clinicians, and images were linked to study IDs rather than personal identifiers whenever possible.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><title>Discussion</title>
<p>Prevention, early detection through screenings, and timely and appropriate referrals to treatment are the most effective approaches to reducing OC morbidity and mortality (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B35">35</xref>). According to a recent WHO 2025 report, over 380,000 new cases of oral cancer are identified each year globally, and there are over 180,000 deaths each year (<xref ref-type="bibr" rid="B58">58</xref>). Although India has one of the highest incidences of oral cancer in the world (<xref ref-type="bibr" rid="B59">59</xref>), the national screening rates there are low (<xref ref-type="bibr" rid="B60">60</xref>), and are especially low in the Delhi state (14.6&#x0025; in urban and 6&#x0025; in rural areas), for an overall regional average screening rate of 9&#x0025; (<xref ref-type="bibr" rid="B10">10</xref>). The final prototype design of the OC-DETECT platform included features: (1) to assess participants for their risk for oral cancer based on their demographics and answers to a health care screen; (2) to collect images of the oral cavity using a mobile phone for remote analysis; and (3) to provide linkage to care at local clinics or dental camps. The creation of a mHealth application that can screen for health history, as well as tobacco and alcohol habits, combined with oral cavity imaging at home is hypothesized to address the problems of access as well as stigma and fear that likely contributed to these low screening rates.</p>
<p>E-surveys, focus group sessions, and in-depth interviews with potential end users and key stakeholders informed our prototype mHealth application entitled OC-DETECT. E-surveys and interviews with HCPs revealed that many HCPs believed lay people could master the at-home screenings and be instrumental in completing those screenings, especially with the aid of a younger family member who was tech savvy. In addition, HCPs indicated that many patients get their information from peers, family members and social media, which may be contributing to the lack of understanding of the value of early detection. The HCPs further suggested that a lack of awareness of the importance of maintaining oral health was a barrier to seeking medical care and the low screening rates.</p>
<p>The e-survey and focus group discussions indicated young people were aware of the dangers of SLT use and heavy alcohol use, and their link to oral cancers, and they knew that these cancers could be prevented, or after early detection, successfully treated. Considering this awareness, it was surprising to see that oral health awareness was still considered a problem in the community at large. As the young people surveyed in this grant were all enrolled in college, this may be an issue of education or socio-economic variables impacting the perceived general public&#x0027;s awareness. Future studies will need to survey a broader population.</p>
<p>As a direct result of the discussions in FG about stigma and fear, we opted to share the results of the risk-assessment in the app immediately (low or elevated risk) but to NOT inform the participants of the results of their image analysis reviews until they came in for an in-person exam with a physician. The reasoning was that this is a new technology and we did not want to release untested information. But we decided we will add a channel for the app users to reach out to a nurse for advice and we will plan to provide a Frequently Asked Questions (FAQs) section to allow users to do their own investigation through curated, evidence-based resources. We also plan to include (in the app) guidance on the number of screenings that should be done per year, as well as basic information on oral health care. We will create multiple animated videos (on topics on oral health, oral lesions, and what to expect at an oral health exam). These videos will be embedded in the app so no Internet connection will be required to view them.</p>
<p>Health education interventions can play a vital role in raising awareness about oral cancer and would encourage at-home oral examinations for early detection (<xref ref-type="bibr" rid="B36">36</xref>). By incorporating educational materials in both video and reading formats in both Hindi and English, targeted to the appropriate educational levels of the at-risk individuals, it is hoped that it will be possible to increase the number of screenings and provide opportunities for early interventions. The prototype will be pilot tested with 20 dyads, consisting of a younger person who is technologically savvy with a smartphone and an elder relative who is at-risk for oral cancer based on their smoking and alcohol habits. While the elder is waiting for the in-person appointment, the younger person can help the elder review the educational materials in the app.</p>
<p>Technology-assisted oral cancer screening and early detection have been implemented and validated in low-resource settings as a proof of concept. The primary aim of these prior approaches was to empower the community health workers. Studies have shown that trained community health workers can effectively screen for oral cancer using mobile phones, achieving 94.3&#x0025; sensitivity and 99.3&#x0025; specificity, comparable to physician diagnoses (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B61">61</xref>). The current study confirms that family members are willing to take on the role of administering risk assessment screenings and image taking for their at-risk family members, and as such has the potential to alleviate the workload of the CHWs. Involving CHWs in both the distribution and the implementation of the app with the dyad is hypothesized to address concerns related to low digital health literacy, and the need for sustained engagement and integration with existing health systems.</p>
<p>Both students and healthcare providers expressed concerns about patient privacy. We incorporated into the design privacy safeguards, including user authentication, encrypted data transmission, and secure cloud storage of de-identified images that were not saved to the user&#x0027;s personal photo gallery. Access to images was restricted to authorized study clinicians, and images were linked to study IDs rather than personal identifiers whenever possible. As a direct result of the clinician&#x0027;s feedback, we created a logout feature for the provider&#x0027;s desktop view so no one could access the data if the provider stepped away from the setup. Future iterations could incorporate more formal privacy-by-design principles, including data minimization, clearer in-app consent and data-use transparency, on-device pre-screening to reduce uploads, and will reflect alignment with emerging digital health and data-protection regulations in the target regions. In addition to improving the underlying security, we anticipate bolstering trust and acceptance of the app by using CHWs to serve as the liaison between the healthcare providers and the family members.</p>
