<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "journalpublishing.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="2.0" xml:lang="en" article-type="research-article"><front><journal-meta><journal-id journal-id-type="nlm-ta">JMIR Form Res</journal-id><journal-id journal-id-type="publisher-id">formative</journal-id><journal-id journal-id-type="index">27</journal-id><journal-title>JMIR Formative Research</journal-title><abbrev-journal-title>JMIR Form Res</abbrev-journal-title><issn pub-type="epub">2561-326X</issn><publisher><publisher-name>JMIR Publications</publisher-name><publisher-loc>Toronto, Canada</publisher-loc></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">v10i1e63920</article-id><article-id pub-id-type="doi">10.2196/63920</article-id><article-categories><subj-group subj-group-type="heading"><subject>Viewpoint</subject></subj-group></article-categories><title-group><article-title>The Coordination on Mobile Pandemic Apps Best Practice and Solution Sharing (COMPASS) Framework: Holistic Approach to Pandemic mHealth Apps</article-title></title-group><contrib-group><contrib contrib-type="author"><name name-style="western"><surname>Elsner</surname><given-names>Christian</given-names></name><degrees>MD, MBA</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Winter</surname><given-names>Michael</given-names></name><degrees>Dr rer nat</degrees><xref ref-type="aff" rid="aff2">2</xref><xref ref-type="aff" rid="aff3">3</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Gocke</surname><given-names>Peter</given-names></name><degrees>DMed</degrees><xref ref-type="aff" rid="aff4">4</xref></contrib><contrib contrib-type="author" equal-contrib="yes"><name name-style="western"><surname>Pryss</surname><given-names>R&#x00FC;diger</given-names></name><degrees>Prof Dr</degrees><xref ref-type="aff" rid="aff2">2</xref><xref ref-type="aff" rid="aff3">3</xref><xref ref-type="fn" rid="equal-contrib1">*</xref></contrib><contrib contrib-type="author" equal-contrib="yes"><name name-style="western"><surname>Krefting</surname><given-names>Dagmar</given-names></name><degrees>Prof Dr</degrees><xref ref-type="aff" rid="aff5">5</xref><xref ref-type="aff" rid="aff6">6</xref><xref ref-type="fn" rid="equal-contrib1">*</xref></contrib></contrib-group><aff id="aff1"><institution>Center for Artificial Intelligence, University of L&#x00FC;beck</institution><addr-line>L&#x00FC;beck</addr-line><country>Germany</country></aff><aff id="aff2"><institution>Institute of Clinical Epidemiology and Biometry, University of W&#x00FC;rzburg</institution><addr-line>W&#x00FC;rzburg</addr-line><country>Germany</country></aff><aff id="aff3"><institution>Institute of Medical Data Science, University Hospital of W&#x00FC;rzburg</institution><addr-line>Josef-Schneider-Stra&#x00DF;e 2</addr-line><addr-line>W&#x00FC;rzburg</addr-line><country>Germany</country></aff><aff id="aff4"><institution>Digital Transformation Staff Unit, Charit&#x00E9;</institution><addr-line>Berlin</addr-line><country>Germany</country></aff><aff id="aff5"><institution>Department for Medical Informatics, University Medical Center G&#x00F6;ttingen</institution><addr-line>G&#x00F6;ttingen</addr-line><country>Germany</country></aff><aff id="aff6"><institution>Campus Institute Data Science, University of G&#x00F6;ttingen</institution><addr-line>G&#x00F6;ttingen</addr-line><country>Germany</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Mavragani</surname><given-names>Amaryllis</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Bhattacharya</surname><given-names>Ayush</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Singh</surname><given-names>Deepak</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Chochlov</surname><given-names>Muslim</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Michael Winter, Dr rer nat, Institute of Medical Data Science, University Hospital of W&#x00FC;rzburg, Josef-Schneider-Stra&#x00DF;e 2, W&#x00FC;rzburg, 97070, Germany, 49 93120146471; <email>michael.winter@uni-wuerzburg.de</email></corresp><fn fn-type="equal" id="equal-contrib1"><label>*</label><p>these authors contributed equally</p></fn></author-notes><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>30</day><month>3</month><year>2026</year></pub-date><volume>10</volume><elocation-id>e63920</elocation-id><history><date date-type="received"><day>11</day><month>07</month><year>2024</year></date><date date-type="rev-recd"><day>05</day><month>10</month><year>2025</year></date><date date-type="accepted"><day>14</day><month>10</month><year>2025</year></date></history><copyright-statement>&#x00A9; Christian Elsner, Michael Winter, Peter Gocke, R&#x00FC;diger Pryss, Dagmar Krefting. Originally published in JMIR Formative Research (<ext-link ext-link-type="uri" xlink:href="https://formative.jmir.org">https://formative.jmir.org</ext-link>), 30.3.2026. </copyright-statement><copyright-year>2026</copyright-year><license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Formative Research, is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="https://formative.jmir.org">https://formative.jmir.org</ext-link>, as well as this copyright and license information must be included.</p></license><self-uri xlink:type="simple" xlink:href="https://formative.jmir.org/2026/1/e63920"/><abstract><p>The COVID-19 pandemic has highlighted the crucial role of smartphone apps in public health, but it has also revealed challenges in terms of user acceptance and trust, as well as the secure integration of medical data. To overcome these, the COMPASS initiative (Coordination on Mobile Pandemic Apps Best Practice and Solution Sharing)&#x2014;part of the German Network University Medicine (NUM) program&#x2014;developed a structured framework for the coordinated development and delivery of pandemic apps, with a focus on usability, accessibility, security, and scalability. By incorporating expertise from 9 university hospitals and external partners, COMPASS provided a modular approach to pandemic app development that balances technology, regulation, and public acceptance. The framework includes governance, best practices, compliance, research compatibility, interoperability, and a scalable technology platform. In addition, standardized app components and templates were created to support an effective pandemic response. Real-world validation was provided by study-specific apps such as the Mainz Gutenberg Study COVID-19 app (University Medical Center Mainz) and the SentiSurv app (University Medical Center Mainz), which generated nearly 1 million data points from over 25,000 participants. COMPASS successfully developed study-specific apps, improved core functionalities, and contributed to larger digital health projects such as the InnovationHub CAEHR. Beyond its immediate applications, COMPASS serves as a scalable blueprint for future mobile health solutions, with a focus on data protection, user trust, and open-source collaboration. By integrating important technological, ethical, and user-oriented considerations, it sets a new standard for digital health innovation and ensures sustainable and widely accepted pandemic preparedness.</p></abstract><kwd-group><kwd>patient-reported outcome</kwd><kwd>pandemic app</kwd><kwd>mobile health</kwd><kwd>Network University Medicine</kwd><kwd>Coordination on Mobile Pandemic Apps Best Practice and Solution Sharing</kwd><kwd>COMPASS</kwd><kwd>technical framework</kwd><kwd>medical device regulation</kwd><kwd>medical devices</kwd><kwd>smartphone app</kwd><kwd>application</kwd><kwd>development</kwd><kwd>user engagement</kwd><kwd>app effectiveness</kwd><kwd>questionnaire</kwd><kwd>use</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><sec id="s1-1"><title>Overview</title><p>The COVID-19 pandemic underscored the crucial role of smartphones in disseminating health information, particularly during lockdowns and social distancing [<xref ref-type="bibr" rid="ref1">1</xref>]. This period saw a surge in pandemic-specific mobile apps aimed at managing public health crises [<xref ref-type="bibr" rid="ref2">2</xref>]. However, their success depended on widespread adoption and public trust, especially when handling sensitive medical data and personal risk assessments [<xref ref-type="bibr" rid="ref3">3</xref>]. Developers faced the challenge of balancing usability, security, and rapid deployment, while also addressing critical concerns regarding data protection and user control.</p><p>To tackle these challenges, the COMPASS initiative (Coordination on Mobile Pandemic Apps Best Practice and Solution Sharing [<xref ref-type="bibr" rid="ref4">4</xref>]) was established as part of Germany&#x2019;s Network University Medicine (NUM) program. From the outset, COMPASS aimed to create a structured framework for developing, evaluating, and deploying pandemic apps, leveraging expertise in science, technology, and legislation. Its core objective was to ensure that pandemic apps were effective, interoperable, and research-ready, facilitating their rapid and optimal use in future health emergencies.</p><p>A key challenge was the absence of clear legal, regulatory, and technical guidelines for integrating app-collected data into COVID-19 research while ensuring compliance with privacy standards [<xref ref-type="bibr" rid="ref5">5</xref>]. This gap created uncertainties in assessing the effectiveness of these apps and limited their utility for stakeholders such as researchers, clinicians, and public health authorities.</p><p>Through interdisciplinary collaboration between scientists, industry, and academic partners, COMPASS developed an open-source, modular technology platform that allows for the rapid adaptation and reuse of pandemic apps. The initiative provided best practice guidelines, standardized app components, and frameworks to ensure compliance, usability, and security. Its approach bridges the gap between technological innovation and real-world health care application, demonstrating how mobile health (mHealth) solutions can be effectively integrated into pandemic management.</p><p>This paper highlights the interplay of key components within the COMPASS framework, emphasizing its strategic approach to coordinating mHealth solutions. By integrating best practices in app development, governance, interoperability, and data security, COMPASS establishes a sustainable model for future health crises. Beyond Germany&#x2019;s NUM program, its findings contribute to global efforts in advancing digital health strategies for pandemic preparedness.</p></sec><sec id="s1-2"><title>Background Information on COMPASS</title><p>The COMPASS approach integrated the expertise and experience of 9 university hospitals and external partners in the development and use of pandemic apps. It established a collaboratively coordinated and standardized platform to ensure the legally compliant and interoperable deployment of such apps. <xref ref-type="table" rid="table1">Table 1</xref> provides an overview of all 9 participating institutions, including their commonly used abbreviations and the affiliations of the authors contributing to this paper.</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Participating institutions in the COMPASS<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup> initiative and their areas of expertise.</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Institution name</td><td align="left" valign="bottom">Abbreviation</td><td align="left" valign="bottom">Expertise</td></tr></thead><tbody><tr><td align="left" valign="top">Charit&#x00E9; &#x2013; Berlin University Medicine (Peter Gocke)</td><td align="left" valign="top">CHA</td><td align="left" valign="top">Mobile apps, telemedicine, medical informatics, and hospital information systems</td></tr><tr><td align="left" valign="top">University Medicine G&#x00F6;ttingen<break/>(Dagmar Krefting)</td><td align="left" valign="top">UMG</td><td align="left" valign="top">Health information exchange, medical informatics, data management, ethics, and wearable electronic devices</td></tr><tr><td align="left" valign="top">University Medicine at the Johannes Gutenberg University in Mainz<break/>(Christian Elsner)</td><td align="left" valign="top">UMM</td><td align="left" valign="top">Health information systems, mobile apps, telemedicine, project management, and health planning</td></tr><tr><td align="left" valign="top">University Hospital W&#x00FC;rzburg<break/>(R&#x00FC;diger Pryss and Michael Winter)</td><td align="left" valign="top">UKW</td><td align="left" valign="top">Mobile apps, psychology, ergonomics, telemedicine, and public health informatics</td></tr><tr><td align="left" valign="top">University Hospital Cologne</td><td align="left" valign="top">UKK</td><td align="left" valign="top">Health information exchange and questionnaires</td></tr><tr><td align="left" valign="top">University Hospital Muenster</td><td align="left" valign="top">UKM</td><td align="left" valign="top">Multilingualism and mobile apps</td></tr><tr><td align="left" valign="top">University Hospital Regensburg</td><td align="left" valign="top">UKR</td><td align="left" valign="top">Mobile apps, public health informatics, and data collection</td></tr><tr><td align="left" valign="top">University Hospital Ulm</td><td align="left" valign="top">UKU</td><td align="left" valign="top">Mobile apps, telemedicine, psychology, and ergonomics</td></tr><tr><td align="left" valign="top">University Hospital Erlangen</td><td align="left" valign="top">UKEr</td><td align="left" valign="top">Data collection and mobile apps</td></tr></tbody></table><table-wrap-foot><fn id="table1fn1"><p><sup>a</sup>COMPASS: Coordination on Mobile Pandemic Apps Best Practice and Solution Sharing.