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<article xmlns:xlink="http://www.w3.org/1999/xlink" article-type="editorial" dtd-version="2.0">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JMH</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIR Ment Health</journal-id>
      <journal-title>JMIR Mental Health</journal-title>
      <issn pub-type="epub">2368-7959</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">v7i6e18472</article-id>
      <article-id pub-id-type="pmid">32484445</article-id>
      <article-id pub-id-type="doi">10.2196/18472</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Editorial</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Editorial</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Digital Mental Health: The Answer to the Global Mental Health Crisis?</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Torous</surname>
            <given-names>John</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Torous</surname>
            <given-names>John</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Zulueta</surname>
            <given-names>John</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Rudd</surname>
            <given-names>Brittany N</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Institute for Juvenile Research</institution>
            <institution>Department of Psychiatry</institution>
            <institution>University of Illinois at Chicago</institution>
            <addr-line>1747 West Roosevelt Road, Office 218</addr-line>
            <addr-line>Chicago, IL, 60608</addr-line>
            <country>United States</country>
            <phone>1 (312) 996 7723</phone>
            <email>bnrudd@uic.edu</email>
          </address>
          <xref rid="aff2" ref-type="aff">2</xref>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-9584-119X</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Beidas</surname>
            <given-names>Rinad S</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <xref rid="aff3" ref-type="aff">3</xref>
          <xref rid="aff4" ref-type="aff">4</xref>
          <xref rid="aff5" ref-type="aff">5</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-6056-6071</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Institute for Juvenile Research</institution>
        <institution>Department of Psychiatry</institution>
        <institution>University of Illinois at Chicago</institution>
        <addr-line>Chicago, IL</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Center for Mental Health, Department of Psychiatry</institution>
        <institution>Perelman School of Medicine</institution>
        <institution>University of Pennsylvania</institution>
        <addr-line>Philadelphia, PA</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Penn Implementation Science Center, Leonard Davis Institute of Health Economics, University of Pennsylvania</institution>
        <addr-line>Philadelphia, PA</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>Department of Medical Ethics and Health Policy</institution>
        <institution>Perelman School of Medicine</institution>
        <institution>University of Pennsylvania</institution>
        <addr-line>Philadelphia, PA</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff5">
        <label>5</label>
        <institution>Department of Medicine</institution>
        <institution>Perelman School of Medicine</institution>
        <institution>University of Pennsylvania</institution>
        <addr-line>Philadelphia, PA</addr-line>
        <country>United States</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Brittany N Rudd <email>bnrudd@uic.edu</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <month>6</month>
        <year>2020</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>2</day>
        <month>6</month>
        <year>2020</year>
      </pub-date>
      <volume>7</volume>
      <issue>6</issue>
      <elocation-id>e18472</elocation-id>
      <history>
        <date date-type="received">
          <day>27</day>
          <month>2</month>
          <year>2020</year>
        </date>
        <date date-type="rev-request">
          <day>26</day>
          <month>3</month>
          <year>2020</year>
        </date>
        <date date-type="rev-recd">
          <day>27</day>
          <month>3</month>
          <year>2020</year>
        </date>
        <date date-type="accepted">
          <day>28</day>
          <month>3</month>
          <year>2020</year>
        </date>
      </history>
      <copyright-statement>©Brittany N Rudd, Rinad S Beidas. Originally published in JMIR Mental Health (http://mental.jmir.org), 02.06.2020.</copyright-statement>
      <copyright-year>2020</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 JMIR Mental Health, is properly cited. The complete bibliographic information, a link to the original publication on http://mental.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://mental.jmir.org/2020/6/e18472" xlink:type="simple"/>
      <abstract>
