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<?covid-19-tdm?>
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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JMIR</journal-id>
      <journal-id journal-id-type="nlm-ta">J Med Internet Res</journal-id>
      <journal-title>Journal of Medical Internet Research</journal-title>
      <issn pub-type="epub">1438-8871</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">v23i3e19473</article-id>
      <article-id pub-id-type="pmid">33600344</article-id>
      <article-id pub-id-type="doi">10.2196/19473</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Review</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Review</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Digital Health Solutions to Control the COVID-19 Pandemic in Countries With High Disease Prevalence: Literature Review</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Eysenbach</surname>
            <given-names>Gunther</given-names>
          </name>
        </contrib>
        <contrib contrib-type="editor">
          <name>
            <surname>Sanchez</surname>
            <given-names>Travis</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Chaudhry</surname>
            <given-names>Beenish</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Dormanesh</surname>
            <given-names>Allison</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Tian</surname>
            <given-names>Peter George</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Van den Eynde</surname>
            <given-names>Jef</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author">
          <name name-style="western">
            <surname>R Niakan Kalhori</surname>
            <given-names>Sharareh</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-7577-1200</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Bahaadinbeigy</surname>
            <given-names>Kambiz</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-5430-3758</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Deldar</surname>
            <given-names>Kolsoum</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-5615-491X</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Gholamzadeh</surname>
            <given-names>Marsa</given-names>
          </name>
          <degrees>MSc</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-6781-9342</ext-link>
        </contrib>
        <contrib id="contrib5" contrib-type="author">
          <name name-style="western">
            <surname>Hajesmaeel-Gohari</surname>
            <given-names>Sadrieh</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff4" ref-type="aff">4</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-5212-6148</ext-link>
        </contrib>
        <contrib id="contrib6" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Ayyoubzadeh</surname>
            <given-names>Seyed Mohammad</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Department of Health Information Management</institution>
            <institution>Tehran University of Medical Sciences</institution>
            <addr-line>3rd Floor, School of Allied Medical Sciences</addr-line>
            <addr-line>No #17, Farredanesh Alley, Ghods St, Enghelab Ave</addr-line>
            <addr-line>Tehran</addr-line>
            <country>Iran</country>
            <phone>98 2188983025</phone>
            <email>s.m.ayyoubzadeh@gmail.com</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-8450-7818</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Department of Health Information Management</institution>
        <institution>Tehran University of Medical Sciences</institution>
        <addr-line>Tehran</addr-line>
        <country>Iran</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Modeling in Health Research Center</institution>
        <institution>Institute for Future Studies in Health</institution>
        <institution>Kerman University of Medical Sciences</institution>
        <addr-line>Kerman</addr-line>
        <country>Iran</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>School of Paramedicine</institution>
        <institution>Shahroud University of Medical Sciences</institution>
        <addr-line>Shahroud</addr-line>
        <country>Iran</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>Medical Informatics Research Center</institution>
        <institution>Institute for Futures Studies in Health</institution>
        <institution>Kerman University of Medical Sciences</institution>
        <addr-line>Kerman</addr-line>
        <country>Iran</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Seyed Mohammad Ayyoubzadeh <email>s.m.ayyoubzadeh@gmail.com</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <month>3</month>
        <year>2021</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>10</day>
        <month>3</month>
        <year>2021</year>
      </pub-date>
      <volume>23</volume>
      <issue>3</issue>
      <elocation-id>e19473</elocation-id>
      <history>
        <date date-type="received">
          <day>19</day>
          <month>4</month>
          <year>2020</year>
        </date>
        <date date-type="rev-request">
          <day>12</day>
          <month>6</month>
          <year>2020</year>
        </date>
        <date date-type="rev-recd">
          <day>27</day>
          <month>6</month>
          <year>2020</year>
        </date>
        <date date-type="accepted">
          <day>31</day>
          <month>8</month>
          <year>2020</year>
        </date>
      </history>
      <copyright-statement>©Sharareh R Niakan Kalhori, Kambiz Bahaadinbeigy, Kolsoum Deldar, Marsa Gholamzadeh, Sadrieh Hajesmaeel-Gohari, Seyed Mohammad Ayyoubzadeh. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 10.03.2021.</copyright-statement>