</p></fn></table-wrap-foot></table-wrap><p><xref ref-type="table" rid="table2">Table 2</xref> provides a summary of the COMPASS project, outlining its primary objectives, duration, key participants, development principles, focus areas, sustainability efforts, and accessibility. This overview highlights the core components of the initiative, offering a quick reference to its scope, structure, and strategic direction.</p><table-wrap id="t2" position="float"><label>Table 2.</label><caption><p>Key features and overview of the COMPASS<sup><xref ref-type="table-fn" rid="table2fn1">a</xref></sup> initiative.</p></caption><table id="table2" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Feature</td><td align="left" valign="bottom">Description</td></tr></thead><tbody><tr><td align="left" valign="top">Project name</td><td align="left" valign="top">COMPASS (Coordination on Mobile Pandemic Apps Best Practice and Solution Sharing)</td></tr><tr><td align="left" valign="top">Objective</td><td align="left" valign="top">To develop sustainable app technology for managing pandemics through collaborative solutions and best practices.</td></tr><tr><td align="left" valign="top">Duration</td><td align="left" valign="top">September 2020 to December 2021</td></tr><tr><td align="left" valign="top">Participants</td><td align="left" valign="top">9 University Hospitals forming an interdisciplinary team, including scientists from various fields, alongside partners from science and industry</td></tr><tr><td align="left" valign="top">Development basis</td><td align="left" valign="top">Entire development based on open-source principles</td></tr><tr><td align="left" valign="top">Key focus</td><td align="left" valign="top">Ensuring research compatibility, interoperability, and adherence to relevant medical research and care standards internationally and in Germany</td></tr><tr><td align="left" valign="top">Sustainability efforts</td><td align="left" valign="top">Developing sustainability structure concepts alongside the main project goals</td></tr><tr><td align="left" valign="top">Accessibility</td><td align="left" valign="top">Publicly accessible through an online directory for widespread use</td></tr><tr><td align="left" valign="top">Contact information</td><td align="left" valign="top">NUM-COMPASS website: [<xref ref-type="bibr" rid="ref4">4</xref>]; Email: compass@unimedizin-mainz.de</td></tr></tbody></table><table-wrap-foot><fn id="table2fn1"><p><sup>a</sup>COMPASS: Coordination on Mobile Pandemic Apps Best Practice and Solution Sharing.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s1-3"><title>Status Quo Before and After COMPASS</title><p>Despite being developed 4 years ago, smartphone-based medical apps remain in high demand, largely due to the growing emphasis on patient-reported outcomes (PROs) [<xref ref-type="bibr" rid="ref6">6</xref>], which COMPASS actively supports. Studies highlight significant discrepancies between health care professionals&#x2019; assessments and patients&#x2019; actual symptom experiences [<xref ref-type="bibr" rid="ref7">7</xref>], emphasizing the importance of PROs. Their impact is now widely recognized, with Newsweek recently including PROs as a criterion in its global hospital rankings [<xref ref-type="bibr" rid="ref6">6</xref>]. Notably, research, particularly in oncology, demonstrates that PROs can improve patient survival rates [<xref ref-type="bibr" rid="ref8">8</xref>].</p><p>However, 4 years after COMPASS, similar initiatives remain scarce. Our literature review [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref10">10</xref>] confirms this gap, and a technology search for freely available frameworks similar to COMPASS yielded minimal results [<xref ref-type="bibr" rid="ref10">10</xref>]. Several factors contribute to this limited adoption [<xref ref-type="bibr" rid="ref11">11</xref>], including stringent regulatory requirements, high development costs, and the rapid evolution of smartphone technology [<xref ref-type="bibr" rid="ref12">12</xref>]. Additionally, many apps fail to prioritize user needs, lack comprehensive guidelines, and struggle to integrate into existing health care workflows. The broader digital health sector faces challenges in integrating health apps into clinical practice. While many apps exist, most lack clinical validation and remain underused. Key barriers include education and awareness gaps, missing digital formularies, limited workflow integration, and unclear reimbursement models. The digital divide also persists, preventing some populations from accessing or effectively using these technologies. Furthermore, the impact of health apps on clinician workload and burnout remains insufficiently studied.</p></sec><sec id="s1-4"><title>Related Work</title><p>A substantial body of literature exists on COVID-19 health apps [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref14">14</xref>]. However, many studies overlook a significant number of available apps [<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref16">16</xref>], and those that do include them often fail to address broader mHealth frameworks for pandemic management. There are several initiatives related to COMPASS [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>], some closely aligned and others more general in scope. However, none provide the comprehensive, interdisciplinary approach that COMPASS offers. Research has consistently highlighted barriers to adoption [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref20">20</xref>], reinforcing the need for fundamental frameworks such as COMPASS in both mHealth apps and PRO integration.</p></sec></sec><sec id="s2"><title>International Initiatives, Frameworks, and Projects Related to COMPASS</title><p>In this document [<xref ref-type="bibr" rid="ref21">21</xref>], COMPASS identified and compared national and international initiatives, frameworks, and projects related to pandemic apps. Our overall goal was to evaluate how such initiatives align with the goals of the COMPASS project and provide insights for future developments in mHealth apps.</p><sec id="s2-1"><title>Objectives</title><p>Our objectives were as follows:</p><list list-type="order"><list-item><p>Identify international activities related to pandemic apps beyond Germany.</p></list-item><list-item><p>Analyze useful insights from these initiatives for future pandemic preparedness.</p></list-item><list-item><p>Assess international frameworks that focus on mHealth apps.</p></list-item><list-item><p>Compare findings with COMPASS to determine gaps, best practices, and interoperability.</p></list-item></list></sec><sec id="s2-2"><title>Instruments</title><p>The following instruments were used:</p><list list-type="order"><list-item><p>Contacting international organizations with expertise in mHealth apps.</p></list-item><list-item><p>Conducting an online search for pandemic-related projects and frameworks.</p></list-item><list-item><p>Surveying international partners in the COMPASS network.</p></list-item></list><p>The findings showed that no direct equivalent to COMPASS exists internationally at the time of development, highlighting the necessity of a structured, interoperable pandemic app framework. However, several international initiatives and frameworks provide valuable insights and technical solutions (<xref ref-type="table" rid="table3">Table 3</xref>).</p><table-wrap id="t3" position="float"><label>Table 3.</label><caption><p>Relevant international initiatives.</p></caption><table id="table3" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">International initiative</td><td align="left" valign="bottom">Description</td></tr></thead><tbody><tr><td align="left" valign="top">GNSS (European Global Navigation Satellite Systems Agency)</td><td align="left" valign="top">Provides navigation and positioning data crucial for GPS-based pandemic apps, ensuring the accuracy, integrity, and availability of location-based services [<xref ref-type="bibr" rid="ref22">22</xref>].</td></tr><tr><td align="left" valign="top">UN-DESA<sup><xref ref-type="table-fn" rid="table3fn1">a</xref></sup> Digital Government Initiatives (COVID-19 Response)</td><td align="left" valign="top">Compendium of global digital government responses to COVID-19, helping countries share best practices [<xref ref-type="bibr" rid="ref23">23</xref>].</td></tr><tr><td align="left" valign="top">WHO<sup><xref ref-type="table-fn" rid="table3fn2">b</xref></sup> Academy and WHO Info Apps</td><td align="left" valign="top">Mobile tools providing COVID-19 guidance, virtual training, and educational resources for health care professionals [<xref ref-type="bibr" rid="ref24">24</xref>].</td></tr></tbody></table><table-wrap-foot><fn id="table3fn1"><p><sup>a</sup>UN-DESA: United Nations Department of Economic and Social Affairs.</p></fn><fn id="table3fn2"><p><sup>b</sup>WHO: World Health Organization.</p></fn></table-wrap-foot></table-wrap><p>In addition, we identified 14 pandemic-related frameworks, 13 of which focus on contact tracing (<xref ref-type="table" rid="table4">Table 4</xref>). The most notable ones are described below.</p><table-wrap id="t4" position="float"><label>Table 4.</label><caption><p>Pandemic-related frameworks.</p></caption><table id="table4" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Framework</td><td align="left" valign="bottom">Description</td><td align="left" valign="bottom">Usage</td></tr></thead><tbody><tr><td align="left" valign="top">ViraTrace [<xref ref-type="bibr" rid="ref25">25</xref>]</td><td align="left" valign="top">Uses advanced proximity detection models to improve contact tracing. Integrated into India&#x2019;s Aarogya Setu app (National Health Authority, India).</td><td align="left" valign="top">Aarogya Setu (India)</td></tr><tr><td align="left" valign="top">PEPP-PT (Pan-European Privacy-Preserving Proximity Tracing) [<xref ref-type="bibr" rid="ref26">26</xref>]</td><td align="left" valign="top">Aimed at standardizing contact tracing in Europe while ensuring GDPR<sup><xref ref-type="table-fn" rid="table4fn1">a</xref></sup> compliance.</td><td align="left" valign="top">ROBERT (France) and StopCovid (Georgia)</td></tr><tr><td align="left" valign="top">Coalition Network [<xref ref-type="bibr" rid="ref27">27</xref>]</td><td align="left" valign="top">Bluetooth-based contact tracing.</td><td align="left" valign="top">Coalition App (Global)</td></tr><tr><td align="left" valign="top">Google-Apple Exposure Notifications System [<xref ref-type="bibr" rid="ref28">28</xref>]</td><td align="left" valign="top">A global contact tracing protocol adopted by several national apps.</td><td align="left" valign="top">Corona-Warn-App (Germany), COVID Alert (Canada), Immuni (Italy), etc</td></tr><tr><td align="left" valign="top">DP-3T (Decentralized Privacy-Preserving Proximity Tracing) [<xref ref-type="bibr" rid="ref29">29</xref>]</td><td align="left" valign="top">Open-source protocol ensuring privacy-preserving exposure notifications.</td><td align="left" valign="top">Coronalert (Belgium)</td></tr><tr><td align="left" valign="top">PACT (MIT&#x2019;s Private Automated Contact Tracing) [<xref ref-type="bibr" rid="ref30">30</xref>]</td><td align="left" valign="top">Privacy-first contact tracing protocol developed with academic institutions and hospitals.</td><td align="left" valign="top">COVIDSafe (United States)</td></tr><tr><td align="left" valign="top">SORMAS (Surveillance Outbreak Response Management and Analysis System) [<xref ref-type="bibr" rid="ref31">31</xref>]</td><td align="left" valign="top">Monitors and analyzes infection outbreaks in Germany.</td><td align="left" valign="top">Used in German health departments.</td></tr></tbody></table><table-wrap-foot><fn id="table4fn1"><p><sup>a</sup>GDPR: General Data Protection Regulation.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s2-3"><title>Survey Results</title><p>The international survey assessed pandemic app initiatives and COMPASS&#x2019;s relevance. Key insights:</p><list list-type="order"><list-item><p>Respondents confirmed that more international collaboration is needed.