<p>The low reported patient compliance for biopsies in other studies highlights the need for a minimally invasive diagnostic methodology. Alternative diagnostic methods, involving AI models combined with white light or auto-fluorescence or biomarkers have yielded some promising results. White light - AI models detected precancerous lesions from photos with an accuracy score of 0.84 (<xref ref-type="bibr" rid="B62">62</xref>). Adjunct diagnostic tools like AI-enabled, dual-mode imaging (white light and auto-fluorescence) have shown 87&#x0025; sensitivity and 86&#x0025; specificity (<xref ref-type="bibr" rid="B63">63</xref>). Biomarker-based oral cytology, a minimally-invasive method, has proven to be alternative for invasive biopsies. A recent study found that biomarkers (Cyclin D1, CD44, MAA, SNA-1) can accurately detect high-risk oral lesions with 89&#x0025; sensitivity and 92&#x0025; specificity in identifying high-grade dysplasia and oral cancer (<xref ref-type="bibr" rid="B64">64</xref>). Currently, however, none of the tools available for early detection of oral cancer have been implemented for use by the general public, suggesting the need to move the technology into the hands of younger people already equipped with smartphones and the desire to ensure their elders&#x0027; health. Further research will need to focus on whether or not this technology can be used in populations with low digital and traditional literacy skills and test options to adapt this technology in these populations.</p>
</sec>
<sec id="s5"><title>Limitations</title>
<p>This study was restricted to participants in urban settings, specifically New Delhi, due to time and resource limitations, and convenience sampling was used. As such, we may have introduced a potential selection bias. In addition, as with any focus group session with multiple attendees, a social desirability bias may have been introduced, affecting the accuracy of the findings. Many of the younger individuals who participated in the e-surveys and focus groups attended a university in New Delhi and represented a more educated group than typical of the general population. As such our study population was not representative of the end user population, individuals in rural communities who may have older phone systems and low Internet access. But as image capturing of oral cavities is a relatively new technology, we wanted to focus at this stage on creating an easy-to-use interface. In subsequent research we will work on ways to adapt the technology to low Internet resource settings and low digital literacy populations. Other limitations are that the initial health screenings are self-reported and therefore subject to bias.</p>
</sec>
<sec id="s6" sec-type="conclusions"><title>Conclusion</title>
<p>The potential for mHealth screenings to save lives and reduce health care costs is vast considering the prevalence of SLT and tobacco use (26&#x0025;) (<xref ref-type="bibr" rid="B65">65</xref>) and the population of India (1.4 billion in 2025). With the telecommunications infrastructure in India transitioning to 5G, there is potential for the product in India as well as other low and middle-income countries (LMICs) to improve population surveillance and screening programs and thereby lower mortality due to OC. Future research can focus on using teledentistry services to avoid time lost to travel back and forth to clinics and to provide additional privacy by providing an initial consultation from the home. Once commercialized, OC-DETECT will have the ability to empower and educate at-risk populations and, in so doing, improve rates of prevention screenings and early detection of oral cancer, thereby reducing morbidity and mortality rates in India, LMIC countries and rural regions of the United States. Employing formative research with a user-centered focus early in the design process can reduce production costs and enhance feasibility and acceptability of the final prototype design.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="data-availability"><title>Data availability statement</title>
<p>The raw de-identified data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s8" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The studies involving humans were approved by Indian Cancer Society Institutional Review Board. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s9" sec-type="author-contributions"><title>Author contributions</title>
<p>KI: Methodology, Validation, Investigation, Formal analysis, Writing &#x2013; review &#x0026; editing, Funding acquisition, Conceptualization, Supervision, Writing &#x2013; original draft, Project administration. PB: Conceptualization, Writing &#x2013; review &#x0026; editing, Supervision, Writing &#x2013; original draft, Methodology, Investigation. MS: Formal analysis, Investigation, Writing &#x2013; original draft, Project administration, Supervision, Writing &#x2013; review &#x0026; editing, Methodology. KP: Investigation, Writing &#x2013; review &#x0026; editing, Project administration, Methodology, Writing &#x2013; original draft. AG: Writing &#x2013; original draft, Project administration, Investigation, Writing &#x2013; review &#x0026; editing, Methodology. LS: Methodology, Investigation, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. JS: Validation, Formal analysis, Writing &#x2013; review &#x0026; editing, Investigation, Visualization, Data curation, Methodology, Writing &#x2013; original draft, Software. YW: Funding acquisition, Conceptualization, Investigation, Project administration, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Methodology. YC: Investigation, Methodology, Project administration, Writing &#x2013; original draft, Formal analysis, Writing &#x2013; review &#x0026; editing. HC: Data curation, Project administration, Conceptualization, Validation, Investigation, Funding acquisition, Writing &#x2013; original draft, Methodology, Supervision, Formal analysis, Writing &#x2013; review &#x0026; editing, Software, Visualization. TM: Project administration, Writing &#x2013; review &#x0026; editing, Validation, Visualization, Data curation, Supervision, Methodology, Formal analysis, Investigation, Software, Conceptualization, Funding acquisition, Writing &#x2013; original draft.</p>
</sec>
<sec id="s11" sec-type="COI-statement"><title>Conflict of interest</title>
<p>Authors TM and HC own Benten Technologies, a commercial enterprise. Authors KI, KP, AG, JS and YC were employed by company Benten Technologies.</p>
<p>The remaining author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s12" sec-type="ai-statement"><title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s14" sec-type="disclaimer"><title>Publisher&#x0027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s13" sec-type="supplementary-material"><title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fdgth.2025.1738874/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fdgth.2025.1738874/full&#x0023;supplementary-material</ext-link></p>
<supplementary-material xlink:href="Datasheet1.pdf" id="SM1" mimetype="application/pdf"/>
</sec>
<ref-list><title>References</title>
<ref id="B1"><label>1.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bray</surname> <given-names>F</given-names></name> <name><surname>Laversanne</surname> <given-names>M</given-names></name> <name><surname>Sung</surname> <given-names>H</given-names></name> <name><surname>Ferlay</surname> <given-names>J</given-names></name> <name><surname>Siegel</surname> <given-names>RL</given-names></name> <name><surname>Soerjomataram</surname> <given-names>I</given-names></name><etal/></person-group> <article-title>Global cancer statistics 2022: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries</article-title>. <source>CA Cancer J Clin</source>. (<year>2024</year>) <volume>74</volume>(<issue>3</issue>):<fpage>229</fpage>&#x2013;<lpage>63</lpage>. <pub-id pub-id-type="doi">10.3322/caac.21834</pub-id><pub-id pub-id-type="pmid">38572751</pub-id></mixed-citation></ref>