      <copyright-year>2021</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 (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://www.jmir.org/2021/3/e19473" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>COVID-19, the disease caused by the novel coronavirus SARS-CoV-2, has become a global pandemic, affecting most countries worldwide. Digital health information technologies can be applied in three aspects, namely digital patients, digital devices, and digital clinics, and could be useful in fighting the COVID-19 pandemic.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>Recent reviews have examined the role of digital health in controlling COVID-19 to identify the potential of digital health interventions to fight the disease. However, this study aims to review and analyze the digital technology that is being applied to control the COVID-19 pandemic in the 10 countries with the highest prevalence of the disease.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>For this review, the Google Scholar, PubMed, Web of Science, and Scopus databases were searched in August 2020 to retrieve publications from December 2019 to March 15, 2020. Furthermore, the Google search engine was used to identify additional applications of digital health for COVID-19 pandemic control.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>We included 32 papers in this review that reported 37 digital health applications for COVID-19 control. The most common digital health projects to address COVID-19 were telemedicine visits (11/37, 30%). Digital learning packages for informing people about the disease, geographic information systems and quick response code applications for real-time case tracking, and cloud- or mobile-based systems for self-care and patient tracking were in the second rank of digital tool applications (all 7/37, 19%). The projects were deployed in various European countries and in the United States, Australia, and China.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>Considering the potential of available information technologies worldwide in the 21st century, particularly in developed countries, it appears that more digital health products with a higher level of intelligence capability remain to be applied for the management of pandemics and health-related crises.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>COVID-19</kwd>
        <kwd>digital health</kwd>
        <kwd>information technology</kwd>
        <kwd>telemedicine</kwd>
        <kwd>electronic health</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>The novel disease COVID-19, caused by the novel coronavirus SARS-CoV-2, was originally recognized in December 2019 as a case of pneumonia in Wuhan, China; it has since become a global pandemic, affecting most countries worldwide [<xref ref-type="bibr" rid="ref1">1</xref>]. On March 11, the World Health Organization announced the outbreak of a pandemic and asked for coordinated mechanisms to support readiness and rapid response to the infection across the world's health sectors [<xref ref-type="bibr" rid="ref2">2</xref>]. As the incidence of COVID-19 continues to rise, health care systems are rapidly facing growing clinical demands [<xref ref-type="bibr" rid="ref3">3</xref>]. Operational management of a pandemic in the era of modern medicine requires novel technologies, such as digital health, that can support the management of COVID-19 cases in different stages [<xref ref-type="bibr" rid="ref4">4</xref>]. Digital health as an application of information technology has already been used to improve health care organizations; for example, the National Health Service (NHS) in the United Kingdom has established the NHS Digital information center [<xref ref-type="bibr" rid="ref5">5</xref>]. Digital health is defined as information technologies that can be applied in three aspects: digital patients, digital devices, and digital clinics. A digital patient is a patient who uses and engages with mobile health (mHealth) devices to change and sustain their behavior, including technologies such as telemedicine, patient self-measurements, and digital retention. Digital devices help solve clinical problems and include smartphone-connected rhythm monitoring devices, wireless and wearable devices, and implantable and ingestible sensors. The digital clinic aspect focuses on generating mHealth data, analyzing it so that it is clinically meaningful, and integrating it within clinical workflows. Aspects of digital clinics include precision-based mHealth and n-of-1 designs, population-based mHealth interventions in resource-limited areas, and mHealth regulation and integration [<xref ref-type="bibr" rid="ref6">6</xref>].</p>
      <p>During the COVID-19 pandemic, digital health–based tools may support organizations and societies more efficiently. They are useful for instant, widespread distribution of information, real-time transmission tracking, virtual venue creation for meetings and official day-to-day operations, and telemedicine visits for patients [<xref ref-type="bibr" rid="ref7">7</xref>-<xref ref-type="bibr" rid="ref12">12</xref>]. Such applications during the COVID-19 pandemic have been reported in several publications [<xref ref-type="bibr" rid="ref13">13</xref>-<xref ref-type="bibr" rid="ref15">15</xref>]. During the recent months of the COVID-19 outbreak, as countries and their responsible organizations such as health ministries and other officials have focused on controlling the pandemic, many supportive and reliable informatics infrastructures have been developed [<xref ref-type="bibr" rid="ref12">12</xref>]. These infrastructures were applied in practice to prepare to manage an exponential increase in patients with COVID-19. Various digital health strategies have been used for disease control in different countries. A study conducted by Calton et al [<xref ref-type="bibr" rid="ref16">16</xref>] provided some tips for applying telemedicine as a means to reduce the transmission of COVID-19. A study conducted by Moazzami et al [<xref ref-type="bibr" rid="ref17">17</xref>] focused on employing telemedicine to prevent disease among health care providers. A study conducted by Keesara et al [<xref ref-type="bibr" rid="ref18">18</xref>] referred to the capabilities and potential of digital health to fight COVID-19. However, they reviewed digital health–related solutions in general to address how this technology can support health care systems through introducing various strategic roles, such as surveillance, screening, triage, diagnosis, and monitoring, and contact tracing; no data regarding the use of this approach in practice for fighting COVID-19 were provided [<xref ref-type="bibr" rid="ref19">19</xref>]. Fagherazzi et al [<xref ref-type="bibr" rid="ref20">20</xref>] emphasized that the great potential of digital technology for COVID-19 control should be considered at the top level of health systems; they also discussed the challenges that policy makers may face in controlling the crisis using digital solutions. Furthermore, in a macro vision, they revealed the required societal and environmental restructuring required for successfully applying digital health technology to control COVID-19, including the health care system, government, public, industry, environment, and energy [<xref ref-type="bibr" rid="ref15">15</xref>]. These reviews depict a general image regarding the requirement of digital system use and their applications worldwide [<xref ref-type="bibr" rid="ref21">21</xref>], with no focus on any specific application in a specific country or region. Although these studies have shed light on the topic of applying digital health solutions for COVID-19 control, there is a gap of deep understanding regarding the application of these technologies in countries where COVID-19 is highly prevalent.</p>