</p></list-item><list-item><p>The open-source approach of COMPASS was widely supported.</p></list-item><list-item><p>A few pandemic apps were identified, such as OstaniZdrav (Republic of Slovenia) [<xref ref-type="bibr" rid="ref32">32</xref>] and Virusafe (Council of Ministers of the Republic of Bulgaria) [<xref ref-type="bibr" rid="ref33">33</xref>].</p></list-item><list-item><p>There was no clear consensus on additional missing focal points in COMPASS.</p></list-item><list-item><p>Discussions with the European Health Futures Forum helped increase international visibility.</p></list-item></list></sec></sec><sec id="s3"><title>Strategic Aims and Objectives of the COMPASS Initiative</title><p>COMPASS was structured into 7 activity clusters (ACs), as illustrated in <xref ref-type="fig" rid="figure1">Figure 1</xref>. <xref ref-type="table" rid="table5">Table 5</xref> provides a concise summary of the key tasks and outcomes across these clusters.</p><fig position="float" id="figure1"><label>Figure 1.</label><caption><p>Organizational structure and workflow of the Coordination on Mobile Pandemic Apps Best Practice and Solution Sharing initiative&#x2019;s activity clusters.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="formative_v10i1e63920_fig01.png"/></fig><table-wrap id="t5" position="float"><label>Table 5.</label><caption><p>Number of participants and data records for studies using COMPASS<sup><xref ref-type="table-fn" rid="table5fn1">a</xref></sup> apps.</p></caption><table id="table5" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Study</td><td align="left" valign="bottom">Number of participants (n) and data records (D)</td></tr></thead><tbody><tr><td align="left" valign="top">Mainz Gutenberg Study COVID-19 app [<xref ref-type="bibr" rid="ref34">34</xref>]</td><td align="left" valign="top">n=7500; D=227,000</td></tr><tr><td align="left" valign="top">SentiSurv [<xref ref-type="bibr" rid="ref35">35</xref>]</td><td align="left" valign="top">n=19,700; D=654,000</td></tr><tr><td align="left" valign="top">SAM<sup><xref ref-type="table-fn" rid="table5fn2">b</xref></sup> [<xref ref-type="bibr" rid="ref36">36</xref>]</td><td align="left" valign="top">n=110; D=568</td></tr><tr><td align="left" valign="top">FORTEe [<xref ref-type="bibr" rid="ref37">37</xref>]</td><td align="left" valign="top">n=12; D=not available</td></tr></tbody></table><table-wrap-foot><fn id="table5fn1"><p><sup>a</sup>COMPASS: Coordination on Mobile Pandemic Apps Best Practice and Solution Sharing.</p></fn><fn id="table5fn2"><p><sup>b</sup>SAM: Self-Monitoring App for Employee Health.</p></fn></table-wrap-foot></table-wrap><sec id="s3-1"><title>AC1: Coordination</title><p>A governance structure was established to monitor project milestones, enable rapid response to deviations, and ensure alignment with AC2. Effective communication and coordination with international pandemic networks were prioritized to synchronize technical developments.</p></sec><sec id="s3-2"><title>AC2: Guidance (Best Practices and Recommendations)</title><p>Best practices and guidelines were developed to enhance the effectiveness, efficiency, and research compatibility of pandemic apps. A digital knowledge database was created to support partners in meeting regulatory requirements. Advisory structures were also established to disseminate these guidelines.</p></sec><sec id="s3-3"><title>AC3: Regulatory Requirements</title><p>Regulatory demands for pandemic apps proved more stringent than for standard medical apps, requiring a different development approach. Guidelines were formulated to address these challenges and ensure compliance with fast-evolving requirements.</p></sec><sec id="s3-4"><title>AC4: Ethical Requirements</title><p>Ethical considerations were critical due to public concerns over mandatory app usage during pandemics. The cluster focused on trust-building measures to help citizens and researchers navigate the ethical implications of pandemic apps.</p></sec><sec id="s3-5"><title>AC5: Research Compatibility and Interoperability</title><p>Key requirements for using app-collected data in pandemic research were identified. Concepts and recommendations were developed to guide app configuration, which were integrated into AC2. A generic HL7 FHIR (Fast Healthcare Interoperability Resources) interface was initially created and iteratively expanded to accommodate specific data models [<xref ref-type="bibr" rid="ref38">38</xref>].</p></sec><sec id="s3-6"><title>AC6: App Technology Platform</title><p>A modular technology platform was developed, featuring templates, technical components, and a semiautomated compliance check for regulatory adherence. Reference implementations for both native and cross-platform development were provided, all under open-source licenses, ensuring quick adaptability for future pandemics.</p></sec><sec id="s3-7"><title>AC7: Continuation and Sustainability</title><p>Long-term strategies were designed to ensure the ongoing operation of the platform, including regular updates aligned with legal and scientific advancements. A certification framework was proposed, alongside a responsive advisory structure for future pandemics. Maintenance efforts focused on keeping apps compatible with evolving mobile operating systems.</p></sec></sec><sec id="s4"><title>Overview of Solutions Orchestrated Through COMPASS</title><p>Upon its successful completion, the COMPASS project achieved significant milestones in 3 key areas: the development and implementation of study-specific apps, the enhancement of technical components, and the application of nontechnical insights for future use.</p><sec id="s4-1"><title>Pillar 1: Development and Implementation of Study-Specific Apps</title><p>This pillar highlights the successful deployment of multiple study-related apps (<xref ref-type="table" rid="table5">Table 5</xref>):</p><list list-type="order"><list-item><p>Mainz Gutenberg Study COVID-19 app: used for monitoring COVID-19 within the scope of the Mainz Gutenberg Study.</p></list-item><list-item><p>DZHK App for Medication and Anamnesis (Universit&#x00E4;tsmedizin G&#x00F6;ttingen): employed at the German Center for Cardiovascular Research for recording medication and medical histories.</p></list-item><list-item><p>SentiSurv app: applied in Mainz for the continuous monitoring of the SARS-CoV-2 pandemic.</p></list-item><list-item><p>SAM (Self-Monitoring App for Employee Health; Universit&#x00E4;tsmedizin Mainz): developed under the NUM project egePan Unimed, this app is currently under evaluation and further development in the NUM subproject &#x201C;PREPARED&#x201D; of the second funding phase.</p></list-item><list-item><p>Stress Radar (Universit&#x00E4;t W&#x00FC;rzburg): designed to assess the psychological stress of employees.</p></list-item><list-item><p>FORTEe Study (Universit&#x00E4;tsmedizin Mainz): conducted in the realm of pediatric oncology, in collaboration with IZKS, as part of the FORTEe project. This involved the use of both web and native apps.</p></list-item></list></sec><sec id="s4-2"><title>Pillar 2: Advancement of Technical Components</title><p>This domain primarily focused on the extensive development of the questionnaire editor, with detailed technical specifications available at [<xref ref-type="bibr" rid="ref39">39</xref>]. Simultaneously, ongoing maintenance and enhancement efforts have ensured the optimization of key components, as outlined in [<xref ref-type="bibr" rid="ref40">40</xref>].</p></sec><sec id="s4-3"><title>Pillar 3: Continuation and Use of Nontechnical Findings</title><p>For example, within the InnovationHub CAEHR project, findings on Medical Device Regulation and eHealth insights have been successfully integrated and reused. Regular high-frequency monthly inquiries about these results ensure their continued relevance and refinement.</p></sec></sec><sec id="s5"><title>Structured Summary of COMPASS Results</title><p><xref ref-type="table" rid="table6">Table 6</xref> below provides a structured summary of COMPASS results across the ACs.</p><table-wrap id="t6" position="float"><label>Table 6.</label><caption><p>Summary of tasks and work results across COMPASS<sup><xref ref-type="table-fn" rid="table6fn1">a</xref></sup> initiative activity clusters.</p></caption><table id="table6" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Activity cluster</td><td align="left" valign="bottom">Task</td><td align="left" valign="bottom">Work results</td></tr></thead><tbody><tr><td align="left" valign="top">AC1</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Synchronize and document the work content of national and international groups</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Identified relevant projects (4), frameworks (12), and artifacts (9) that were developed internationally during COVID-19.</p></list-item></list></td></tr><tr><td align="left" valign="top">AC2</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Conformity check for pandemic health apps</p></list-item><list-item><p>Prototype advisory structures to attract further institutions</p></list-item><list-item><p>Job description for consulting and inquiry management</p></list-item><list-item><p>Prototype advisory structures to attract further university hospitals</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Developed modules for evaluating the conformity of health apps with established protocols, focusing on privacy and technical specifications.</p></list-item><list-item><p>Developed a scalable framework to facilitate collaboration and support among various stakeholders.</p></list-item><list-item><p>Defined a job role focused on consulting and managing inquiries, enhancing the use of COMPASS components in health care.</p></list-item><list-item><p>Created advisory structures for interacting with university hospitals, focusing on guidelines and services synchronization.</p></list-item></list></td></tr><tr><td align="left" valign="top">AC3</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Explanation of the technical development variants for pandemic apps</p></list-item><list-item><p>Interim results best practices and checklists regulatory requirements</p></list-item><list-item><p>Regulatory field report</p></list-item><list-item><p>Best practices and checklists</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Analyzed and compared different development approaches for pandemic apps, focusing on performance, costs, and regulatory compliance.</p></list-item><list-item><p>Outlined preliminary checklists for developing regulation-compliant pandemic apps.</p></list-item><list-item><p>Examined regulatory frameworks to ensure that pandemic app development processes comply with standards.</p></list-item><list-item><p>Provided guidance on regulatory compliance for mobile health apps, especially under pandemic conditions.</p></list-item></list></td></tr><tr><td align="left" valign="top">AC4</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Catalog of best practices and checklists usability, diversity, and licensing</p></list-item><list-item><p>Study design and recruitment strategy for the social acceptance study</p></list-item><list-item><p>Literature review on the evidence of pandemic apps</p></list-item><list-item><p>Literature review on ethical recommendations and normative governance guidelines</p></list-item><list-item><p>Best practices and guidelines of ethical-social requirements</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Analyzed usability, diversity, and licensing issues, producing best practices and checklists.</p></list-item><list-item><p>Designed and executed studies to understand public attitudes toward pandemic apps and their effectiveness.</p></list-item><list-item><p>Assessed the effectiveness of pandemic apps through scientific, user, and legal lenses, using bibliometric analyses.</p></list-item><list-item><p>Reviewed ethical and governance guidelines for pandemic app development, focusing on privacy, transparency, and participation.</p></list-item><list-item><p>Explored usability, diversity, and licensing in pandemic apps, providing recommendations for improvement based on user feedback.</p></list-item></list></td></tr><tr><td align="left" valign="top">C5</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Research compatibility and interoperability</p></list-item><list-item><p>FAIR<sup><xref ref-type="table-fn" rid="table6fn2">b</xref></sup> principles</p></list-item><list-item><p>Specification of data and metadata models</p></list-item><list-item><p>Concept for ensuring research compatibility for apps</p></list-item><list-item><p>Late mapping scheme</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Identified requirements and recommendations for the use of app-collected data in pandemic research.</p></list-item><list-item><p>Focused on implementing FAIR principles to improve the management and use of research data.