<ref id="B2"><label>2.</label><mixed-citation publication-type="other"><collab>PDQ Screening and Prevention Editorial Board</collab>. <comment>Oral Cavity and Oropharyngeal Cancer Screening (PDQ&#x00AE;): Health Professional Version (2015). Board PS and PE, editor. PDQ Cancer Information Summaries</comment>.</mixed-citation></ref>
<ref id="B3"><label>3.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kijowska</surname> <given-names>J</given-names></name> <name><surname>Grzegorczyk</surname> <given-names>J</given-names></name> <name><surname>Gliwa</surname> <given-names>K</given-names></name> <name><surname>J&#x0119;dras</surname> <given-names>A</given-names></name> <name><surname>Sitarz</surname> <given-names>M</given-names></name></person-group>. <article-title>Epidemiology, diagnostics, and therapy of oral cancer&#x2014;update review</article-title>. <source>Cancers (Basel)</source>. (<year>2024</year>) <volume>16</volume>(<issue>18</issue>):<fpage>3156</fpage>. <pub-id pub-id-type="doi">10.3390/cancers16183156</pub-id><pub-id pub-id-type="pmid">39335128</pub-id></mixed-citation></ref>
<ref id="B4"><label>4.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Jacob</surname> <given-names>AM</given-names></name> <name><surname>Jacob</surname> <given-names>J</given-names></name> <name><surname>Mary P</surname> <given-names>MM</given-names></name> <name><surname>Shetty</surname> <given-names>AK</given-names></name></person-group>. <article-title>Smoked out or chewed up: trends in tobacco consumption in India using national family health survey data from 2015 to 2016 and 2019 to 2021</article-title>. <source>BMJ Open</source>. (<year>2025</year>) <volume>15</volume>(<issue>10</issue>):<fpage>e094133</fpage>. <pub-id pub-id-type="doi">10.1136/bmjopen-2024-094133</pub-id><pub-id pub-id-type="pmid">41151964</pub-id></mixed-citation></ref>
<ref id="B5"><label>5.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>M</given-names></name> <name><surname>Li</surname> <given-names>J</given-names></name> <name><surname>Su</surname> <given-names>W</given-names></name> <name><surname>Huang</surname> <given-names>J</given-names></name> <name><surname>Yang</surname> <given-names>C</given-names></name> <name><surname>Li</surname> <given-names>R</given-names></name><etal/></person-group> <article-title>Global burden of lip and oral cavity cancer from 1990 to 2021 and projection to 2040: findings from the 2021 global burden of disease study</article-title>. <source>Cancer Med</source>. (<year>2025</year>) <volume>14</volume>(<issue>9</issue>):<fpage>e70957</fpage>. <pub-id pub-id-type="doi">10.1002/cam4.70957</pub-id><pub-id pub-id-type="pmid">40347073</pub-id></mixed-citation></ref>
<ref id="B6"><label>6.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Rawat</surname> <given-names>R</given-names></name> <name><surname>Chauhan</surname> <given-names>BG</given-names></name> <name><surname>Jungari</surname> <given-names>S</given-names></name></person-group>. <source>An Examination of Oral Cancer Screening Among Men in India. Glob Soc Welf [Internet] Vol 11(3)</source>. (<year>2024</year>). <comment>Available online at: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s40609-024-00358-2">https://doi.org/10.1007/s40609-024-00358-2</ext-link> (Accessed April 29, 2025).</comment></mixed-citation></ref>
<ref id="B7"><label>7.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Joseph</surname> <given-names>I</given-names></name> <name><surname>Rooban</surname> <given-names>T</given-names></name> <name><surname>Ranganathan</surname> <given-names>K</given-names></name></person-group>. <article-title>Tobacco use, oral cancer screening, and oral disease burden in Indian women</article-title>. <source>Indian J Dent Res</source>. (<year>2017</year>) <volume>28</volume>(<issue>6</issue>):<fpage>706</fpage>. <pub-id pub-id-type="doi">10.4103/ijdr.IJDR_330_17</pub-id><pub-id pub-id-type="pmid">29256475</pub-id></mixed-citation></ref>
<ref id="B8"><label>8.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Narang</surname> <given-names>P</given-names></name> <name><surname>Dhoble</surname> <given-names>A</given-names></name> <name><surname>Mathur</surname> <given-names>M</given-names></name> <name><surname>Rana</surname> <given-names>S</given-names></name> <name><surname>Mason</surname> <given-names>S</given-names></name> <name><surname>Ali</surname> <given-names>A</given-names></name></person-group>. <article-title>India&#x0027;s oral health outlook: challenges, economic impact and need for preventative strategies</article-title>. <source>Frontiers in Dental Medicine</source>. (<year>2025</year>) <volume>6</volume>:<fpage>1544899</fpage>. <pub-id pub-id-type="doi">10.3389/fdmed.2025.1544899</pub-id><pub-id pub-id-type="pmid">40270521</pub-id></mixed-citation></ref>
<ref id="B9"><label>9.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Olickal</surname> <given-names>JJ</given-names></name> <name><surname>Devasia</surname> <given-names>JT</given-names></name> <name><surname>Thankappan</surname> <given-names>KR</given-names></name></person-group>. <article-title>Prevalence and factors associated with oral cancer screening among tobacco users in India: findings from the national family health survey-5</article-title>. <source>Indian J Public Health</source>. (<year>2025</year>) <volume>69</volume>(<issue>4</issue>):<fpage>483</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.4103/ijph.ijph_534_24</pub-id><pub-id pub-id-type="pmid">40964758</pub-id></mixed-citation></ref>
<ref id="B10"><label>10.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Coelho</surname> <given-names>KR</given-names></name></person-group>. <article-title>Challenges of the oral cancer burden in India</article-title>. <source>J Cancer Epidemiol</source>. (<year>2012</year>) <volume>2012</volume>:<fpage>701932</fpage>. <pub-id pub-id-type="doi">10.1155/2012/701932</pub-id><pub-id pub-id-type="pmid">23093961</pub-id></mixed-citation></ref>
<ref id="B11"><label>11.</label><mixed-citation publication-type="other"><collab>Ministry of Health and Family Welfare</collab>. <comment>National Programme for Prevention and Control of Cancer, Diabetes, Cardiovascular Diseases and Stroke (NPCDCS) (2021). Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.pib.gov.in/PressReleaseIframePage.aspx?PRID=1781273#:~:text=Under%20the%20National%20Programme%20for,the%20treatment%20of%20common%20NCDs">https://www.pib.gov.in/PressReleaseIframePage.aspx?PRID&#x003D;1781273&#x0023;:&#x223C;:text&#x003D;Under&#x0025;20the&#x0025;20National&#x0025;20Programme&#x0025;20for,the&#x0025;20treatment&#x0025;20of&#x0025;20common&#x0025;20NCDs</ext-link> <comment>(accessed August 19, 2020)</comment>.</mixed-citation></ref>
<ref id="B12"><label>12.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Pramesh</surname> <given-names>CS</given-names></name> <name><surname>Badwe</surname> <given-names>RA</given-names></name> <name><surname>Borthakur</surname> <given-names>BB</given-names></name> <name><surname>Chandra</surname> <given-names>M</given-names></name> <name><surname>Raj</surname> <given-names>EH</given-names></name> <name><surname>Kannan</surname> <given-names>T</given-names></name><etal/></person-group> <article-title>Delivery of affordable and equitable cancer care in India</article-title>. <source>Lancet Oncol</source>. (<year>2014</year>) <volume>15</volume>(<issue>6</issue>):<fpage>e223</fpage>&#x2013;<lpage>33</lpage>. <pub-id pub-id-type="doi">10.1016/S1470-2045(14)70117-2</pub-id><pub-id pub-id-type="pmid">24731888</pub-id></mixed-citation></ref>