      <p>Therefore, this study aimed to review and analyze applied information technology and digital health–related strategies to control the COVID-19 pandemic in the 10 countries with the highest prevalence of the disease.</p>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <p>In this review study, the databases of Google Scholar, PubMed, Web of Science, and Scopus were searched in August 2020 to retrieve publications from December 2019 to August 15, 2020. The combination of keywords for searching is shown below:</p>
      <disp-quote>
        <p>(“Corona virus” OR “COVID 19” OR “coronavirus”) AND (computer OR internet OR web* OR mobile OR smart OR email OR video confer* OR telecommunication OR ICT OR “information technology” OR ehealth OR telehealth OR mHealth OR telecare OR telehealth OR telemedicine OR telemonitoring OR digital OR wearable OR IoT OR cloud) AND (Italy OR Spain OR USA OR France OR UK OR Iran OR China OR Netherlands OR Germany OR Belgium)</p>
      </disp-quote>
      <p>The inclusion criteria were publications that introduce digital health applications to manage and control COVID-19 in humans, and the exclusion criteria were non-English publications, publications with no abstract, research on data analysis and modeling for prediction of epidemiological parameters, letters to the editor, and review studies. Data were analyzed using descriptive methods. Qualitative analysis of the included studies was performed based on predefined categories. A summary of the reviewed articles is provided in <xref ref-type="table" rid="table1">Table 1</xref>. Several items were analyzed in each paper, including (1) publication month; (2) country (Italy, Spain, United States, France, United Kingdom, Iran, China, the Netherlands, Germany, and Belgium, as they were the countries where COVID-19 was most prevalent according to the Worldometer website [<xref ref-type="bibr" rid="ref22">22</xref>]); (3) purpose of the study, including screening, prevention, diagnosis, treatment, and follow-up of cases (defined as follows: screening: no symptom + no contact with COVID-19 patients; prevention: no symptom + contact with COVID-19 patients with no symptoms; diagnosis: having disease symptoms; treatment of COVID-19 cases: decreasing symptoms dramatically; and follow-up: discharged cases with the fewest symptoms); (4) scope and territory (village, city, region/province, state, country, and international), (5) digital tools, including robots, the Internet of Things, videoconferencing, web-based systems, cloud-based systems, wearable devices, clinical decision support systems (CDSSs), intelligent systems, smartphones, mobile apps, telecommunication systems, websites, digital media, and digital quick response (QR) codes.</p>
      <table-wrap position="float" id="table1">
        <label>Table 1</label>
        <caption>
          <p>Details of the reviewed papers that discussed the application of digital health tools to control the COVID-19 pandemic.</p>
        </caption>
        <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
          <col width="130"/>
          <col width="200"/>
          <col width="100"/>
          <col width="100"/>
          <col width="90"/>
          <col width="90"/>
          <col width="130"/>
          <col width="160"/>
          <thead>
            <tr valign="top">
              <td>Author</td>
              <td>Journal</td>
              <td>Publication month (2020)</td>
              <td>Country</td>
              <td>Purpose</td>
              <td>Scope and territory</td>
              <td>Applied digital tools</td>
              <td>Application of digital tools</td>
            </tr>
          </thead>
          <tbody>
            <tr valign="top">
              <td>Kamel and Geraghty [<xref ref-type="bibr" rid="ref23">23</xref>]</td>
              <td>
                <italic>International Journal of Health Geographics</italic>
              </td>
              <td>March</td>
              <td>China</td>
              <td>Prevention</td>
              <td>International</td>
              <td>Web-based systems, mobile apps, GIS<sup>a</sup></td>
              <td>Widespread distribution of information and real-time tracking of transmission</td>
            </tr>
            <tr valign="top">
              <td>Yang et al [<xref ref-type="bibr" rid="ref24">24</xref>]</td>
              <td>
                <italic>Clinical Oral Investigations</italic>
              </td>
              <td>May</td>
              <td>China</td>
              <td>Treatment and follow-up</td>
              <td>Country</td>
              <td>Web-based systems, mobile apps</td>
              <td>Telemedicine visits for patients</td>
            </tr>
            <tr valign="top">
              <td>Meng et al [<xref ref-type="bibr" rid="ref25">25</xref>]</td>
              <td>
                <italic>International Journal of Clinical Pharmacy</italic>
              </td>
              <td>April</td>
              <td>China</td>
              <td>Treatment</td>
              <td>Region</td>
              <td>Cloud-based systems, smartphones, telecommunication systems</td>
              <td>Provision of pharmaceutical care activities  <break/>  
            to patients and physicians by pharmacists</td>
            </tr>
            <tr valign="top">
              <td>Ohannessian et al [<xref ref-type="bibr" rid="ref26">26</xref>]</td>
              <td>
                <italic>JMIR Public Health and Surveillance</italic>
              </td>
              <td>February</td>
              <td>France</td>
              <td>Prevention</td>
              <td>Country</td>
              <td>Videoconferencing</td>
              <td>Offering telemedicine visits for patients<break/>  <break/>  </td>
            </tr>
            <tr valign="top">
              <td>Pan et al [<xref ref-type="bibr" rid="ref27">27</xref>]</td>
              <td>
                <italic>Microbes and Infection</italic>
              </td>
              <td>February</td>
              <td>China</td>
              <td>Prevention</td>
              <td>Country</td>
              <td>Mobile apps</td>
              <td>Widespread distribution of information and real-time tracking of transmission</td>
            </tr>
            <tr valign="top">
              <td>Pan et al [<xref ref-type="bibr" rid="ref28">28</xref>]</td>
              <td>
                <italic>Irish Journal of Medical Science</italic>
              </td>
              <td>March</td>
              <td>China</td>
              <td>Screening and prevention</td>
              <td>City and country</td>
              <td>Mobile apps</td>