</p></list-item><list-item><p>Developed specifications for data and metadata models to ensure compatibility and integration with the NUM<sup><xref ref-type="table-fn" rid="table6fn3">c</xref></sup> platform.</p></list-item><list-item><p>Provided concepts and recommendations for integrating app-collected data into pandemic research, ensuring interoperability and scientific reuse.</p></list-item><list-item><p>Addressed compatibility issues for data collected prior to coordination with the NUM COMPASS project.</p></list-item></list></td></tr><tr><td align="left" valign="top">AC6</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>App framework</p></list-item><list-item><p>Templates: privacy statements, terms of use, and further information</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Developed a platform containing frameworks for essential components of pandemic apps.</p></list-item><list-item><p>Compiled templates for legal and privacy aspects necessary for pandemic apps.</p></list-item></list></td></tr><tr><td align="left" valign="top">AC7</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Survey of existing guidance structures and economic analysis of guidance operation</p></list-item><list-item><p>Survey of technology platforms</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Developed strategies for sustainable management of the COMPASS platform, incorporating best practices and regular updates.</p></list-item><list-item><p>Explored strategies for sustainable operation and continuity of technology platforms used in pandemic management.</p></list-item></list></td></tr></tbody></table><table-wrap-foot><fn id="table6fn1"><p><sup>a</sup>COMPASS: Coordination on Mobile Pandemic Apps Best Practice and Solution Sharing.</p></fn><fn id="table6fn2"><p><sup>b</sup>FAIR: Findable, Accessible, Interoperable, Reusable.</p></fn><fn id="table6fn3"><p><sup>c</sup>NUM: Network University Medicine.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s6"><title>Scientific Output of COMPASS</title><p>The COMPASS project has shared its findings through numerous scientific publications (<xref ref-type="table" rid="table7">Table 7</xref>), with 13 papers covering the development, implementation, and evaluation of COVID-19 apps within the NUM-COMPASS framework. Key contributions include the integration of PROs into the centralized CODEX research platform (Network University Medicine), analyses of regulatory and usability aspects, and the promotion of interoperable standards using the GECCO (German Corona Consensus) dataset. Additionally, studies examined public perception and acceptance, fostered community-driven open-source solutions, and developed educational materials to support data standardization and interoperability. These efforts strengthen data sharing and research capabilities during and beyond the pandemic.</p><table-wrap id="t7" position="float"><label>Table 7.</label><caption><p>Overview of scientific publications resulting from the COMPASS<sup><xref ref-type="table-fn" rid="table7fn1">a</xref></sup> initiative.</p></caption><table id="table7" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Title</td><td align="left" valign="bottom">Description</td><td align="left" valign="bottom">Reference</td></tr></thead><tbody><tr><td align="left" valign="top">Medical Device Regulation Efforts for mHealth Apps During the COVID-19 Pandemic&#x2014;An Experience Report of Corona Check and Corona Health</td><td align="left" valign="top">This paper uses specific examples to analyze the costs associated with rapidly implementing COVID-19 apps in compliance with the Medical Devices Act.</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref41">41</xref>]</td></tr><tr><td align="left" valign="top">Integration of Patient-Reported Outcome Data Collected Via Web Apps and Mobile Apps into a Nation-Wide COVID-19 Research Platform Using Fast Healthcare Interoperability Resources: Development Study</td><td align="left" valign="top">This paper describes the integration of data collected via the COMPASS reference app framework into the central German CODEX platform to facilitate secondary research. The paper demonstrates how patient-reported outcome data can be standardized, shared, and reused across various research studies to enhance COVID-19 research.</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref38">38</xref>]</td></tr><tr><td align="left" valign="top">Motivating Developers to Use Interoperable Standards for Data in Pandemic Health Apps</td><td align="left" valign="top">This work discusses COMPASS in general.</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref42">42</xref>]</td></tr><tr><td align="left" valign="top">Public Perception of the German COVID-19 Contact-Tracing App Corona-Warn-App</td><td align="left" valign="top">This article examines the public perception (based on the store reviews) of the official German Corona Warn app to derive lessons for future pandemics.</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref43">43</xref>]</td></tr><tr><td align="left" valign="top">Relevant Aspects for Sustainable Open-Source Pandemic Apps and Platform Deployment with Focus on Community Building</td><td align="left" valign="top">Based on a literature review, a classification for the long-term success of open-source software was developed. This paper introduces a classification centered on five distinct categories: (1) structural decisions, (2) revenue generation, (3) user focus, (4) openness, and (5) community building. Developed within the NUM-COMPASS project, the classification focuses on pandemic apps and the open-source framework. We offer insights into the community-building dimension by discussing the factors essential for creating sustainable communities.</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref44">44</xref>]</td></tr><tr><td align="left" valign="top">Pandemic Apps: Broad Acceptance</td><td align="left" valign="top">A representative telephone survey on pandemic apps for research in Germany reveals that many Germans are willing to share their health data with researchers. This paper presents the results of the survey.</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref45">45</xref>]</td></tr><tr><td align="left" valign="top">Making COVID-19 data interoperable: the COMPASS GECCO recommendations</td><td align="left" valign="top">We analyzed data standardization in pandemic apps and developed training materials for researchers and developers with limited knowledge of semantic and syntactic interoperability. This includes a how-to guide and a conformity checkpoint for data models, using GECCO<sup><xref ref-type="table-fn" rid="table7fn2">b</xref></sup> as the reference. We identified weaknesses in interoperable data collection and interviewed developers from other COVID-19 projects to understand their needs. An executive summary was created to raise awareness among executives about NUM-COMPASS. Additionally, a First Contact Package was devised to inform researchers and developers. It simplifies the concept of interoperable data capturing and guides them through the FAIR<sup><xref ref-type="table-fn" rid="table7fn3">c</xref></sup> principles and the GECCO Implementation Guide.</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref46">46</xref>]</td></tr><tr><td align="left" valign="top">Tutorial: Configure the NUM-Compass App for your interoperable NUM study (in German)</td><td align="left" valign="top">A full day course with hands-on configuration of the COMPASS backend and the web app on a specific use case in configured virtual machines for each participant.</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref47">47</xref>]</td></tr><tr><td align="left" valign="top">Exploring the Usability of the German COVID-19 Contact Tracing App in a Combined Eye Tracking and Retrospective Think Aloud Study</td><td align="left" valign="top">This article examines the usability of the official German Corona Warn app to derive lessons for future pandemics.</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref48">48</xref>]</td></tr><tr><td align="left" valign="top">Corona Health&#x2014; A Study- and Sensor-based Mobile App Platform Exploring Aspects of the COVID-19 Pandemic</td><td align="left" valign="top">A study was conducted within an existing COVID-19 app to assess users&#x2019; knowledge of regulations, as part of the COMPASS project.</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref49">49</xref>]</td></tr><tr><td align="left" valign="top">Towards FAIR Patient Reported Outcome: Application of the Interoperability Principle for Mobile Pandemic Apps</td><td align="left" valign="top">During the COVID-19 pandemic, numerous apps were developed to collect and track medical data. Despite addressing similar aspects, diverse data models and formats prevent joint analysis of the data. The NUM-COMPASS project, part of the German COVID-19 Research NUM<sup><xref ref-type="table-fn" rid="table7fn4">d</xref></sup>, created a coordination and technology platform for researchers and app developers. This platform ensures data collection complies with the GECCO, focusing on interoperability as part of the FAIR principles. This paper details how NUM-COMPASS implements these principles to support joint analysis of data from various app-based studies.</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref50">50</xref>]</td></tr><tr><td align="left" valign="top">Attitudes Towards Mobile Apps for Pandemic Research Among Smartphone Users: Results from a National Survey in Germany</td><td align="left" valign="top">The aim of this study was to explore the potential for the acceptance of research-oriented apps in the German population. To this end, we identified distinctive attitudes toward pandemic apps and data sharing for research purposes among smartphone users in general and with a focus on differences in attitudes between app users and nonusers in particular.</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref51">51</xref>]</td></tr><tr><td align="left" valign="top">Toward an interoperable Ecosystem within the Network University Medicine &#x2013; adopting the Compass App to the central CODEX platform</td><td align="left" valign="top">Within the NUM, different projects have been carried out to support the understanding and handling of the COVID-19 pandemic. The CODEX project has developed a platform to collect and provide clinical routine data of COVID-19 patients in the GECCO format, but also to provide a platform for app-based study data. On the other hand, the COMPASS project has focused on an open-source framework for research-compatible pandemic apps. In this work, we adopted the Compass app to connect directly to the central CODEX platform.</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref52">52</xref>]</td></tr></tbody></table><table-wrap-foot><fn id="table7fn1"><p><sup>a</sup>COMPASS: Coordination on Mobile Pandemic Apps Best Practice and Solution Sharing.</p></fn><fn id="table7fn2"><p><sup>b</sup>GECCO: German Corona Consensus Dataset.</p></fn><fn id="table7fn3"><p><sup>c</sup>FAIR: Findable, Accessible, Interoperable, Reusable. </p></fn><fn id="table7fn4"><p><sup>d</sup>NUM: Network of University Medicine.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s7"><title>Narrative Summary</title><p>The following section provides a narrative summary of key findings from COMPASS. These findings are currently accessible in various German-language reports on the COMPASS website. A complete list of these documents is referenced in <xref ref-type="table" rid="table8">Table 8</xref>, and they have also been archived for long-term access in the following GitHub repository. We recommend referring to the files in this repository, which can be easily translated using tools such as ChatGPT (OpenAI).</p><table-wrap id="t8" position="float"><label>Table 8.</label><caption><p>Documents produced by the COMPASS<sup><xref ref-type="table-fn" rid="table8fn1">a</xref></sup> project.<sup><xref ref-type="table-fn" rid="table8fn2">b</xref></sup></p></caption><table id="table8" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Document no.