<ref id="B13"><label>13.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Orton</surname> <given-names>M</given-names></name> <name><surname>Agarwal</surname> <given-names>S</given-names></name> <name><surname>Muhoza</surname> <given-names>P</given-names></name> <name><surname>Vasudevan</surname> <given-names>L</given-names></name> <name><surname>Vu</surname> <given-names>A</given-names></name></person-group>. <article-title>Strengthening delivery of health services using digital devices</article-title>. <source>Glob Health Sci Pract</source>. (<year>2018</year>) <volume>6</volume>:<fpage>S61</fpage>&#x2013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.9745/GHSP-D-18-00229</pub-id><pub-id pub-id-type="pmid">30305340</pub-id></mixed-citation></ref>
<ref id="B14"><label>14.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Baccon</surname> <given-names>LA</given-names></name> <name><surname>Chiarovano</surname> <given-names>E</given-names></name> <name><surname>MacDougall</surname> <given-names>HG</given-names></name></person-group>. <article-title>Virtual reality for teletherapy: avatars may combine the benefits of face-to-face communication with the anonymity of online text-based communication</article-title>. <source>Cyberpsychol Behav Social Network</source>. (<year>2019</year>) <volume>22</volume>(<issue>2</issue>):<fpage>158</fpage>&#x2013;<lpage>65</lpage>. <pub-id pub-id-type="doi">10.1089/cyber.2018.0247</pub-id></mixed-citation></ref>
<ref id="B15"><label>15.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Tongpeth</surname> <given-names>J</given-names></name> <name><surname>Du</surname> <given-names>HY</given-names></name> <name><surname>Clark</surname> <given-names>RA</given-names></name></person-group>. <article-title>Development and feasibility testing of an avatar-based education application for patients with acute coronary syndrome</article-title>. <source>J Clin Nurs</source>. (<year>2018</year>) <volume>27</volume>(<issue>19&#x2013;20</issue>):<fpage>3561</fpage>&#x2013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1111/jocn.14528</pub-id><pub-id pub-id-type="pmid">29777554</pub-id></mixed-citation></ref>
<ref id="B16"><label>16.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Dworkin</surname> <given-names>M</given-names></name> <name><surname>Chakraborty</surname> <given-names>A</given-names></name> <name><surname>Lee</surname> <given-names>S</given-names></name> <name><surname>Monahan</surname> <given-names>C</given-names></name> <name><surname>Hightow-Weidman</surname> <given-names>L</given-names></name> <name><surname>Garofalo</surname> <given-names>R</given-names></name><etal/></person-group> <article-title>A realistic talking human embodied agent mobile phone intervention to promote HIV medication adherence and retention in care in young HIV-positive African American men who have sex with men: qualitative study</article-title>. <source>JMIR Mhealth Uhealth</source>. (<year>2018</year>) <volume>6</volume>(<issue>7</issue>):<fpage>e10211</fpage>. <pub-id pub-id-type="doi">10.2196/10211</pub-id><pub-id pub-id-type="pmid">30064971</pub-id></mixed-citation></ref>
<ref id="B17"><label>17.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Dworkin</surname> <given-names>MS</given-names></name> <name><surname>Lee</surname> <given-names>S</given-names></name> <name><surname>Chakraborty</surname> <given-names>A</given-names></name> <name><surname>Monahan</surname> <given-names>C</given-names></name> <name><surname>Hightow-Weidman</surname> <given-names>L</given-names></name> <name><surname>Garofalo</surname> <given-names>R</given-names></name><etal/></person-group> <article-title>Acceptability, feasibility, and preliminary efficacy of a theory-based relational embodied conversational agent mobile phone intervention to promote HIV medication adherence in young HIV-positive African American MSM</article-title>. <source>AIDS Educ Prev</source>. (<year>2019</year>) <volume>31</volume>(<issue>1</issue>):<fpage>17</fpage>&#x2013;<lpage>37</lpage>. <pub-id pub-id-type="doi">10.1521/aeap.2019.31.1.17</pub-id><pub-id pub-id-type="pmid">30742481</pub-id></mixed-citation></ref>
<ref id="B18"><label>18.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Khanna</surname> <given-names>D</given-names></name> <name><surname>Mishra</surname> <given-names>A</given-names></name> <name><surname>Birur</surname> <given-names>P</given-names></name> <name><surname>Shruti</surname> <given-names>T</given-names></name> <name><surname>Gurushanth</surname> <given-names>K</given-names></name> <name><surname>Mukhia</surname> <given-names>N</given-names></name><etal/></person-group> <article-title>A prospective study on diagnostic accuracy of technology-enabled early detection of oral cancer and epidemiology of tobacco and other substances use in rural India</article-title>. <source>Cancer</source>. (<year>2025</year>) <volume>131</volume>(<issue>1</issue>):<fpage>e35702</fpage>. <pub-id pub-id-type="doi">10.1002/cncr.35702</pub-id><pub-id pub-id-type="pmid">39748663</pub-id></mixed-citation></ref>
<ref id="B19"><label>19.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Yi</surname> <given-names>JY</given-names></name> <name><surname>Kim</surname> <given-names>Y</given-names></name> <name><surname>Cho</surname> <given-names>YM</given-names></name> <name><surname>Kim</surname> <given-names>H</given-names></name></person-group>. <article-title>Self-management of chronic conditions using mhealth interventions in Korea: a systematic review</article-title>. <source>Healthc Inform Res</source>. (<year>2018</year>) <volume>24</volume>(<issue>3</issue>):<fpage>187</fpage>&#x2013;<lpage>97</lpage>. <pub-id pub-id-type="doi">10.4258/hir.2018.24.3.187</pub-id><pub-id pub-id-type="pmid">30109152</pub-id></mixed-citation></ref>
<ref id="B20"><label>20.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Beratarrechea</surname> <given-names>A</given-names></name> <name><surname>Lee</surname> <given-names>AG</given-names></name> <name><surname>Willner</surname> <given-names>JM</given-names></name> <name><surname>Jahangir</surname> <given-names>E</given-names></name> <name><surname>Ciapponi</surname> <given-names>A</given-names></name> <name><surname>Rubinstein</surname> <given-names>A</given-names></name></person-group>. <article-title>The impact of mobile health interventions on chronic disease outcomes in developing countries: a systematic review</article-title>. <source>Telemedicine e-Health</source>. (<year>2014</year>) <volume>20</volume>(<issue>1</issue>):<fpage>75</fpage>&#x2013;<lpage>82</lpage>. <pub-id pub-id-type="doi">10.1089/tmj.2012.0328</pub-id><pub-id pub-id-type="pmid">24205809</pub-id></mixed-citation></ref>
<ref id="B21"><label>21.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Birur</surname> <given-names>PN</given-names></name> <name><surname>Gurushanth</surname> <given-names>K</given-names></name> <name><surname>Patrick</surname> <given-names>S</given-names></name> <name><surname>Sunny</surname> <given-names>S</given-names></name> <name><surname>Raghavan</surname> <given-names>S</given-names></name> <name><surname>Gurudath</surname> <given-names>S</given-names></name><etal/></person-group> <article-title>Role of community health worker in a mobile health program for early detection of oral cancer</article-title>. <source>Indian J Cancer</source>. (<year>2019</year>) <volume>56</volume>(<issue>2</issue>):<fpage>107</fpage>. <pub-id pub-id-type="doi">10.4103/ijc.IJC_232_18</pub-id><pub-id pub-id-type="pmid">31062727</pub-id></mixed-citation></ref>