              <td>Real-time tracking of transmission</td>
            </tr>
            <tr valign="top">
              <td>Sun et al [<xref ref-type="bibr" rid="ref29">29</xref>]</td>
              <td>
                <italic>Annals of Intensive Care</italic>
              </td>
              <td>March</td>
              <td>China</td>
              <td>Treatment</td>
              <td>State</td>
              <td>Intelligent systems</td>
              <td>Early warning systems and screening procedures for patients</td>
            </tr>
            <tr valign="top">
              <td>Hernández-Garcia and Gimenez-Júlvez [<xref ref-type="bibr" rid="ref30">30</xref>]</td>
              <td>
                <italic>JMIR Public Health and Surveillance</italic>
              </td>
              <td>April</td>
              <td>Collaboration of the United States, Spain, Switzerland, the United Kingdom, Sweden, and Canada</td>
              <td>Screening and prevention</td>
              <td>International</td>
              <td>Websites and digital media</td>
              <td>Widespread distribution of information</td>
            </tr>
            <tr valign="top">
              <td>Hua and Shaw [<xref ref-type="bibr" rid="ref31">31</xref>]</td>
              <td>
                <italic>International Journal of Environmental Research and Public Health</italic>
              </td>
              <td>March</td>
              <td>China</td>
              <td>Screening, prevention, and follow-up</td>
              <td>Region/<break/>province</td>
              <td>Web-based systems, smartphones, websites, digital media, digital QR<sup>b</sup> codes</td>
              <td>Widespread distribution of information, real-time tracking of transmission, provision of information about “fake news” and rumors</td>
            </tr>
            <tr valign="top">
              <td>Drew et al [<xref ref-type="bibr" rid="ref32">32</xref>]</td>
              <td>
                <italic>Science</italic>
              </td>
              <td>May</td>
              <td>United Kingdom, United States</td>
              <td>Screening</td>
              <td>International</td>
              <td>Mobile app</td>
              <td>Widespread distribution of information, real-time tracking of transmission</td>
            </tr>
            <tr valign="top">
              <td>Franco et al [<xref ref-type="bibr" rid="ref33">33</xref>]</td>
              <td>
                <italic>Global Spine Journal</italic>
              </td>
              <td>June</td>
              <td>United States</td>
              <td>Treatment</td>
              <td>State</td>
              <td>Videoconferencing, telephone</td>
              <td>Offering telemedicine visits for patients</td>
            </tr>
            <tr valign="top">
              <td>Gilbert et al [<xref ref-type="bibr" rid="ref34">34</xref>]</td>
              <td>
                <italic>BMJ Open Quality</italic>
              </td>
              <td>May</td>
              <td>United Kingdom</td>
              <td>Prevention</td>
              <td>City</td>
              <td>Videoconferencing, telephone</td>
              <td>Offering telemedicine visits for patients</td>
            </tr>
            <tr valign="top">
              <td>Giudice et al [<xref ref-type="bibr" rid="ref35">35</xref>]</td>
              <td>
                <italic>International Journal of Environmental Research and Public Health</italic>
              </td>
              <td>May</td>
              <td>Italy</td>
              <td>Follow-up</td>
              <td>Region</td>
              <td>Videoconferencing</td>
              <td>Offering telemedicine visits for patients</td>
            </tr>
            <tr valign="top">
              <td>Gong et al [<xref ref-type="bibr" rid="ref36">36</xref>]</td>
              <td>
                <italic>Journal of Medical Internet Research</italic>
              </td>
              <td>April</td>
              <td>China</td>
              <td>Prevention</td>
              <td>Country</td>
              <td>Telecommunication system</td>
              <td>Offering telemedicine visits for patients</td>
            </tr>
            <tr valign="top">
              <td>Gong et al [<xref ref-type="bibr" rid="ref37">37</xref>]</td>
              <td>
                <italic>Journal of Medical Internet Research</italic>
              </td>
              <td>April</td>
              <td>China</td>
              <td>Screening</td>
              <td>City</td>
              <td>Cloud-based system, mobile app, CDSS<sup>c</sup></td>
              <td>Screening of cases and detection of patients</td>
            </tr>
            <tr valign="top">
              <td>Goodman-Casanov et al [<xref ref-type="bibr" rid="ref38">38</xref>]</td>
              <td>
                <italic>Journal of Medical Internet Research</italic>
              </td>
              <td>April</td>
              <td>Spain</td>
              <td>Prevention<break/>  <break/>  </td>
              <td>Country</td>
              <td>Telecommunication system</td>
              <td>Widespread distribution of information, support for home care and patient self-care</td>
            </tr>
            <tr valign="top">
              <td>Grange et al [<xref ref-type="bibr" rid="ref39">39</xref>]</td>
              <td>
                <italic>Applied Clinical Informatics</italic>
              </td>
              <td>April</td>
              <td>United States</td>
              <td>Prevention, diagnosis, treatment, screening</td>
              <td>State</td>
              <td>Videoconferencing, CDSS, telecommunication</td>
              <td>Offering telemedicine visits for patients</td>
            </tr>
            <tr valign="top">
              <td>Grenda et al [<xref ref-type="bibr" rid="ref40">40</xref>]</td>
              <td>
                <italic>Annals of Surgery</italic>
              </td>
              <td>August</td>
              <td>United States</td>
              <td>Diagnosis, treatment</td>
              <td>City</td>
              <td>Telecommunication, videoconferencing</td>
              <td>Offering telemedicine visits for patients</td>
            </tr>
            <tr valign="top">
              <td>Grossman et al [<xref ref-type="bibr" rid="ref41">41</xref>]</td>
              <td>
                <italic>Neurology</italic>
              </td>
              <td>June</td>
              <td>United States</td>
              <td>Diagnosis, treatment</td>
              <td>City</td>
              <td>Smartphone, mobile apps</td>
              <td>Offering telemedicine visits for patients</td>
            </tr>
            <tr valign="top">