</td><td align="left" valign="bottom">Description</td></tr></thead><tbody><tr><td align="left" valign="top">Document 1</td><td align="left" valign="top">Documentation and comparison of work content from national and international groups (German)</td></tr><tr><td align="left" valign="top">Document 2</td><td align="left" valign="top">Conformity check for pandemic health apps</td></tr><tr><td align="left" valign="top">Document 3</td><td align="left" valign="top">Prototype of advisory structures for the acquisition of additional university hospitals</td></tr><tr><td align="left" valign="top">Document 4</td><td align="left" valign="top">Job description for consulting and request management</td></tr><tr><td align="left" valign="top">Document 5</td><td align="left" valign="top">Prototype of advisory structures for the acquisition of additional university hospitals</td></tr><tr><td align="left" valign="top">Document 6</td><td align="left" valign="top">Explanation of technical development options for pandemic apps</td></tr><tr><td align="left" valign="top">Document 7</td><td align="left" valign="top">Regulatory experience report</td></tr><tr><td align="left" valign="top">Document 8</td><td align="left" valign="top">Regulatory best practices and checklists</td></tr><tr><td align="left" valign="top">Document 9</td><td align="left" valign="top">Catalog of best practices and checklists on usability, diversity, and licenses</td></tr><tr><td align="left" valign="top">Document 10</td><td align="left" valign="top">Study design and recruitment strategy for the societal acceptance study</td></tr><tr><td align="left" valign="top">Document 11</td><td align="left" valign="top">Literature review on the evidence of pandemic apps</td></tr><tr><td align="left" valign="top">Document 12</td><td align="left" valign="top">Literature review on ethical recommendations and normative governance guidelines for the development, design, and application of pandemic apps</td></tr><tr><td align="left" valign="top">Document 13</td><td align="left" valign="top">Best practices and guidelines for ethical and societal requirements</td></tr><tr><td align="left" valign="top">Document 14</td><td align="left" valign="top">Research compatibility and interoperability</td></tr><tr><td align="left" valign="top">Document 15</td><td align="left" valign="top">FAIR<sup><xref ref-type="table-fn" rid="table8fn3">c</xref></sup> principles</td></tr><tr><td align="left" valign="top">Document 16</td><td align="left" valign="top">Specification of data and metadata models: Part 1</td></tr><tr><td align="left" valign="top">Document 17</td><td align="left" valign="top">Specification of data and metadata models: Part 2</td></tr><tr><td align="left" valign="top">Document 18</td><td align="left" valign="top">Concept for ensuring research compatibility in apps</td></tr><tr><td align="left" valign="top">Document 19</td><td align="left" valign="top">Late mapping scheme</td></tr><tr><td align="left" valign="top">Document 20</td><td align="left" valign="top">Technical app framework</td></tr><tr><td align="left" valign="top">Document 21</td><td align="left" valign="top">Templates: Privacy policies, terms of use, and additional information</td></tr><tr><td align="left" valign="top">Document 22</td><td align="left" valign="top">Survey of existing guidance structures and economic analysis of guidance operations</td></tr><tr><td align="left" valign="top">Document 23</td><td align="left" valign="top">Survey of technology platforms and analysis of technology operations</td></tr></tbody></table><table-wrap-foot><fn id="table8fn1"><p><sup>a</sup>COMPASS: Coordination on Mobile Pandemic Apps Best Practice and Solution Sharing.</p></fn><fn id="table8fn2"><p><sup>b</sup>Documents can be accessed in the following repository: [<xref ref-type="bibr" rid="ref53">53</xref>]<ext-link ext-link-type="uri" xlink:href="https://zenodo.org/records/14961691">.</ext-link> Document 20 can be accessed here: [<xref ref-type="bibr" rid="ref40">40</xref>].</p></fn><fn id="table8fn3"><p><sup>c</sup>FAIR: Findable, Accessible, Interoperable, Reusable. </p></fn></table-wrap-foot></table-wrap><p>During discussions with researchers throughout the pandemic and shortly thereafter, several critical insights emerged regarding COMPASS and its applications in pandemic-related apps specifically, as well as mHealth apps in general. A key takeaway is that a technical solution must be available both as a web app and as a native app in app stores to provide maximum flexibility for different user needs and scenarios. COMPASS successfully implemented this approach within a short timeframe, and the corresponding codebase can be found at [<xref ref-type="bibr" rid="ref54">54</xref>].</p><p>Furthermore, it became evident that many mHealth apps require integrated questionnaire functionalities. The ability to configure questionnaires within a web-based tool&#x2014;ideally with access to preexisting standardized questionnaires&#x2014;is essential. Additionally, adherence to standards such as FHIR should be ensured, and all questionnaire elements should be fully annotated, not only at a technical level (eg, sliders and yes or no questions) but also semantically. To address this, a dedicated questionnaire editor was developed. Originally, the project aimed to integrate this tool with the Medical Data Models (MDM) portal of the University of M&#x00FC;nster. However, due to time constraints, this integration could not be completed within the project&#x2019;s timeframe. The MDM portal [<xref ref-type="bibr" rid="ref55">55</xref>] provides extensive access to standardized medical data models.</p><p>Another significant achievement of COMPASS was the development of a technical framework for the automated testing of mHealth apps (<xref ref-type="table" rid="table8">Table 8</xref>).</p><p>As shown in <xref ref-type="table" rid="table8">Table 8</xref>, additional findings were obtained on various other aspects. Future developments will determine the extent to which these findings will play a role in further research and application.</p></sec><sec id="s8"><title>Critical Discourse and Evaluation of COMPASS</title><p>The COMPASS project invites critical discourse on its approach and outcomes, particularly its innovative use of smartphone-based health apps&#x2014;both a strength and a point of contention.</p><p>A key concern is the balance between technological advancement and user privacy. While COMPASS prioritizes ethical data collection and user consent, the extensive collection of health-related data raises questions about privacy safeguards and potential security risks. Given the sensitivity of medical data, ensuring robust protections against breaches remains a crucial challenge.</p><p>Another area of scrutiny is public trust and app adoption. While COMPASS aims to improve user confidence and uptake, its effectiveness in overcoming skepticism&#x2014;especially amid misinformation and concerns surrounding health technologies&#x2014;remains an open question. Addressing diverse public perceptions is essential for broader acceptance.</p><p>The project&#x2019;s open-source framework enhances accessibility and adaptability; yet, it also poses challenges for standardization and interoperability. Many health care infrastructures lack seamless integration capabilities, making it critical to ensure that pandemic apps remain both interoperable and functionally robust.</p><p>While COMPASS&#x2019;s interdisciplinary approach is a strength, it also introduces coordination challenges. Effective communication and integration across diverse expertise and disciplines are essential but logistically complex.</p><p>Finally, the sustainability and scalability of COMPASS require continued evaluation. Although the project established a foundation for long-term collaboration, its ability to adapt to evolving health care challenges remains to be tested.</p><p>Despite these challenges, COMPASS represents a significant step forward in health technology and pandemic management. Addressing privacy concerns, public trust, standardization, interdisciplinary collaboration, and long-term sustainability will be key to refining future health technology initiatives and ensuring their lasting impact.</p></sec><sec id="s9"><title>Discussion: Implications and Future Considerations</title><sec id="s9-1"><title>Overview</title><p>The COMPASS initiative demonstrates that effective pandemic mHealth apps require systemic coordination beyond technological innovation. While designed for pandemic response, its framework addresses fundamental challenges in health care digitalization: balancing rapid innovation with regulatory compliance, integrating patient-generated data into research infrastructure, and ensuring interoperability across fragmented systems. The emphasis on PROs and standardized data collection has implications extending to chronic disease management, remote monitoring, and routine clinical care. However, COMPASS&#x2019;s experience raises critical questions about whether such frameworks can be sustained outside crisis contexts that create urgency and overcome traditional implementation barriers.</p><p>Despite COMPASS&#x2019;s open-source design and adherence to international standards (HL7 FHIR and FAIR [Findable, Accessible, Interoperable, Reusable] principles), its transferability across different contexts remains uncertain. The absence of similar international initiatives suggests deeper structural barriers: fragmented health care systems, varying regulatory environments, and insufficient incentives for collaborative development in health care. Moreover, the framework&#x2019;s applicability to resource-limited settings or endemic disease management requires further exploration.</p><p>User adoption challenges persist beyond technical solutions. Digital health apps inherently exclude populations without devices or digital literacy, potentially exacerbating health disparities during crises. While COMPASS surveys suggest German citizens&#x2019; willingness to share health data, this may not generalize globally, and trust deficits reflect broader concerns about data capitalism and surveillance that technical measures like encryption cannot fully address. Future frameworks must explicitly engage with health equity and meaningful public participation in governance.</p><p>A notable gap in COMPASS evaluation is a detailed analysis of integration into clinical workflows and impact on health care provider workload. The paper acknowledges that clinician burden remains insufficiently studied, yet this represents a critical implementation challenge for already strained health care systems. While COMPASS&#x2019;s modular design addresses adaptability, questions remain about long-term maintenance responsibilities, evolution alongside changing technology, and the effectiveness of proposed sustainability structures beyond initial project funding.</p><p>Several critical research questions emerge: how do COMPASS apps perform against alternatives in terms of data quality and public health impact? What organizational factors enable successful adoption? How can apps serve diverse populations with varying digital access? What business models support ongoing maintenance beyond project funding? The nearly 1 million data points collected demonstrate feasibility but not effectiveness or translational impact.</p><p>COMPASS&#x2019;s navigation of Medical Device Regulation offers valuable lessons for regulatory frameworks during health emergencies, suggesting the need for expedited pathways that maintain safety standards. The international fragmentation in pandemic app approaches indicates potential value in World Health Organization (WHO)&#x2013;convened coordination mechanisms, though questions of sovereignty and resource distribution complicate such efforts.</p><p>The evaluation focuses on process and outputs rather than health outcomes. Whether COMPASS apps improved pandemic management or public health decision-making remains unclear. The paper predominantly reflects developer and researcher perspectives rather than end users, health care providers, or public health officials&#x2014;stakeholder voices that should be centered in future work.</p><p>The 4-year gap since completion offers an opportunity to assess actual sustainability: which components remain actively maintained? Did proposed advisory structures and certification frameworks materialize? What barriers emerged? These questions are critical for understanding whether COMPASS achieved its objectives and informing future initiatives.</p><p>In summary, COMPASS demonstrates that coordinated, interdisciplinary pandemic app development is feasible, but translating technical capabilities into sustained public health impact requires addressing deeper challenges of trust, equity, clinical integration, and institutional sustainability. The true test lies not in what COMPASS achieved during its funding period, but whether its components influence subsequent digital health initiatives and improve preparation for future pandemics. COMPASS should be understood as the beginning of a longer conversation about digital health infrastructure rather than its conclusion.</p></sec><sec id="s9-2"><title>COMPASS: A Comprehensive Summary</title><p>COMPASS is a cohesive initiative in medical informatics, bringing together interdisciplinary expertise to develop a structured platform for coordinating pandemic apps and technology. It underscores the role of smartphones in health communication and the importance of public trust and adoption for effective pandemic response. By integrating technology into health care, COMPASS provides a practical framework for future medical research and public health strategies, particularly in health crises. Through its collaborative approach, it addresses current challenges while laying the groundwork for future advancements in health care technology and research.