<ref id="B22"><label>22.</label><mixed-citation publication-type="other"><person-group person-group-type="author"><name><surname>Thankappan</surname> <given-names>K</given-names></name> <name><surname>Birur</surname> <given-names>PN</given-names></name> <name><surname>Raj</surname> <given-names>M</given-names></name> <name><surname>Djalalov</surname> <given-names>S</given-names></name> <name><surname>Subramanian</surname> <given-names>S</given-names></name> <name><surname>Iyer</surname> <given-names>S</given-names></name><etal/></person-group> <article-title>Oral cancer screening using mobile phone-based(mHealth) approach versus conventional oral examination approach, protocol of a cluster randomized study with cost-effectiveness analysis</article-title>. <source>Int J Surg Protoc</source> <year>2020</year>;<volume>23</volume>:<fpage>1</fpage>&#x2013;<lpage>5</lpage>.</mixed-citation></ref>
<ref id="B23"><label>23.</label><mixed-citation publication-type="other"><collab>RCR Wireless News</collab>. <comment>The Current State of 5G Deployments in India (2024). Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.rcrwireless.com/20240102/featured/current-state-5g-deployments-india">https://www.rcrwireless.com/20240102/featured/current-state-5g-deployments-india</ext-link> <comment>(accessed March 27, 2025).</comment></mixed-citation></ref>
<ref id="B24"><label>24.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Renker</surname> <given-names>PR</given-names></name></person-group>. <article-title>Breaking the barriers: the promise of computer-assisted screening for intimate partner violence</article-title>. <source>J Midwifery Womens Health</source>. (<year>2008</year>) <volume>53</volume>(<issue>6</issue>):<fpage>496</fpage>&#x2013;<lpage>503</lpage>. <pub-id pub-id-type="doi">10.1016/j.jmwh.2008.07.017</pub-id><pub-id pub-id-type="pmid">18984505</pub-id></mixed-citation></ref>
<ref id="B25"><label>25.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Al-Kaabi</surname> <given-names>R</given-names></name> <name><surname>Gamboa</surname> <given-names>ABO</given-names></name> <name><surname>Williams</surname> <given-names>D</given-names></name> <name><surname>Marcenes</surname> <given-names>W</given-names></name></person-group>. <article-title>Social inequalities in oral cancer literacy in an adult population in a multicultural deprived area of the UK</article-title>. <source>J Public Health</source>. (<year>2016</year>) <volume>38</volume>(<issue>3</issue>):<fpage>474</fpage>&#x2013;<lpage>82</lpage>. <pub-id pub-id-type="doi">10.1093/pubmed/fdv116</pub-id></mixed-citation></ref>
<ref id="B26"><label>26.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bhattacharjee</surname> <given-names>GS</given-names></name></person-group>. <article-title>Oral cancer awareness and attitude toward its screening: a study among people with different occupations</article-title>. <source>Indian J Multidiscip Dent</source>. (<year>2018</year>) <volume>8</volume>(<issue>2</issue>):<fpage>61</fpage>. <pub-id pub-id-type="doi">10.4103/ijmd.ijmd_19_18</pub-id></mixed-citation></ref>
<ref id="B27"><label>27.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kaphingst</surname> <given-names>KA</given-names></name> <name><surname>Peterson</surname> <given-names>E</given-names></name> <name><surname>Zhao</surname> <given-names>J</given-names></name> <name><surname>Gaysynsky</surname> <given-names>A</given-names></name> <name><surname>Elrick</surname> <given-names>A</given-names></name> <name><surname>Hong</surname> <given-names>SJ</given-names></name><etal/></person-group> <article-title>Cancer communication research in the era of genomics and precision medicine: a scoping review</article-title>. <source>Genet Med</source>. (<year>2019</year>) <volume>21</volume>(<issue>8</issue>):<fpage>1691</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1038/s41436-018-0402-0</pub-id><pub-id pub-id-type="pmid">30573799</pub-id></mixed-citation></ref>
<ref id="B28"><label>28.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Tax</surname> <given-names>CL</given-names></name> <name><surname>Haslam</surname> <given-names>SK</given-names></name> <name><surname>Brillant</surname> <given-names>MGS</given-names></name> <name><surname>Doucette</surname> <given-names>HJ</given-names></name> <name><surname>Cameron</surname> <given-names>JE</given-names></name> <name><surname>Wade</surname> <given-names>SE</given-names></name></person-group>. <article-title>Oral cancer screening: knowledge is not enough</article-title>. <source>Int J Dent Hyg</source>. (<year>2017</year>) <volume>15</volume>(<issue>3</issue>):<fpage>179</fpage>&#x2013;<lpage>86</lpage>. <pub-id pub-id-type="doi">10.1111/idh.12172</pub-id><pub-id pub-id-type="pmid">26333090</pub-id></mixed-citation></ref>
<ref id="B29"><label>29.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Murukutla</surname> <given-names>N</given-names></name> <name><surname>Turk</surname> <given-names>T</given-names></name> <name><surname>Prasad</surname> <given-names>CVS</given-names></name> <name><surname>Saradhi</surname> <given-names>R</given-names></name> <name><surname>Kaur</surname> <given-names>J</given-names></name> <name><surname>Gupta</surname> <given-names>S</given-names></name><etal/></person-group> <article-title>Results of a national mass media campaign in India to warn against the dangers of smokeless tobacco consumption</article-title>. <source>Tob Control</source>. (<year>2012</year>) <volume>21</volume>(<issue>1</issue>):<fpage>12</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1136/tc.2010.039438</pub-id><pub-id pub-id-type="pmid">21508418</pub-id></mixed-citation></ref>
<ref id="B30"><label>30.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Livingstone-Banks</surname> <given-names>J</given-names></name> <name><surname>Vidyasagaran</surname> <given-names>AL</given-names></name> <name><surname>Croucher</surname> <given-names>R</given-names></name> <name><surname>Siddiqui</surname> <given-names>F</given-names></name> <name><surname>Zhu</surname> <given-names>S</given-names></name> <name><surname>Kidwai</surname> <given-names>Z</given-names></name><etal/></person-group> <article-title>Interventions for smokeless tobacco use cessation</article-title>. <source>Cochrane Database Syst Rev</source>. (<year>2025</year>) <volume>4</volume>(<issue>4</issue>):<fpage>CD015314</fpage>. <pub-id pub-id-type="doi">10.1002/14651858.CD015314.pub2</pub-id><pub-id pub-id-type="pmid">40232040</pub-id></mixed-citation></ref>
<ref id="B31"><label>31.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Shah</surname> <given-names>A</given-names></name> <name><surname>Bhushan</surname> <given-names>B</given-names></name> <name><surname>Akhtar</surname> <given-names>S</given-names></name> <name><surname>Singh</surname> <given-names>PK</given-names></name> <name><surname>Garg</surname> <given-names>M</given-names></name> <name><surname>Gupta</surname> <given-names>M</given-names></name></person-group>. <article-title>Effectiveness of mouth self-examination for screening of oral premalignant/malignant diseases in tribal population of Dehradun district</article-title>. <source>J Family Med Prim Care</source>. (<year>2020</year>) <volume>9</volume>(<issue>8</issue>):<fpage>4381</fpage>&#x2013;<lpage>5</lpage>. <pub-id pub-id-type="doi">10.4103/jfmpc.jfmpc_535_20</pub-id><pub-id pub-id-type="pmid">33110864</pub-id></mixed-citation></ref>