              <td>Hames et al [<xref ref-type="bibr" rid="ref42">42</xref>]</td>
              <td>
                <italic>Journal of Psychotherapy Integration</italic>
              </td>
              <td>April</td>
              <td>United States, Canada</td>
              <td>Prevention<break/>  <break/>  </td>
              <td>Country</td>
              <td>Telecommunication system</td>
              <td>Training</td>
            </tr>
            <tr valign="top">
              <td>Hanna et al [<xref ref-type="bibr" rid="ref43">43</xref>]</td>
              <td>
                <italic>Modern Pathology</italic>
              </td>
              <td>June</td>
              <td>United States</td>
              <td>Prevention, diagnosis</td>
              <td>City</td>
              <td>Telecommunication system</td>
              <td>Diagnosis</td>
            </tr>
            <tr valign="top">
              <td>Hom et al [<xref ref-type="bibr" rid="ref44">44</xref>]</td>
              <td>
                <italic>Journal of Psychotherapy Integration</italic>
              </td>
              <td>April</td>
              <td>United States</td>
              <td>Prevention, treatment</td>
              <td>City</td>
              <td>Videoconferencing</td>
              <td>Telemedicine visits for patients, training</td>
            </tr>
            <tr valign="top">
              <td>Itamura et al [<xref ref-type="bibr" rid="ref45">45</xref>]</td>
              <td>
                <italic>OTO Open</italic>
              </td>
              <td>April</td>
              <td>United States</td>
              <td>Prevention</td>
              <td>Country</td>
              <td>Videoconferencing</td>
              <td>Telemedicine visits for patients</td>
            </tr>
            <tr valign="top">
              <td>Judson et al [<xref ref-type="bibr" rid="ref46">46</xref>]</td>
              <td>
                <italic>Journal of the American Medical Informatics Association</italic>
              </td>
              <td>June</td>
              <td>United States</td>
              <td>Prevention</td>
              <td>State</td>
              <td>Website</td>
              <td>Screening of cases and detection of patients</td>
            </tr>
            <tr valign="top">
              <td>Wu et al [<xref ref-type="bibr" rid="ref47">47</xref>]</td>
              <td>
                <italic>European Respiratory Journal</italic>
              </td>
              <td>June</td>
              <td>China, Italy, Belgium</td>
              <td>Diagnosis</td>
              <td>International</td>
              <td>CDSS</td>
              <td>Classification of patients in triage to find the best route</td>
            </tr>
            <tr valign="top">
              <td>Wang et al [<xref ref-type="bibr" rid="ref48">48</xref>]</td>
              <td>
                <italic>JMIR mHealth and uHealth</italic>
              </td>
              <td>June</td>
              <td>China</td>
              <td>Prevention</td>
              <td>Country</td>
              <td>Mobile app (WeChat)</td>
              <td>Early tracing and quarantine of potential sources of infection</td>
            </tr>
            <tr valign="top">
              <td>Timmers et al [<xref ref-type="bibr" rid="ref49">49</xref>]</td>
              <td>
                <italic>JMIR mHealth and uHealth</italic>
              </td>
              <td>June</td>
              <td>The Netherlands</td>
              <td>Prevention</td>
              <td>Country</td>
              <td>Mobile app</td>
              <td>Education, self-assessment, and symptom monitoring</td>
            </tr>
            <tr valign="top">
              <td>Pepin et al [<xref ref-type="bibr" rid="ref50">50</xref>]</td>
              <td>
                <italic>Journal of Medical Internet Research</italic>
              </td>
              <td>June</td>
              <td>France</td>
              <td>Prevention</td>
              <td>International</td>
              <td>Wearable devices and activity trackers</td>
              <td>Definition of the level of quarantine</td>
            </tr>
            <tr valign="top">
              <td>Rabuna et al [<xref ref-type="bibr" rid="ref51">51</xref>]</td>
              <td>
                <italic>Telemedicine and e-Health</italic>
              </td>
              <td>June</td>
              <td>Spain</td>
              <td>Prevention</td>
              <td>Rural area</td>
              <td>TELEA digital web platform</td>
              <td>Real-time tracking and monitoring of patients; follow-up of patients by telephone, videoconferencing, and email</td>
            </tr>
            <tr valign="top">
              <td>Cheng et al [<xref ref-type="bibr" rid="ref52">52</xref>]</td>
              <td>Community Mental Health Journal</td>
              <td>July</td>
              <td>United States, Canada, Australia</td>
              <td>Prevention</td>
              <td>International</td>
              <td>Mobile app</td>
              <td>Peer-to-peer psychological support for Wuhan health care professionals at the front line of the crisis</td>
            </tr>
            <tr valign="top">
              <td>Castaldi et al [<xref ref-type="bibr" rid="ref53">53</xref>]</td>
              <td>
                <italic>Acta Biomedica</italic>
              </td>
              <td>July</td>
              <td>Italy</td>
              <td>Prevention</td>
              <td>Region</td>
              <td>Social media</td>
              <td>Assessment of the dynamic burden of social anxiety through analysis of data from Facebook and Twitter</td>
            </tr>
            <tr valign="top">
              <td>Blake et al [<xref ref-type="bibr" rid="ref54">54</xref>]</td>
              <td>
                <italic>International Journal of Environmental Research and Public Health</italic>
              </td>
              <td>July</td>
              <td>United Kingdom</td>
              <td>Prevention</td>
              <td>Country</td>
              <td>Digital learning package using agile methodology</td>
              <td>Provision of psychologically safe spaces for staff through providing a three-step e-package with evidence-based guidance</td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot>
          <fn id="table1fn1">
            <p><bold><sup>a</sup></bold>GIS: geographic information system.</p>
          </fn>
          <fn id="table1fn2">
            <p><sup>b</sup>QR: quick response.</p>
          </fn>
          <fn id="table1fn3">
            <p><sup>c</sup>CDSS: clinical decision support system.</p>
          </fn>
        </table-wrap-foot>