</p></sec></sec></body><back><ack><p>Assistance solely in editing of this paper was provided by ChatGPT (version GPT 4o), a large language model developed by OpenAI. The authors reviewed and verified the accuracy of all content generated with the assistance of this tool.</p></ack><notes><sec><title>Funding</title><p>CE, MW, PG, RP, and DK are supported by funding from the COMPASS project, which is part of the German COVID-19 Research Network of University Medicine (&#x201C;Netzwerk Universit&#x00E4;tsmedizin&#x201D;) and is funded by the German Federal Ministry of Education and Research (grant number 01KX2021).</p></sec></notes><fn-group><fn fn-type="conflict"><p>None declared.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">AC</term><def><p>activity cluster</p></def></def-item><def-item><term id="abb2">COMPASS</term><def><p>Coordination on Mobile Pandemic Apps Best Practice and Solution Sharing</p></def></def-item><def-item><term id="abb3">FAIR</term><def><p>Findable, Accessible, Interoperable, Reusable</p></def></def-item><def-item><term id="abb4">FHIR</term><def><p>Fast Healthcare Interoperability Resources</p></def></def-item><def-item><term id="abb5">GECCO</term><def><p>German Corona Consensus Dataset</p></def></def-item><def-item><term id="abb6">MDM</term><def><p>Medical Data Models</p></def></def-item><def-item><term id="abb7">mHealth</term><def><p>mobile health</p></def></def-item><def-item><term id="abb8">NUM</term><def><p>Network University Medicine</p></def></def-item><def-item><term id="abb9">PRO</term><def><p>patient-reported outcome</p></def></def-item><def-item><term id="abb10">SAM</term><def><p>Self-Monitoring App for Employee Health</p></def></def-item><def-item><term id="abb11">WHO</term><def><p>World Health Organization</p></def></def-item></def-list></glossary><ref-list><title>References</title><ref id="ref1"><label>1</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Banskota</surname><given-names>S</given-names> </name><name name-style="western"><surname>Healy</surname><given-names>M</given-names> </name><name name-style="western"><surname>Goldberg</surname><given-names>EM</given-names> </name></person-group><article-title>15 smartphone apps for older adults to use while in isolation during the COVID-19 pandemic</article-title><source>West J Emerg Med</source><year>2020</year><month>04</month><day>14</day><volume>21</volume><issue>3</issue><fpage>514</fpage><lpage>525</lpage><pub-id pub-id-type="doi">10.5811/westjem.2020.4.47372</pub-id><pub-id pub-id-type="medline">32302279</pub-id></nlm-citation></ref><ref id="ref2"><label>2</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Lenert</surname><given-names>LA</given-names> </name><name name-style="western"><surname>Ding</surname><given-names>W</given-names> </name><name name-style="western"><surname>Jacobs</surname><given-names>J</given-names> </name></person-group><article-title>Informatics for public health and health system collaboration: applications for the control of the current COVID-19 pandemic and the next one</article-title><source>J Am Med Inform Assoc</source><year>2021</year><month>07</month><day>30</day><volume>28</volume><issue>8</issue><fpage>1807</fpage><lpage>1811</lpage><pub-id pub-id-type="doi">10.1093/jamia/ocab066</pub-id><pub-id pub-id-type="medline">33895827</pub-id></nlm-citation></ref><ref id="ref3"><label>3</label><nlm-citation citation-type="book"><person-group person-group-type="author"><name name-style="western"><surname>Borra</surname><given-names>S</given-names> </name></person-group><person-group person-group-type="editor"><name name-style="western"><surname>Joshi</surname><given-names>A</given-names> </name><name name-style="western"><surname>Dey</surname><given-names>N</given-names> </name><name name-style="western"><surname>Santosh</surname><given-names>K</given-names> </name></person-group><article-title>COVID-19 apps: privacy and security concerns</article-title><source>Intelligent Systems and Methods to Combat Covid-19</source><year>2020</year><publisher-name>Springer Briefs in Applied Sciences and Technology</publisher-name><pub-id pub-id-type="doi">10.1007/978-981-15-6572-4_2</pub-id></nlm-citation></ref><ref id="ref4"><label>4</label><nlm-citation citation-type="web"><article-title>Best practices and common solutions for mobile pandemic applications</article-title><source>NUM-COMPASS</source><access-date>2024-06-25</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://num-compass.science/de">https://num-compass.science/de</ext-link></comment></nlm-citation></ref><ref id="ref5"><label>5</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Wang</surname><given-names>Q</given-names> </name><name name-style="western"><surname>Su</surname><given-names>M</given-names> </name><name name-style="western"><surname>Zhang</surname><given-names>M</given-names> </name><name name-style="western"><surname>Li</surname><given-names>R</given-names> </name></person-group><article-title>Integrating digital technologies and public health to fight Covid-19 pandemic: key technologies, applications, challenges and outlook of digital healthcare</article-title><source>Int J Environ Res Public Health</source><year>2021</year><volume>18</volume><issue>11</issue><fpage>6053</fpage><pub-id pub-id-type="doi">10.3390/ijerph18116053</pub-id></nlm-citation></ref><ref id="ref6"><label>6</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bates</surname><given-names>DW</given-names> </name><name name-style="western"><surname>Deerberg-Wittram</surname><given-names>J</given-names> </name><name name-style="western"><surname>Katz</surname><given-names>G</given-names> </name><etal/></person-group><article-title>Using publicly reported global hospital rankings to improve dissemination of patient-reported outcome measures (PROMs)</article-title><source>NEJM Catalyst</source><year>2023</year><month>10</month><day>18</day><volume>4</volume><issue>11</issue><fpage>CAT</fpage><lpage>23</lpage><pub-id pub-id-type="doi">10.1056/CAT.23.0097</pub-id></nlm-citation></ref><ref id="ref7"><label>7</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Johansen</surname><given-names>MA</given-names> </name><name name-style="western"><surname>Henriksen</surname><given-names>E</given-names> </name><name name-style="western"><surname>Berntsen</surname><given-names>G</given-names> </name><name name-style="western"><surname>Horsch</surname><given-names>A</given-names> </name></person-group><article-title>Electronic symptom reporting by patients: a literature review</article-title><source>Stud Health Technol Inform</source><year>2011</year><volume>169</volume><fpage>13</fpage><lpage>17</lpage><pub-id pub-id-type="medline">21893705</pub-id></nlm-citation></ref><ref id="ref8"><label>8</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Basch</surname><given-names>E</given-names> </name><name name-style="western"><surname>Deal</surname><given-names>AM</given-names> </name><name name-style="western"><surname>Dueck</surname><given-names>AC</given-names> </name><etal/></person-group><article-title>Overall survival results of a trial assessing patient-reported outcomes for symptom monitoring during routine cancer treatment</article-title><source>JAMA</source><year>2017</year><month>07</month><day>11</day><volume>318</volume><issue>2</issue><fpage>197</fpage><lpage>198</lpage><pub-id pub-id-type="doi">10.1001/jama.2017.7156</pub-id><pub-id pub-id-type="medline">28586821</pub-id></nlm-citation></ref><ref id="ref9"><label>9</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kraft</surname><given-names>R</given-names> </name><name name-style="western"><surname>Reichert</surname><given-names>M</given-names> </name><name name-style="western"><surname>Pryss</surname><given-names>R</given-names> </name></person-group><article-title>Mobile crowdsensing in ecological momentary assessment mHealth studies: a systematic review and analysis</article-title><source>Sensors (Basel)</source><year>2024</year><month>01</month><day>12</day><volume>24</volume><issue>2</issue><fpage>472</fpage><pub-id pub-id-type="doi">10.3390/s24020472</pub-id><pub-id pub-id-type="medline">38257567</pub-id></nlm-citation></ref><ref id="ref10"><label>10</label><nlm-citation citation-type="confproc"><person-group person-group-type="author"><name name-style="western"><surname>Kraft</surname><given-names>R</given-names> </name><name name-style="western"><surname>Blasi</surname><given-names>M</given-names> </name><name name-style="western"><surname>Schickler</surname><given-names>M</given-names> </name><name name-style="western"><surname>Reichert</surname><given-names>M</given-names> </name><name name-style="western"><surname>Pryss</surname><given-names>R</given-names> </name></person-group><article-title>Operationalizing the use of sensor data in mobile crowdsensing: a systematic review and practical guidelines</article-title><conf-name>International Conference on Collaborative Computing: Networking, Applications and Worksharing</conf-name><conf-date>Oct 4-6, 2023</conf-date><conf-loc>Corfu Island, Greece</conf-loc><fpage>229</fpage><lpage>248</lpage><pub-id pub-id-type="doi">10.1007/978-3-031-54531-3_13</pub-id></nlm-citation></ref><ref id="ref11"><label>11</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Torous</surname><given-names>J</given-names> </name><name name-style="western"><surname>Lipschitz</surname><given-names>J</given-names> </name><name name-style="western"><surname>Ng</surname><given-names>M</given-names> </name><name name-style="western"><surname>Firth</surname><given-names>J</given-names> </name></person-group><article-title>Dropout rates in clinical trials of smartphone apps for depressive symptoms: a systematic review and meta-analysis</article-title><source>J Affect Disord</source><year>2020</year><month>02</month><day>15</day><volume>263</volume><fpage>413</fpage><lpage>419</lpage><pub-id pub-id-type="doi">10.1016/j.jad.2019.11.167</pub-id><pub-id pub-id-type="medline">31969272</pub-id></nlm-citation></ref><ref id="ref12"><label>12</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kalgotra</surname><given-names>P</given-names> </name><name name-style="western"><surname>Gupta</surname><given-names>A</given-names> </name><name name-style="western"><surname>Sharda</surname><given-names>R</given-names> </name></person-group><article-title>Pandemic information support lifecycle: evidence from the evolution of mobile apps during COVID-19</article-title><source>J Bus Res</source><year>2021</year><month>09</month><volume>134</volume><fpage>540</fpage><lpage>559</lpage><pub-id pub-id-type="doi">10.1016/j.jbusres.2021.06.002</pub-id><pub-id pub-id-type="medline">34565948</pub-id></nlm-citation></ref><ref id="ref13"><label>13</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Holl</surname><given-names>F</given-names> </name><name name-style="western"><surname>Schobel</surname><given-names>J</given-names> </name><name name-style="western"><surname>Swoboda</surname><given-names>WJ</given-names> </name></person-group><article-title>Mobile apps for COVID-19: a systematic review of reviews</article-title><source>Healthcare (Basel)</source><year>2024</year><month>01</month><day>8</day><volume>12</volume><issue>2</issue><fpage>139</fpage><pub-id pub-id-type="doi">10.3390/healthcare12020139</pub-id><pub-id pub-id-type="medline">38255029</pub-id></nlm-citation></ref><ref id="ref14"><label>14</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kondylakis</surname><given-names>H</given-names> </name><name name-style="western"><surname>Katehakis</surname><given-names>DG</given-names> </name><name name-style="western"><surname>Kouroubali</surname><given-names>A</given-names> </name><etal/></person-group><article-title>COVID-19 mobile apps: a systematic review of the literature</article-title><source>J Med Internet Res</source><year>2020</year><month>12</month><day>9</day><volume>22</volume><issue>12</issue><fpage>e23170</fpage><pub-id pub-id-type="doi">10.2196/23170</pub-id><pub-id pub-id-type="medline">33197234</pub-id></nlm-citation></ref><ref id="ref15"><label>15</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Mansouri</surname><given-names>F</given-names> </name><name name-style="western"><surname>Darvishpour</surname><given-names>A</given-names> </name></person-group><article-title>Mobile health applications in the COVID-19 pandemic: a scoping review of the reviews</article-title><source>Med J Islam Repub Iran</source><year>2023</year><volume>37</volume><issue>8</issue><fpage>8</fpage><pub-id pub-id-type="doi">10.47176/mjiri.37.8</pub-id><pub-id pub-id-type="medline">37123339</pub-id></nlm-citation></ref><ref id="ref16"><label>16</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Garavand</surname><given-names>A</given-names> </name><name