<ref id="B32"><label>32.</label><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Sankaranarayanan</surname> <given-names>R</given-names></name> <name><surname>Ramadas</surname> <given-names>K</given-names></name> <name><surname>Amarasinghe</surname> <given-names>H</given-names></name> <name><surname>Subramanian</surname> <given-names>S</given-names></name> <name><surname>Johnson</surname> <given-names>N</given-names></name></person-group>. <article-title>Chapter 5: oral cancer prevention, early detection and treatment</article-title>. In: <person-group person-group-type="editor"><name><surname>Gelband</surname> <given-names>H</given-names></name> <name><surname>Jha</surname> <given-names>P</given-names></name> <name><surname>Sankaranarayanan</surname> <given-names>R</given-names></name><etal/></person-group>, editors. <source>Cancer: Disease Control Priorities, Third Edition (Volume 3) [Internet]</source>. <publisher-loc>Washington (DC)</publisher-loc>: <publisher-name>The World Bank</publisher-name> (<year>2015</year>). <comment>Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/books/NBK343649/">https://www.ncbi.nlm.nih.gov/books/NBK343649/</ext-link> <comment>(Accessed August 17, 2020)</comment>.</mixed-citation></ref>
<ref id="B33"><label>33.</label><mixed-citation publication-type="book"><collab>IARC Working Group on the Evaluation of Cancer-Preventive Interventions</collab>. <source>Oral Cancer Prevention</source>. <publisher-loc>Lyon (FR)</publisher-loc>: <publisher-name>International Agency for Research on Cancer</publisher-name> (<year>2023</year>). <comment>Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/books/NBK611816/">https://www.ncbi.nlm.nih.gov/books/NBK611816/</ext-link></comment></mixed-citation></ref>
<ref id="B34"><label>34.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Mathew</surname> <given-names>B</given-names></name> <name><surname>Sankaranarayanan</surname> <given-names>R</given-names></name> <name><surname>Wesley</surname> <given-names>R</given-names></name> <name><surname>Nair</surname> <given-names>MK</given-names></name></person-group>. <article-title>Evaluation of mouth self-examination in the control of oral cancer</article-title>. <source>Br J Cancer</source>. (<year>1995</year>) <volume>71</volume>(<issue>2</issue>):<fpage>397</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1038/bjc.1995.81</pub-id><pub-id pub-id-type="pmid">7841060</pub-id></mixed-citation></ref>
<ref id="B35"><label>35.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Elango</surname> <given-names>KJ</given-names></name> <name><surname>Anandkrishnan</surname> <given-names>N</given-names></name> <name><surname>Suresh</surname> <given-names>A</given-names></name> <name><surname>Iyer</surname> <given-names>SK</given-names></name> <name><surname>Ramaiyer</surname> <given-names>SK</given-names></name> <name><surname>Kuriakose</surname> <given-names>MA</given-names></name></person-group>. <article-title>Mouth self-examination to improve oral cancer awareness and early detection in a high-risk population</article-title>. <source>Oral Oncol</source>. (<year>2011</year>) <volume>47</volume>(<issue>7</issue>):<fpage>620</fpage>&#x2013;<lpage>4</lpage>. <pub-id pub-id-type="doi">10.1016/j.oraloncology.2011.05.001</pub-id><pub-id pub-id-type="pmid">21646040</pub-id></mixed-citation></ref>
<ref id="B36"><label>36.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Singh</surname> <given-names>K</given-names></name> <name><surname>Sharma</surname> <given-names>D</given-names></name> <name><surname>Kaur</surname> <given-names>M</given-names></name> <name><surname>Gauba</surname> <given-names>K</given-names></name> <name><surname>Thakur</surname> <given-names>JS</given-names></name> <name><surname>Kumar</surname> <given-names>R</given-names></name></person-group>. <article-title>Effect of health education on awareness about oral cancer and oral self-examination</article-title>. <source>J Educ Health Promot</source>. (<year>2017</year>) <volume>6</volume>(<issue>1</issue>):<fpage>27</fpage>. <pub-id pub-id-type="doi">10.4103/jehp.jehp_82_15</pub-id><pub-id pub-id-type="pmid">28584827</pub-id></mixed-citation></ref>
<ref id="B37"><label>37.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Vaishampayan</surname> <given-names>S</given-names></name> <name><surname>Malik</surname> <given-names>A</given-names></name> <name><surname>Pawar</surname> <given-names>P</given-names></name> <name><surname>Arya</surname> <given-names>K</given-names></name> <name><surname>Chaturvedi</surname> <given-names>P</given-names></name></person-group>. <article-title>&#x00A0;Short message service prompted mouth self-examination in oral cancer patients as an alternative to frequent hospital-based surveillance</article-title>. <source>South Asian J Cancer</source>. (<year>2017</year>) <volume>6</volume>(<issue>4</issue>):<fpage>161</fpage>&#x2013;<lpage>164</lpage>. <pub-id pub-id-type="doi">10.4103/sajc.sajc_258_16</pub-id><pub-id pub-id-type="pmid">29404294</pub-id></mixed-citation></ref>
<ref id="B38"><label>38.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Reid Britt</surname> <given-names>C</given-names></name></person-group>. <article-title>Visual screening for oral cancer may reduce oral cancer mortality in high-risk adult populations through early diagnosis and treatment</article-title>. <source>J Evid-Based Dent Pract</source>. <year>2013</year>;<volume>13</volume>(4): <fpage>174</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1016/j.jebdp.2013.10.013</pub-id><pub-id pub-id-type="pmid">24237744</pub-id></mixed-citation></ref>
<ref id="B39"><label>39.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sankaranarayanan</surname> <given-names>R</given-names></name> <name><surname>Ramadas</surname> <given-names>K</given-names></name> <name><surname>Thara</surname> <given-names>S</given-names></name> <name><surname>Muwonge</surname> <given-names>R</given-names></name> <name><surname>Thomas</surname> <given-names>G</given-names></name> <name><surname>Anju</surname> <given-names>G</given-names></name><etal/></person-group> <article-title>Long term effect of visual screening on oral cancer incidence and mortality in a randomized trial in Kerala, India</article-title>. <source>Oral Oncol</source>. (<year>2013</year>) <volume>49</volume>(<issue>4</issue>):<fpage>314</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1016/j.oraloncology.2012.11.004</pub-id><pub-id pub-id-type="pmid">23265945</pub-id></mixed-citation></ref>
<ref id="B40"><label>40.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Charanthimath</surname> <given-names>U</given-names></name> <name><surname>Vidler</surname> <given-names>M</given-names></name> <name><surname>Katageri</surname> <given-names>G</given-names></name> <name><surname>Ramadurg</surname> <given-names>U</given-names></name> <name><surname>Karadiguddi</surname> <given-names>C</given-names></name> <name><surname>Kavi</surname> <given-names>A</given-names></name><etal/></person-group> <article-title>The feasibility of task-sharing the identification, emergency treatment, and referral for women with pre-eclampsia by community health workers in India</article-title>. <source>Reprod Health</source>. (<year>2018</year>) <volume>15</volume>(<issue>Suppl 1</issue>):<fpage>101</fpage>. <pub-id pub-id-type="doi">10.1186/s12978-018-0532-5</pub-id><pub-id pub-id-type="pmid">29945662</pub-id></mixed-citation></ref>