      </table-wrap>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <p>The search of scientific databases and manual searches retrieved 771 relevant articles. The titles and abstracts of all the retrieved publications were evaluated by two authors. Disagreements between the two evaluators were discussed and resolved by consensus. After removal of duplicates, 292 articles remained at this stage. Next, 260 publications were removed because they did not meet the inclusion criteria. Afterward, four authors independently reviewed the full text of the remaining publications (N=32). The reviewed papers were studied based on the variables shown in <xref ref-type="table" rid="table1">Table 1</xref> and the different distributions discussed below.</p>
      <p>For the purpose of this review, studies published from December 2019 to August 15, 2020, were reviewed. The survey identified 32 papers that demonstrated digital health applications to fight the COVID-19 pandemic. The distribution by publication month revealed that the publication of studies regarding digital health and COVID-19 began in February 2020, and the distribution of the 32 publications by month is February, 2 (6%); March, 5 (16%); April, 9 (28%); May, 3 (9%); June, 9 (28%); July, 3 (9%); and the first half of August, 1 (3%).</p>
      <p>The projects of digital health application for COVID-19 control were deployed at different geographical levels, from international to rural. Six countries carried out six international projects, and the most common collaborations were among European countries, the United States, China, and Australia. The digital health projects at the international level mainly aimed to track real-time transmission and infected cases, define the level of quarantine, and enable peer-to-peer consultation to support care providers in other countries phytologically and scientifically. The studies of digital health projects for a given purpose in the 32 studies were most frequently conducted at the country level (n=10, 31%), and the other geographical levels were state (n=4, 13%), region (n=3, 9%), city (n=8, 25%), and rural (n=1, 3%). The United States was the country with the highest number of studies of digital health projects to fight COVID-19 (12/32, 38%), and these 12 studies varied the most in geographical scale, including international (n=3, 25%), state (n=3, 25%), country (n=2, 17%), and city (n=4, 13%) levels. The other studied countries ranked by the number of conducted studies were China (11/32, 34%); the United Kingdom (4/32, 13%); Canada, Spain, and Italy (3/32, 9%); Belgium and France (2/32, 6%); and the Netherlands (1/32, 3%).</p>
      <p>To show the applied approaches of digital health for certain methods of COVID-19 control, the results were analyzed, and all the papers were categorized into six domains. These categories, their frequencies and percentages, and their applications for COVID-19 control are presented in <xref ref-type="table" rid="table2">Table 2</xref>. Some articles mentioned more than one approach to using digital health to control the COVID-19 pandemic.</p>
      <table-wrap position="float" id="table2">
        <label>Table 2</label>
        <caption>
          <p>The frequency of digital health methods and their applications for COVID-19 pandemic control.</p>
        </caption>
        <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
          <col width="80"/>
          <col width="320"/>
          <col width="410"/>
          <col width="190"/>
          <thead>
            <tr valign="top">
              <td>Domain number</td>
              <td>Applied digital health solutions</td>
              <td>COVID-19 control approaches</td>
              <td>Digital health application projects (N=37), n (%)</td>
            </tr>
          </thead>
          <tbody>
            <tr valign="top">
              <td>1</td>
              <td>Digital learning package, mobile apps, and web-based systems</td>
              <td>Widespread distribution of information</td>
              <td>7 (19)</td>
            </tr>
            <tr valign="top">
              <td>2</td>
              <td>GISs<sup>a</sup>, QR<sup>b</sup> codes, and wearable devices</td>
              <td>Real-time tracking of transmission, activity tracking, and quarantine-level analysis</td>
              <td>7 (19)</td>
            </tr>
            <tr valign="top">
              <td>3</td>
              <td>Web-based systems and mobile apps, videoconferencing, and telephone</td>
              <td>Telemedicine visit services and virtual venues for meetings</td>
              <td>11 (30)</td>
            </tr>
            <tr valign="top">
              <td>4</td>
              <td>Cloud- and mobile-based systems</td>
              <td>Self-care and patient monitoring, training, and diagnosis</td>
              <td>7 (19)</td>
            </tr>
            <tr valign="top">
              <td>5</td>
              <td>Intelligent systems and CDSSs<sup>c</sup></td>
              <td>Early warning and detection, screening, and triage</td>
              <td>4 (10)</td>
            </tr>
            <tr valign="top">
              <td>6</td>
              <td>Social media</td>
              <td>Dynamic burden of the pandemic and analysis of its consequences</td>
              <td>1 (3)</td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot>
          <fn id="table2fn1">
            <p><sup>a</sup>GISs: geographic information systems.</p>
          </fn>
          <fn id="table2fn2">
            <p><sup>b</sup>QR: quick response.</p>
          </fn>
          <fn id="table2fn3">
            <p><sup>c</sup>CDSSs: clinical decision support systems.</p>
          </fn>
        </table-wrap-foot>
      </table-wrap>
      <p>According to the results, telemedicine visit services (11/37, 30%), especially in the United States (6/11, 54%), were the most commonly applied pandemic control approach. Using electronic methods to inform people about the disease, methods to prevent disease spread, and protection methods was the second-ranked approach, in addition to two other solutions of geographic information systems (GISs), QR codes, and wearable devices for real-time transmission tracking as well as cloud-based and mobile app usage for patient monitoring and self-care at home (all 7/37, 19%). A few studies were identified regarding the application of intelligent systems and CDSSs (4/37, 10%) and social media data analysis (1/37, 3%) for screening and burden of disease analysis purposes.