name-style="western"><surname>Ameri</surname><given-names>F</given-names> </name><name name-style="western"><surname>Salehi</surname><given-names>F</given-names> </name><name name-style="western"><surname>Talebi</surname><given-names>AH</given-names> </name><name name-style="western"><surname>Karbasi</surname><given-names>Z</given-names> </name><name name-style="western"><surname>Sabahi</surname><given-names>A</given-names> </name></person-group><article-title>A systematic review of health management mobile applications in COVID-19 pandemic: features, advantages, and disadvantages</article-title><source>Biomed Res Int</source><year>2024</year><volume>2024</volume><issue>1</issue><fpage>8814869</fpage><pub-id pub-id-type="doi">10.1155/2024/8814869</pub-id><pub-id pub-id-type="medline">38230030</pub-id></nlm-citation></ref><ref id="ref17"><label>17</label><nlm-citation citation-type="web"><article-title>European mhealth hub: advancing mobile health solutions [Archived version]</article-title><source>mHealth Hub</source><access-date>2024-06-25</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://web.archive.org/web/20240729032952/https://mhealth-hub.org/mhealth-hub">https://web.archive.org/web/20240729032952/https://mhealth-hub.org/mhealth-hub</ext-link></comment></nlm-citation></ref><ref id="ref18"><label>18</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Agarwal</surname><given-names>S</given-names> </name><name name-style="western"><surname>LeFevre</surname><given-names>AE</given-names> </name><name name-style="western"><surname>Lee</surname><given-names>J</given-names> </name><etal/></person-group><article-title>Guidelines for reporting of health interventions using mobile phones: mobile health (mHealth) evidence reporting and assessment (mERA) checklist</article-title><source>BMJ</source><year>2016</year><month>03</month><day>17</day><volume>352</volume><fpage>i1174</fpage><pub-id pub-id-type="doi">10.1136/bmj.i1174</pub-id><pub-id pub-id-type="medline">26988021</pub-id></nlm-citation></ref><ref id="ref19"><label>19</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Saeidnia</surname><given-names>HR</given-names> </name><name name-style="western"><surname>Kozak</surname><given-names>M</given-names> </name><name name-style="western"><surname>Ausloos</surname><given-names>M</given-names> </name><name name-style="western"><surname>Lund</surname><given-names>BD</given-names> </name><name name-style="western"><surname>Ghorbi</surname><given-names>A</given-names> </name><name name-style="western"><surname>Mohammadzadeh</surname><given-names>Z</given-names> </name></person-group><article-title>Evaluation of COVID-19 m-Health apps: an analysis of the methods of app usability testing during a global pandemic</article-title><source>Inform Med Unlocked</source><year>2023</year><volume>41</volume><fpage>101310</fpage><pub-id pub-id-type="doi">10.1016/j.imu.2023.101310</pub-id></nlm-citation></ref><ref id="ref20"><label>20</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Amiri</surname><given-names>P</given-names> </name><name name-style="western"><surname>Nadri</surname><given-names>H</given-names> </name><name name-style="western"><surname>Bahaadinbeigy</surname><given-names>K</given-names> </name></person-group><article-title>Facilitators and barriers of mHealth interventions during the Covid-19 pandemic: systematic review</article-title><source>BMC Health Serv Res</source><year>2023</year><month>10</month><day>28</day><volume>23</volume><issue>1</issue><fpage>1176</fpage><pub-id pub-id-type="doi">10.1186/s12913-023-10171-w</pub-id><pub-id pub-id-type="medline">37898755</pub-id></nlm-citation></ref><ref id="ref21"><label>21</label><nlm-citation citation-type="web"><article-title>Match and document work content of national and international groups (German)</article-title><source>NUM-COMPASS</source><access-date>2026-03-02</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://num-compass.science/en/deliverables/d1.7_arbeitsinhalte/">https://num-compass.science/en/deliverables/d1.7_arbeitsinhalte/</ext-link></comment></nlm-citation></ref><ref id="ref22"><label>22</label><nlm-citation citation-type="book"><person-group person-group-type="author"><name name-style="western"><surname>Walker</surname><given-names>J</given-names> </name><name name-style="western"><surname>Awange</surname><given-names>J</given-names> </name><name name-style="western"><surname>Walker</surname><given-names>J</given-names> </name><name name-style="western"><surname>Awange</surname><given-names>J</given-names> </name></person-group><article-title>Global navigation satellite system</article-title><source>Surveying for Civil and Mine Engineers: Acquire the Skills in Weeks</source><year>2020</year><publisher-name>Springer, Cham</publisher-name><fpage>281</fpage><lpage>294</lpage><pub-id pub-id-type="doi">10.1007/978-3-030-45803-4_14</pub-id></nlm-citation></ref><ref id="ref23"><label>23</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>van Zanten</surname><given-names>JA</given-names> </name><name name-style="western"><surname>van Tulder</surname><given-names>R</given-names> </name></person-group><article-title>Beyond COVID-19: applying &#x201C;SDG logics&#x201D; for resilient transformations</article-title><source>J Int Bus Policy</source><year>2020</year><month>12</month><volume>3</volume><issue>4</issue><fpage>451</fpage><lpage>464</lpage><pub-id pub-id-type="doi">10.1057/s42214-020-00076-4</pub-id></nlm-citation></ref><ref id="ref24"><label>24</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Krauskopf</surname><given-names>PB</given-names> </name></person-group><article-title>World Health Organization Academy: COVID-19 learning and WHO info mobile apps</article-title><source>J Nurse Pract</source><year>2020</year><month>10</month><volume>16</volume><issue>9</issue><fpage>704</fpage><lpage>705</lpage><pub-id pub-id-type="doi">10.1016/j.nurpra.2020.07.002</pub-id><pub-id pub-id-type="medline">33519316</pub-id></nlm-citation></ref><ref id="ref25"><label>25</label><nlm-citation citation-type="web"><article-title>ViraTrace LLC</article-title><source>GitHub</source><access-date>2025-03-03</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://github.com/ViraTrace">https://github.com/ViraTrace</ext-link></comment></nlm-citation></ref><ref id="ref26"><label>26</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Franco</surname><given-names>M</given-names> </name><name name-style="western"><surname>Rodrigues</surname><given-names>B</given-names> </name><name name-style="western"><surname>Killer</surname><given-names>C</given-names> </name><etal/></person-group><article-title>WeTrace: a privacy-preserving tracing approach</article-title><source>J Commun Netw</source><year>2021</year><volume>23</volume><issue>5</issue><fpage>374</fpage><lpage>389</lpage><pub-id pub-id-type="doi">10.23919/JCN.2021.000021</pub-id></nlm-citation></ref><ref id="ref27"><label>27</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Jiang</surname><given-names>T</given-names> </name><name name-style="western"><surname>Zhang</surname><given-names>Y</given-names> </name><name name-style="western"><surname>Zhang</surname><given-names>M</given-names> </name><etal/></person-group><article-title>A survey on contact tracing: the latest advancements and challenges</article-title><source>ACM Trans Spatial Algorithms Syst</source><year>2022</year><month>06</month><day>30</day><volume>8</volume><issue>2</issue><fpage>1</fpage><lpage>35</lpage><pub-id pub-id-type="doi">10.1145/3494529</pub-id></nlm-citation></ref><ref id="ref28"><label>28</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Leith</surname><given-names>DJ</given-names> </name><name name-style="western"><surname>Farrell</surname><given-names>S</given-names> </name></person-group><article-title>Measurement-based evaluation of Google/Apple Exposure Notification API for proximity detection in a commuter bus</article-title><source>PLoS One</source><year>2021</year><volume>16</volume><issue>4</issue><fpage>e0250826</fpage><pub-id pub-id-type="doi">10.1371/journal.pone.0250826</pub-id><pub-id pub-id-type="medline">33914810</pub-id></nlm-citation></ref><ref id="ref29"><label>29</label><nlm-citation citation-type="confproc"><person-group person-group-type="author"><name name-style="western"><surname>Buccafurri</surname><given-names>F</given-names> </name><name name-style="western"><surname>De Angelis</surname><given-names>V</given-names> </name><name name-style="western"><surname>Labrini</surname><given-names>C</given-names> </name></person-group><article-title>A privacy-preserving solution for proximity tracing avoiding identifier exchanging</article-title><access-date>2026-03-17</access-date><conf-name>2020 International Conference on Cyberworlds (CW)</conf-name><conf-date>Sep 29 to Oct 1, 2020</conf-date><conf-loc>Caen, France</conf-loc><fpage>235</fpage><lpage>242</lpage><comment><ext-link ext-link-type="uri" xlink:href="https://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=9240475">https://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=9240475</ext-link></comment><pub-id pub-id-type="doi">10.1109/CW49994.2020.00045</pub-id></nlm-citation></ref><ref id="ref30"><label>30</label><nlm-citation citation-type="report"><person-group person-group-type="author"><name name-style="western"><surname>Rivest</surname><given-names>RL</given-names> </name><name name-style="western"><surname>Callas</surname><given-names>J</given-names> </name><name name-style="western"><surname>Canetti</surname><given-names>R</given-names> </name><etal/></person-group><article-title>The PACT protocol specification</article-title><year>2020</year><access-date>2026-03-03</access-date><publisher-name>PACT Team, MIT</publisher-name><comment><ext-link ext-link-type="uri" xlink:href="https://people.csail.mit.edu/rivest/pubs/RACCS-2020-PACT.pdf">https://people.csail.mit.edu/rivest/pubs/RACCS-2020-PACT.pdf</ext-link></comment></nlm-citation></ref><ref id="ref31"><label>31</label><nlm-citation citation-type="web"><article-title>SORMAS&#x2014;surveillance outbreak response management and analysis system</article-title><source>SORMAS Foundation</source><year>2021</year><access-date>2026-03-14</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.sormas.org/">https://www.sormas.org/</ext-link></comment></nlm-citation></ref><ref id="ref32"><label>32</label><nlm-citation citation-type="web"><article-title>Ostani zdrav &#x2013; stay healthy [Archived version]</article-title><source>mHealth Hub</source><access-date>2025-03-03</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://web.archive.org/web/20231004200650/https://mhealth-hub.org/ostanizdrav-stay-healthyhttps://mhealth-hub.org/ostanizdrav-stay-healthy">https://web.archive.org/web/20231004200650/https://mhealth-hub.org/ostanizdrav-stay-healthyhttps://mhealth-hub.org/ostanizdrav-stay-healthy</ext-link></comment></nlm-citation></ref><ref id="ref33"><label>33</label><nlm-citation citation-type="web"><article-title>ViruSafe [Archived version]</article-title><source>mHealth Hub</source><access-date>2025-03-03</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://web.archive.org/web/20240226153943/https://mhealth-hub.org/virusafe">https://web.archive.org/web/20240226153943/https://mhealth-hub.org/virusafe</ext-link></comment></nlm-citation></ref><ref id="ref34"><label>34</label><nlm-citation citation-type="web"><article-title>Gutenberg COVID-19 study</article-title><source>University Medical Center of the Johannes Gutenberg University Mainz</source><access-date>2024-06-25</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.unimedizin-mainz.de/gcs/overview.html?L=1">https://www.unimedizin-mainz.de/gcs/overview.html?L=1</ext-link></comment></nlm-citation></ref><ref id="ref35"><label>35</label><nlm-citation citation-type="web"><article-title>Surveillance and early warning system for SARS-cov-2 infections in rhineland-palatinate</article-title><source>SentiSurv RLP</source><access-date>2024-06-25</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.unimedizin-mainz.de/sentisurv/startseite.html">https://www.unimedizin-mainz.de/sentisurv/startseite.html</ext-link></comment></nlm-citation></ref><ref id="ref36"><label>36</label><nlm-citation citation-type="web"><article-title>SAM</article-title><source>Google Play Store</source><year>2024</year><access-date>2025-06-25</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://play.google.com/store/apps/details?id=de.num.sam.lmu">https://play.google.com/store/apps/details?id=de.num.sam.lmu</ext-link></comment></nlm-citation></ref><ref id="ref37"><label>37</label><nlm-citation citation-type="web"><article-title>Get strong to fight childhood cancer &#x2013; an exercise intervention for children and adolescents undergoing anti-cancer