<ref id="B41"><label>41.</label><mixed-citation publication-type="other"><collab>World Health Organization</collab>. <comment>Task Shifting Global Recommendations and Guidelines HIV/AIDS (2011). Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.who.int/healthsystems/task_shifting/en/">https://www.who.int/healthsystems/task_shifting/en/</ext-link> <comment>(accessed August 25, 2020).</comment></mixed-citation></ref>
<ref id="B42"><label>42.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nelson</surname> <given-names>R</given-names></name></person-group>. <article-title>Combating global health worker shortages</article-title>. <source>AJN, Am J Nurs</source>. (<year>2012</year>) <volume>112</volume>(<issue>12</issue>):<fpage>17</fpage>. <pub-id pub-id-type="doi">10.1097/01.NAJ.0000423494.77404.42</pub-id></mixed-citation></ref>
<ref id="B43"><label>43.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sharma</surname> <given-names>R</given-names></name> <name><surname>Webster</surname> <given-names>P</given-names></name> <name><surname>Bhattacharyya</surname> <given-names>S</given-names></name></person-group>. <article-title>Factors affecting the performance of community health workers in India: a multi-stakeholder perspective</article-title>. <source>Glob Health Action</source>. (<year>2014</year>) <volume>7</volume>(<issue>1</issue>):<fpage>25352</fpage>.<pub-id pub-id-type="pmid">25319596</pub-id></mixed-citation></ref>
<ref id="B44"><label>44.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Rehm</surname> <given-names>IC</given-names></name> <name><surname>Foenander</surname> <given-names>E</given-names></name> <name><surname>Wallace</surname> <given-names>K</given-names></name> <name><surname>Abbott</surname> <given-names>JAM</given-names></name> <name><surname>Kyrios</surname> <given-names>M</given-names></name> <name><surname>Thomas</surname> <given-names>N</given-names></name></person-group>. <article-title>What role can avatars play in e-mental health interventions? Exploring new models of client&#x2013;therapist interaction</article-title>. <source>Front Psychiatry</source>. (<year>2016</year>) <volume>7</volume>:<fpage>186</fpage>. <pub-id pub-id-type="doi">10.3389/fpsyt.2016.00186</pub-id><pub-id pub-id-type="pmid">27917128</pub-id></mixed-citation></ref>
<ref id="B45"><label>45.</label><mixed-citation publication-type="other"><collab>REDCap</collab>. <comment>Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://project-redcap.org/">https://project-redcap.org/</ext-link> <comment>(accessed April 29, 2025)</comment>.</mixed-citation></ref>
<ref id="B46"><label>46.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kidder</surname> <given-names>DP</given-names></name> <name><surname>Fierro</surname> <given-names>LA</given-names></name> <name><surname>Luna</surname> <given-names>E</given-names></name> <name><surname>Salvaggio</surname> <given-names>H</given-names></name> <name><surname>McWhorter</surname> <given-names>A</given-names></name> <name><surname>Bowen</surname> <given-names>SA</given-names></name><etal/></person-group> <article-title>Cdc program evaluation framework, 2024</article-title>. <source>MMWR Recomm Rep</source>. (<year>2024</year>) <volume>73</volume>(<issue>6</issue>):<fpage>1</fpage>&#x2013;<lpage>37</lpage>. <pub-id pub-id-type="doi">10.15585/mmwr.rr7306a1</pub-id><pub-id pub-id-type="pmid">39316770</pub-id></mixed-citation></ref>
<ref id="B47"><label>47.</label><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Miles</surname> <given-names>MB</given-names></name> <name><surname>Huberman</surname> <given-names>AM</given-names></name></person-group>. <source>Qualitative Data Analysis: An Expanded Sourcebook</source>. <edition>2nd ed</edition> <publisher-loc>Thousand Oaks, CA, US</publisher-loc>: <publisher-name>Sage Publications, Inc</publisher-name> (<year>1994</year>). p. <fpage>338</fpage>.</mixed-citation></ref>
<ref id="B48"><label>48.</label><mixed-citation publication-type="other"><collab>Springboard</collab>. <comment>Online Learning with Experts to Launch Your New Career. Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.springboard.com/">https://www.springboard.com/</ext-link> <comment>(accessed December 22, 2025)</comment>.</mixed-citation></ref>
<ref id="B49"><label>49.</label><mixed-citation publication-type="other"><collab>World Health Organization</collab>. <comment>Cancer Today. Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://gco.iarc.who.int/today/">https://gco.iarc.who.int/today/</ext-link> <comment>(accessed March 27, 2025)</comment>.</mixed-citation></ref>
<ref id="B50"><label>50.</label><mixed-citation publication-type="other"><collab>The Oral Cancer Foundation</collab>. <comment>Oral and oropharyngeal cancer information (2023). Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://oralcancerfoundation.org/">https://oralcancerfoundation.org/</ext-link> <comment>(accessed March 27, 2025)</comment>.</mixed-citation></ref>
<ref id="B51"><label>51.</label><mixed-citation publication-type="other"><collab>World Health Organization</collab>. <comment>GATS 2 Global Adult Tobacco Survey GATS Objectives GATS 2 Highlights (2016)</comment>.</mixed-citation></ref>
<ref id="B52"><label>52.</label><mixed-citation publication-type="other"><collab>World Health Organization</collab>. <comment>WHO Report on the Global Tobacco Epidemic (2023): Protect People from Tobacco Smoke. Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://escholarship.org/uc/item/7x18m7f9">https://escholarship.org/uc/item/7x18m7f9</ext-link> <comment>(accessed March 27, 2025)</comment></mixed-citation></ref>
<ref id="B53"><label>53.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kerr</surname> <given-names>A</given-names></name> <name><surname>Lodi</surname> <given-names>G</given-names></name></person-group>. <article-title>Management of oral potentially malignant disorders</article-title>. <source>Oral Dis</source>. (<year>2021</year>) <volume>27</volume>(<issue>8</issue>):<fpage>2008</fpage>&#x2013;<lpage>2025</lpage>. <pub-id pub-id-type="doi">10.1111/odi.13980</pub-id><pub-id pub-id-type="pmid">34324758</pub-id></mixed-citation></ref>
<ref id="B54"><label>54.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Mehanna</surname> <given-names>H</given-names></name> <name><surname>Rattay</surname> <given-names>T</given-names></name> <name><surname>Smith</surname> <given-names>J</given-names></name> <name><surname>McConkey</surname> <given-names>C</given-names></name></person-group>. <article-title>Treatment and follow-up of oral dysplasia&#x2014;a systematic review and meta-analysis</article-title>. <source>Head Neck</source>. (<year>2009</year>) <volume>31</volume>(<issue>12</issue>):<fpage>1600</fpage>&#x2013;<lpage>9</lpage>.<pub-id pub-id-type="pmid">19455705</pub-id></mixed-citation></ref>
<ref id="B55"><label>55.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Warnakulasuriya</surname> <given-names>S</given-names></name> <name><surname>Kerr</surname> <given-names>A</given-names></name></person-group>. <article-title>Oral cancer screening: past, present, and future</article-title>. <source>J Dent Res</source>. (<year>2021</year>) <volume>100</volume>(<issue>12):</issue><fpage>1313</fpage>&#x2013;<lpage>1320</lpage>. <pub-id pub-id-type="doi">10.1177/00220345211014795</pub-id><pub-id pub-id-type="pmid">34036828</pub-id></mixed-citation></ref>