</p>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>The COVID-19 pandemic has spread worldwide, costing lives and bringing upheaval and change to societies and economies. Although the global scientific community is racing to discover effective vaccines and therapeutics, the most essential defense remains public health measures such as personal hygiene and mass physical distancing. To successfully implement these two main measures, digital health and information technologies have emerged to support health systems, and they offer opportunities to reshape current health care systems. The aim of this study was to review the most significant digital health tools applied to fight COVID-19 in the 10 countries that have been most affected by the disease. These tools help governments and people to engage in strategies to control the COVID-19 pandemic through addressing the most urgent needs, including immediate outbreak response and impact mitigation. In China, which is the first country affected by the virus [<xref ref-type="bibr" rid="ref55">55</xref>] and the most populous country globally, many researchers have worked on multiple aspects of SARS-CoV-2; it is the second most frequent origin country of the included studies. The burden of SARS-CoV-2 could be massive in populous countries; thus, these studies are worthy of investment in these countries. Studies that reported the development of models to predict epidemiological indicators were ignored, as they have not yet yielded any digital tools and require further development [<xref ref-type="bibr" rid="ref56">56</xref>-<xref ref-type="bibr" rid="ref59">59</xref>].</p>
        <p>Distributing widespread information and tracking real-time transmission were the two most frequent goals of the studies. The former may originate from the importance of prevention in pandemic diseases as well as the simplest task of using information systems. The latter may be a focus in the literature because of the knowledge obtained from the previous experience of epidemics such as influenza and Zika virus [<xref ref-type="bibr" rid="ref60">60</xref>-<xref ref-type="bibr" rid="ref62">62</xref>]. Additionally, telemedicine visits for patients may be beneficial for populations because screening and follow-up of patients can be performed while maintaining social distancing in the population [<xref ref-type="bibr" rid="ref63">63</xref>]. It appears that investigating the infrastructures needed for this technology could have great potential to mitigate these types of crises. In addition to the whole populations that can benefit from digital health technologies, more attention should be paid to interventions for travelers, as they can spread SARS-CoV-2 to other locations and even globally [<xref ref-type="bibr" rid="ref64">64</xref>].</p>
        <p>It has been shown that cell phones can be beneficial for health care [<xref ref-type="bibr" rid="ref65">65</xref>]; due to their high influence among global populations, these tools are well suited for widespread distribution of information to these populations. Mobile apps are also used for tracking real-time transmission of SARS-CoV-2. Other potentially useful digital health tools are web-based apps and websites; these tools can also distribute information and track transmission. Videoconferencing and telecommunication also appear to be useful barriers to the spread of COVID-19 by enabling social distancing. Moreover, other industries may use teleservices to prevent the dissemination of disease.</p>
        <p>Due to time limitations and the different times of onset of the epidemic in different countries, several digital health tools are not included in this paper. These tools have been reported in the news and other resources, and it may be valuable to discuss them as learned lessons for other countries fighting COVID-19. Therefore, we will review the digital health interventions in the different countries based on their available facilities and other requirements.</p>
      </sec>
      <sec>
        <title>China</title>
        <p>In China, multiple approaches are being used to manage the COVID-19 pandemic, ranging from web-based and mobile-based systems to cloud-based systems, CDSSs, and intelligent systems. The total number of cases of COVID-19 in this country showed a slight increase after March 1, 2020, based on the data in [<xref ref-type="bibr" rid="ref66">66</xref>]. However, this decrease in COVID-19 cases was affected by multiple factors, and the effect of eHealth tools on the decrease should be evaluated. China has widely applied an eHealth app named Health Code to indicate a person’s health status in the past day [<xref ref-type="bibr" rid="ref67">67</xref>].</p>
        <p>China has established a plan to spend approximately US $1.4 trillion on digital infrastructure. This infrastructure upgrade program includes developing 5G networks, industrial internet, data centers, and artificial intelligence [<xref ref-type="bibr" rid="ref68">68</xref>], which could improve the country’s capability to fight pandemics.</p>
      </sec>
      <sec>
        <title>Italy and Spain</title>
        <p>In contrast to Spain, Italy ranks among the four least advanced European countries in the Digital Economy and Society Index published by the European Commission [<xref ref-type="bibr" rid="ref69">69</xref>], and approximately half the population of Italy has insufficient digital literacy [<xref ref-type="bibr" rid="ref70">70</xref>]. The adoption of technology to prevent and manage the COVID-19 pandemic is unremarkable in these two countries. However, a coronavirus-tracking app was developed in Spain [<xref ref-type="bibr" rid="ref71">71</xref>]. The statistics of total COVID-19 cases showed a dramatic increase after March 1, 2020, in both countries [<xref ref-type="bibr" rid="ref66">66</xref>]. It appears that these countries should invest more in technologies to manage the pandemic.</p>
      </sec>
      <sec>
        <title>United States</title>
        <p>The US government launched a portal [<xref ref-type="bibr" rid="ref72">72</xref>] for the public that contains information on how to prevent and manage COVID-19. Moreover, the US Centers for Disease Control and Prevention website [<xref ref-type="bibr" rid="ref73">73</xref>] contains more detailed medical information on the spreading mechanism, symptoms, prevention, and treatment of COVID-19.</p>
      </sec>
      <sec>
        <title>France and Belgium</title>
        <p>The French app StopCovid was developed to trace infected people to control the spread of SARS-CoV-2. Privacy concerns arose regarding adoption of the app. Belgium has announced that a similar app adoption was canceled due to these issues [<xref ref-type="bibr" rid="ref74">74</xref>].</p>
      </sec>
      <sec>
        <title>United Kingdom</title>