treatment</article-title><source>FORTEe</source><access-date>2024-06-25</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://fortee-project.eu">https://fortee-project.eu</ext-link></comment></nlm-citation></ref><ref id="ref38"><label>38</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Oehm</surname><given-names>JB</given-names> </name><name name-style="western"><surname>Riepenhausen</surname><given-names>SL</given-names> </name><name name-style="western"><surname>Storck</surname><given-names>M</given-names> </name><name name-style="western"><surname>Dugas</surname><given-names>M</given-names> </name><name name-style="western"><surname>Pryss</surname><given-names>R</given-names> </name><name name-style="western"><surname>Varghese</surname><given-names>J</given-names> </name></person-group><article-title>Integration of patient-reported outcome data collected via web applications and mobile apps into a nation-wide COVID-19 research platform using fast healthcare interoperability resources: development study</article-title><source>J Med Internet Res</source><year>2024</year><month>02</month><day>27</day><volume>26</volume><fpage>e47846</fpage><pub-id pub-id-type="doi">10.2196/47846</pub-id><pub-id pub-id-type="medline">38411999</pub-id></nlm-citation></ref><ref id="ref39"><label>39</label><nlm-citation citation-type="web"><article-title>NUMde/compass-questionnaire-editor</article-title><source>GitHub</source><access-date>2024-06-25</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://github.com/NUMde/compass-questionnaire-editor">https://github.com/NUMde/compass-questionnaire-editor</ext-link></comment></nlm-citation></ref><ref id="ref40"><label>40</label><nlm-citation citation-type="web"><article-title>Network University Medicine</article-title><source>GitHub</source><access-date>2026-03-14</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://github.com/NUMde">https://github.com/NUMde</ext-link></comment></nlm-citation></ref><ref id="ref41"><label>41</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Holfelder</surname><given-names>M</given-names> </name><name name-style="western"><surname>Mulansky</surname><given-names>L</given-names> </name><name name-style="western"><surname>Schlee</surname><given-names>W</given-names> </name><etal/></person-group><article-title>Medical device regulation efforts for mHealth apps during the COVID-19 pandemic&#x2014;an experience report of corona check and corona health</article-title><source>J</source><year>2021</year><volume>4</volume><issue>2</issue><fpage>206</fpage><lpage>222</lpage><pub-id pub-id-type="doi">10.3390/j4020017</pub-id></nlm-citation></ref><ref id="ref42"><label>42</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Muzoora</surname><given-names>MR</given-names> </name><name name-style="western"><surname>El-Badawi</surname><given-names>N</given-names> </name><name name-style="western"><surname>Elsner</surname><given-names>C</given-names> </name><etal/></person-group><article-title>Motivating developers to use interoperable standards for data in pandemic health apps</article-title><source>Stud Health Technol Inform</source><year>2021</year><month>05</month><day>27</day><volume>281</volume><fpage>1027</fpage><lpage>1028</lpage><pub-id pub-id-type="doi">10.3233/SHTI210339</pub-id><pub-id pub-id-type="medline">34042834</pub-id></nlm-citation></ref><ref id="ref43"><label>43</label><nlm-citation citation-type="confproc"><person-group person-group-type="author"><name name-style="western"><surname>Beierle</surname><given-names>F</given-names> </name><name name-style="western"><surname>Dhakal</surname><given-names>U</given-names> </name><name name-style="western"><surname>Cohrdes</surname><given-names>C</given-names> </name><name name-style="western"><surname>Eicher</surname><given-names>S</given-names> </name><name name-style="western"><surname>Pryss</surname><given-names>R</given-names> </name></person-group><article-title>Public perception of the german COVID-19 contact-tracing app corona-warn-app</article-title><conf-name>2021 IEEE 34th International Symposium on Computer-Based Medical Systems (CBMS)</conf-name><conf-date>Jun 7-9, 2021</conf-date><conf-loc>Aveiro, Portugal</conf-loc><fpage>342</fpage><lpage>347</lpage><pub-id pub-id-type="doi">10.1109/CBMS52027.2021.00031</pub-id></nlm-citation></ref><ref id="ref44"><label>44</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Thole</surname><given-names>D</given-names> </name><name name-style="western"><surname>Ole Diesterh&#x00F6;ft</surname><given-names>T</given-names> </name><name name-style="western"><surname>Vogel</surname><given-names>S</given-names> </name><etal/></person-group><article-title>Relevant aspects for sustainable open source pandemic apps and platform deployment with focus on community building</article-title><source>Stud Health Technol Inform</source><year>2021</year><month>09</month><day>21</day><volume>283</volume><fpage>186</fpage><lpage>193</lpage><pub-id pub-id-type="doi">10.3233/SHTI210559</pub-id><pub-id pub-id-type="medline">34545835</pub-id></nlm-citation></ref><ref id="ref45"><label>45</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Smith</surname><given-names>R</given-names> </name></person-group><article-title>Pandemie-Apps: Breite Akzeptanz</article-title><source>Dtsch Arztebl Int</source><year>2021</year><access-date>2026-03-14</access-date><volume>118</volume><issue>50</issue><fpage>845</fpage><lpage>853</lpage><comment><ext-link ext-link-type="uri" xlink:href="https://www.aerzteblatt.de/archiv/pandemie-apps-breite-akzeptanz-f9dd2e7a-9fc2-4c8b-97a9-baa567116df8">https://www.aerzteblatt.de/archiv/pandemie-apps-breite-akzeptanz-f9dd2e7a-9fc2-4c8b-97a9-baa567116df8</ext-link></comment></nlm-citation></ref><ref id="ref46"><label>46</label><nlm-citation citation-type="confproc"><person-group person-group-type="author"><name name-style="western"><surname>Muzoora</surname><given-names>MR</given-names> </name><name name-style="western"><surname>Riepenhausen</surname><given-names>S</given-names> </name><name name-style="western"><surname>Oehm</surname><given-names>J</given-names> </name><etal/></person-group><article-title>67. jahrestagung der deutschen gesellschaft f&#x00FC;r medizinische informatik, biometrie und epidemiologie e. v.(GMDS), 13. jahreskongress der technologie-und methodenplattform f&#x00FC;r die vernetzte medizinische forschung e. v.(TMF)</article-title><access-date>2026-03-14</access-date><conf-date>Aug 21-25, 2022</conf-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.egms.de/dynamic/en/meetings/gmds2022/?main=6">https://www.egms.de/dynamic/en/meetings/gmds2022/?main=6</ext-link></comment></nlm-citation></ref><ref id="ref47"><label>47</label><nlm-citation citation-type="web"><person-group person-group-type="author"><collab>Compass Tutorial</collab></person-group><article-title>Mobile health applications in pandemic response</article-title><source>GMDS Conference</source><year>2021</year><access-date>2024-06-25</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.gmds.de/fileadmin/user_upload/aktuelles-termine/2021-09-26_compass-tutorial-gmds-2021.pdf">https://www.gmds.de/fileadmin/user_upload/aktuelles-termine/2021-09-26_compass-tutorial-gmds-2021.pdf</ext-link></comment></nlm-citation></ref><ref id="ref48"><label>48</label><nlm-citation citation-type="confproc"><person-group person-group-type="author"><name name-style="western"><surname>Winter</surname><given-names>M</given-names> </name><name name-style="western"><surname>Baumeister</surname><given-names>H</given-names> </name><name name-style="western"><surname>Frick</surname><given-names>U</given-names> </name><name name-style="western"><surname>Tallon</surname><given-names>M</given-names> </name><name name-style="western"><surname>Reichert</surname><given-names>M</given-names> </name><name name-style="western"><surname>Pryss</surname><given-names>R</given-names> </name></person-group><article-title>Exploring the usability of the german COVID-19 contact tracing app in a combined eye tracking and retrospective think aloud study</article-title><conf-name>2021 43rd Annual International Conference of the IEEE Engineering in Medicine &#x0026; Biology Society (EMBC)</conf-name><conf-date>Nov 1-5, 2021</conf-date><conf-loc>Mexico</conf-loc><publisher-name>IEEE</publisher-name><fpage>2215</fpage><lpage>2221</lpage><pub-id pub-id-type="doi">10.1109/EMBC46164.2021.9630949</pub-id></nlm-citation></ref><ref id="ref49"><label>49</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Beierle</surname><given-names>F</given-names> </name><name name-style="western"><surname>Schobel</surname><given-names>J</given-names> </name><name name-style="western"><surname>Vogel</surname><given-names>C</given-names> </name><etal/></person-group><article-title>Corona health-a study- and sensor-based mobile app platform exploring aspects of the COVID-19 pandemic</article-title><source>Int J Environ Res Public Health</source><year>2021</year><month>07</month><day>10</day><volume>18</volume><issue>14</issue><fpage>7395</fpage><pub-id pub-id-type="doi">10.3390/ijerph18147395</pub-id><pub-id pub-id-type="medline">34299846</pub-id></nlm-citation></ref><ref id="ref50"><label>50</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Muzoora</surname><given-names>MR</given-names> </name><name name-style="western"><surname>Schaarschmidt</surname><given-names>M</given-names> </name><name name-style="western"><surname>Krefting</surname><given-names>D</given-names> </name><name name-style="western"><surname>Oehm</surname><given-names>J</given-names> </name><name name-style="western"><surname>Riepenhausen</surname><given-names>S</given-names> </name><name name-style="western"><surname>Thun</surname><given-names>S</given-names> </name></person-group><article-title>Towards FAIR patient reported outcome: application of the interoperability principle for mobile pandemic apps</article-title><source>Stud Health Technol Inform</source><year>2021</year><month>11</month><day>18</day><volume>287</volume><fpage>85</fpage><lpage>86</lpage><pub-id pub-id-type="doi">10.3233/SHTI210820</pub-id><pub-id pub-id-type="medline">34795087</pub-id></nlm-citation></ref><ref id="ref51"><label>51</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Buhr</surname><given-names>L</given-names> </name><name name-style="western"><surname>Schicktanz</surname><given-names>S</given-names> </name><name name-style="western"><surname>Nordmeyer</surname><given-names>E</given-names> </name></person-group><article-title>Attitudes toward mobile apps for pandemic research among smartphone users in Germany: national survey</article-title><source>JMIR Mhealth Uhealth</source><year>2022</year><month>01</month><day>24</day><volume>10</volume><issue>1</issue><fpage>e31857</fpage><pub-id pub-id-type="doi">10.2196/31857</pub-id><pub-id pub-id-type="medline">35072646</pub-id></nlm-citation></ref><ref id="ref52"><label>52</label><nlm-citation citation-type="confproc"><person-group person-group-type="author"><name name-style="western"><surname>Martin</surname><given-names>T</given-names> </name><name name-style="western"><surname>Tahar</surname><given-names>K</given-names> </name><name name-style="western"><surname>Lehne</surname><given-names>M</given-names> </name><etal/></person-group><article-title>66. jahrestagung der deutschen gesellschaft f&#x00FC;r medizinische informatik, biometrie und epidemiologie e. v.(GMDS), 12. jahreskongress der technologie-und methodenplattform f&#x00FC;r die vernetzte medizinische forschung e. v.(TMF)</article-title><year>2021</year><access-date>2026-03-14</access-date><conf-date>Sep 26-30, 2021</conf-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.egms.de/static/en/meetings/gmds2021/">https://www.egms.de/static/en/meetings/gmds2021/</ext-link></comment></nlm-citation></ref><ref id="ref53"><label>53</label><nlm-citation citation-type="web"><article-title>COMPASS - pandemic health applications: regulatory, technical, and ethical documentation</article-title><source>zenodo</source><access-date>2026-03-03</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://zenodo.org/records/14961691">https://zenodo.org/records/14961691</ext-link></comment></nlm-citation></ref><ref id="ref54"><label>54</label><nlm-citation citation-type="web"><article-title>Netzwerk Universit&#x00E4;ts Medizin</article-title><source>GitHub</source><access-date>2026-03-02</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://github.com/NUMde/">https://github.com/NUMde/</ext-link></comment></nlm-citation></ref><ref id="ref55"><label>55</label><nlm-citation citation-type="web"><article-title>Medical data models</article-title><source>Medical Data Integration Center (MeDIC)</source><access-date>2026-03-02</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://medic.uni-muenster.de/mdm-portal-fuer-medizinische-formulare/">https://medic.uni-muenster.de/mdm-portal-fuer-medizinische-formulare/</ext-link></comment></nlm-citation></ref></ref-list></back></article>