<ref id="B56"><label>56.</label><mixed-citation publication-type="other"><collab>Readable</collab>. <comment>Flesch Reading Ease and the Flesch Kincaid Grade Level. Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://readable.com/readability/flesch-reading-ease-flesch-kincaid-grade-level/">https://readable.com/readability/flesch-reading-ease-flesch-kincaid-grade-level/</ext-link> <comment>(accessed December 22, 2025)</comment>.</mixed-citation></ref>
<ref id="B57"><label>57.</label><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Kincaid</surname> <given-names>JPF</given-names></name> <name><surname>Robert Robert</surname><given-names>P</given-names><suffix>Jr</suffix></name> <name><surname>Rogers Richard</surname> <given-names>L</given-names></name> <name><surname>Chissom Brad</surname> <given-names>SD</given-names></name></person-group>. <source>Derivation of New Readability Formulas (Automated Readability Index, Fog Count and Flesch Reading Ease Formula) for Navy Enlisted Personnel</source>. <publisher-loc>Millington</publisher-loc>: <publisher-name>Institute for Simulation and Training, University of Central Florida</publisher-name> (<year>1975</year>).</mixed-citation></ref>
<ref id="B58"><label>58.</label><mixed-citation publication-type="other"><collab>World Health Organization</collab>. <comment>Oral Health (2025). Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.who.int/news-room/fact-sheets/detail/oral-health">https://www.who.int/news-room/fact-sheets/detail/oral-health</ext-link> <comment>(accessed March 28, 2025)</comment>.</mixed-citation></ref>
<ref id="B59"><label>59.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ferlay</surname> <given-names>J</given-names></name> <name><surname>Soerjomatraam</surname> <given-names>I</given-names></name> <name><surname>Mery</surname> <given-names>L</given-names></name> <name><surname>Bray</surname> <given-names>F</given-names></name></person-group>. <article-title>Global cancer obervatory: cancer today</article-title>. <source>Cancer Today</source>. (<year>2018</year>). <comment>Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://gco.iarc.fr/today/home">https://gco.iarc.fr/today/home</ext-link> <comment>(accessed August 19, 2020)</comment>.</mixed-citation></ref>
<ref id="B60"><label>60.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Jain</surname> <given-names>A</given-names></name> <name><surname>Gupta</surname> <given-names>S</given-names></name></person-group>. <article-title>Do the recorded cases of oral cancer correspond to the actual numbers in India: the necessity of properly designed screening and surveying initiatives</article-title>. <source>Curr Probl Cancer</source>. (<year>2025</year>) <volume>54</volume>:<fpage>101173</fpage>. <pub-id pub-id-type="doi">10.1016/j.currproblcancer.2024.101173</pub-id><pub-id pub-id-type="pmid">39733513</pub-id></mixed-citation></ref>
<ref id="B61"><label>61.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Birur</surname> <given-names>PN</given-names></name> <name><surname>Sunny</surname> <given-names>SP</given-names></name> <name><surname>Jena</surname> <given-names>S</given-names></name> <name><surname>Kandasarma</surname> <given-names>U</given-names></name> <name><surname>Raghavan</surname> <given-names>S</given-names></name> <name><surname>Ramaswamy</surname> <given-names>B</given-names></name><etal/></person-group> <article-title>Mobile health application for remote oral cancer surveillance</article-title>. <source>J Am Dent Assoc</source>. (<year>2015</year>) <volume>146</volume>(<issue>12</issue>):<fpage>886</fpage>&#x2013;<lpage>94</lpage>. <pub-id pub-id-type="doi">10.1016/j.adaj.2015.05.020</pub-id><pub-id pub-id-type="pmid">26610833</pub-id></mixed-citation></ref>
<ref id="B62"><label>62.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Talwar</surname> <given-names>V</given-names></name> <name><surname>Singh</surname> <given-names>P</given-names></name> <name><surname>Mukhia</surname> <given-names>N</given-names></name> <name><surname>Shetty</surname> <given-names>A</given-names></name> <name><surname>Birur</surname> <given-names>PN</given-names></name> <name><surname>Desai</surname> <given-names>KM</given-names></name><etal/></person-group> <article-title>AI-Assisted screening of oral potentially malignant disorders using smartphone-based photographic images</article-title>. <source>Cancers (Basel)</source>. (<year>2023</year>) <volume>15</volume>(<issue>16</issue>):<fpage>4120</fpage>. <pub-id pub-id-type="doi">10.3390/cancers15164120</pub-id><pub-id pub-id-type="pmid">37627148</pub-id></mixed-citation></ref>
<ref id="B63"><label>63.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Birur</surname> <given-names>PN</given-names></name> <name><surname>Song</surname> <given-names>B</given-names></name> <name><surname>Sunny SP</surname> <given-names>GK</given-names></name> <name><surname>Mendonca</surname> <given-names>P</given-names></name> <name><surname>Mukhia</surname> <given-names>N</given-names></name><etal/></person-group> <article-title>Field validation of deep learning based point-of-care device for early detection of oral malignant and potentially malignant disorders</article-title>. <source>Sci Rep</source>. (<year>2022</year>) <volume>12</volume>(<issue>1</issue>):<fpage>14283</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-022-18249-x</pub-id><pub-id pub-id-type="pmid">35995987</pub-id></mixed-citation></ref>
<ref id="B64"><label>64.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sunny SP</surname> <given-names>DRR</given-names></name> <name><surname>Hariharan</surname> <given-names>A</given-names></name> <name><surname>Mukhia</surname> <given-names>N</given-names></name> <name><surname>Gurudath</surname> <given-names>S</given-names></name> <name><surname>Keerthi</surname> <given-names>G</given-names></name><etal/></person-group> <article-title>CD44-SNA1 integrated cytopathology for delineation of high grade dysplastic and neoplastic oral lesions</article-title>. <source>PLoS One</source>. (<year>2023</year>) <volume>18</volume>(<issue>9</issue>):<fpage>e0291972</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0291972</pub-id><pub-id pub-id-type="pmid">37747904</pub-id></mixed-citation></ref>
<ref id="B65"><label>65.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Suliankatchi</surname> <given-names>RA</given-names></name> <name><surname>Sinha</surname> <given-names>DN</given-names></name> <name><surname>Rath</surname> <given-names>R</given-names></name> <name><surname>Aryal</surname> <given-names>KK</given-names></name> <name><surname>Zaman</surname> <given-names>MM</given-names></name> <name><surname>Gupta</surname> <given-names>PC</given-names></name><etal/></person-group> <article-title>Smokeless tobacco use is &#x201C;replacing&#x201D; the smoking epidemic in the South-East Asia region</article-title>. <source>Nicotine Tob Res</source>. (<year>2017</year>) <volume>21</volume>(<issue>1</issue>):<fpage>95</fpage>&#x2013;<lpage>100</lpage>. <pub-id pub-id-type="doi">10.1093/ntr/ntx272</pub-id></mixed-citation></ref></ref-list>
<fn-group>
<fn id="n1" fn-type="custom" custom-type="edited-by"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1543926/overview">Yang Gong</ext-link>, University of Texas Health Science Center at Houston, United States</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3274304/overview">Mariam Sharaf</ext-link>, Ain Shams University, Egypt</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3278418/overview">Eduarda Gomes Onofre De Ara&#x00FA;jo</ext-link>, Universidade Federal da Paraiba Fundacao de Apoio a Pesquisa e a Extensao, Brazil</p></fn>
</fn-group>
</back>
</article>