        <p>The NHS in the United Kingdom works on nine main areas to digitally respond to the pandemic: provide digital channels for citizen guidance and triage; enable remote and collaborative care with systems and data; deliver digital services for NHS Test and Trace; identify and protect vulnerable citizens; support planning with data, analysis, and dashboards; get data and insights to research communities; support clinical trials; provide secure infrastructure and support additional capacity; and plan for recovery, restarting services, and new needs. The government has categorized initiatives in these areas [<xref ref-type="bibr" rid="ref75">75</xref>].</p>
      </sec>
      <sec>
        <title>Iran</title>
        <p>Although our study did not include any papers from this country, the Iranian Ministry of Health developed a national screening program website [<xref ref-type="bibr" rid="ref76">76</xref>] to identify COVID-19 cases in the early stages.</p>
      </sec>
      <sec>
        <title>The Netherlands</title>
        <p>The Netherlands is one of the leading countries in Europe in digital health care and data. Approximately 90% of the population has digital records, and the Dutch government has invested over 400 million euros (US $482,980,000) in digital health. Hospitals in the Netherlands have signed up for a COVID-19 web-based portal for sharing patient information. Video consultation was provided by more than 8000 health care providers [<xref ref-type="bibr" rid="ref77">77</xref>].</p>
      </sec>
      <sec>
        <title>Germany</title>
        <p>The Health Innovation Hub, established by Germany’s Ministry of Health, has <ext-link ext-link-type="uri" xlink:href="https://www.healthcareitnews.com/news/europe/germany-benefits-digital-health-infrastructure-during-covid-19-pandemic" xlink:type="simple">published a list of trusted telemedicine applications</ext-link>. The services provided by these apps include remote consultation, risk assessment, and telemedicine services. Before 2018, the country did not allow remote consultations.</p>
        <p>The German parliament passed the Digital Care Act, which acknowledged that digital health is crucial for fighting the COVID-19 pandemic [<xref ref-type="bibr" rid="ref78">78</xref>].</p>
        <p>Telemedicine systems are highly used in many countries. In European countries, tracking of patients was adopted due to its feasibility in smaller countries; also, home care and self-care receive a relatively large amount of focus in these countries. Intelligent systems, CDSSs, and intelligent triage systems are not well adopted due to the need to supply them with data. These data are being gathered worldwide. Furthermore, analysis of social health data could be interesting, although little research has been done in this regard. <xref rid="figure1" ref-type="fig">Figure 1</xref> shows the extent of the technologies developed for fighting the COVID-19 pandemic in the literature.</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>Technologies currently being applied to address the COVID-19 pandemic. QR: quick response.</p>
          </caption>
          <graphic xlink:href="jmir_v23i3e19473_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <p>Overall, in the studied countries, after the alarm was raised regarding the pandemic, implementation of eHealth strategies began immediately. mHealth solutions and large-scale deployment of virtual consultations were launched. Data analysis approaches are being applied to support decision makers, and websites and electronic training tools are being used to improve patients’ protective behaviors. Although this study presents digital tools that are being applied for pandemic control in general, it lacks evaluation of the exact outcomes of using these digital health tools; thus, further studies are needed to evaluate the effects and outcomes of using digital health tools. This study could help health policy makers make decisions regarding the investment of these tools to control COVID-19.</p>
      </sec>
      <sec>
        <title>Conclusion</title>
        <p>This study reviewed the digital health tools to fight COVID-19 that have been reported in the 10 countries in which the disease is most prevalent. Although there is no equal strategy to apply digital health tools across the affected countries for pandemic control, these tools are among the primary policies that governmental and private companies have considered for disease control. The United States has developed the most technologies to fight the pandemic. Furthermore, China, the first country that was affected by COVID-19, has applied a great number of digital tools, such as epidemiological indicators, analysis platforms, drones, robots, mobile apps, training websites and educational media, videoconferencing, smart infection detectors, intelligent patient tracers, and telemedicine systems. Having considered the potential of available information technologies worldwide in the 21st century, particularly in developed countries, it appears that more digital health products, especially intelligent products, remain to be created and applied for the management of viral infections and other health crises.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group/>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">CDSS</term>
          <def>
            <p>clinical decision support system</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">GIS</term>
          <def>
            <p>geographic information system</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">mHealth</term>
          <def>
            <p>mobile health</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">NHS</term>
          <def>
            <p>National Health Service</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">QR</term>
          <def>
            <p>quick response</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <fn-group>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
    <ref-list>
      <ref id="ref1">
        <label>1</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Zhu</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Zhang</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Wang</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Li</surname>
              <given-names>X</given-names>
            </name>
            <name name-style="western">
              <surname>Yang</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Song</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Zhao</surname>
              <given-names>X</given-names>
            </name>
            <name name-style="western">
              <surname>Huang</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Shi</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Lu</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Niu</surname>
              <given-names>P</given-names>
            </name>
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