        <p>Digital mental health interventions are often touted as the solution to the global mental health crisis. However, moving mental health care from the hands of professionals and into digital apps may further isolate individuals who need human connection the most. In this commentary, we argue that people, our society’s greatest resource, are as ubiquitous as technology. Thus, we argue that research focused on using technology to support all people in delivering mental health prevention and intervention deserves greater attention in the coming decade.</p>
      </abstract>
      <kwd-group>
        <kwd>public mental health</kwd>
        <kwd>universal mental health prevention</kwd>
        <kwd>digital implementation support</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>Mental health is public health. Depression is a leading cause of disability worldwide and is estimated to affect 264 million people globally [<xref ref-type="bibr" rid="ref1">1</xref>]. Every day 129 Americans die by suicide and 130 die by opioid overdose [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref3">3</xref>]. For nearly every leading cause of death (eg, cancer, heart disease), comorbid mental health disorders increase morbidity and mortality rates. For example, heart disease is the leading cause of death in the United States. Depression increases the risk for coronary heart disease among healthy adults [<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref5">5</xref>] and mortality among patients with coronary heart disease [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref6">6</xref>]. To address global public health, we must address mental health.</p>
      <p>A comprehensive public health response to disease elimination requires the use of three interrelated services that span prevention and intervention. These three services include universal prevention to limit the development of the disease, targeted intervention among those at greatest risk for acquiring the disease, and intensive intervention to treat those already experiencing the disease. The dominant paradigm for promoting mental health in society is the provision of clinical services to individuals in specialized mental health care facilities, which represents an intensive public health intervention. However, most people in the world with a mental health disorder receive no treatment [<xref ref-type="bibr" rid="ref7">7</xref>]. Among people who actually receive care, few receive an effective treatment. For example, only 16.5% of people with major depressive disorder receive minimally adequate treatment globally [<xref ref-type="bibr" rid="ref8">8</xref>]. Although the causes of this treatment-use gap are multifactorial, it is partly due to the dramatic shortage of specialty mental health care providers. The supply of mental health professionals does not meet the demand for mental health care. By 2025, the United States is projected to have shortages in nearly every type of mental health care provider (eg, psychiatrist, psychologist, social worker) [<xref ref-type="bibr" rid="ref9">9</xref>]. Mental health workforce shortages are even more profound in low- and middle-income countries. The median number of psychiatrists available per 100,000 individuals in high-income countries is 172 times greater than in low-income countries, where there is approximately 0.05 psychiatrists per 100,000 individuals [<xref ref-type="bibr" rid="ref10">10</xref>]. We require novel models of intervention delivery [<xref ref-type="bibr" rid="ref11">11</xref>] as well as a paradigm shift toward a comprehensive public mental health response [<xref ref-type="bibr" rid="ref12">12</xref>] if we are to overcome this global mental health crisis.</p>
      <p>A total of 90% of American adults use the internet [<xref ref-type="bibr" rid="ref13">13</xref>] and 96% own a cellphone [<xref ref-type="bibr" rid="ref14">14</xref>]. The global penetration rate of the internet is 53%, and although the lowest rates are among Central Africa and Southern Asia, these regions are also experiencing the fastest growth [<xref ref-type="bibr" rid="ref15">15</xref>]. Widely celebrated as the solution to the supply and demand imbalance in mental health care, digital mental health interventions have flooded the market place to supplement specialty mental health care. However, the evidence supporting their efficacy is mixed [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref17">17</xref>], and engagement with digital mental health interventions, particularly mobile apps that lack ancillary human interaction, is abysmal [<xref ref-type="bibr" rid="ref18">18</xref>]. Users are unlikely to use these interventions more than a few times. Particularly concerning is the fact that some digital mental health apps share user data without disclosing this in their privacy policy [<xref ref-type="bibr" rid="ref19">19</xref>]. Furthermore, the movement of specialty mental health care, an intensive public health intervention, from the hands of clinicians and into standalone digital interventions ignores decades of research about the importance of social support and may further isolate individuals who need human connection the most. Given the robust social support literature, it is not surprising that digital interventions with the highest levels of engagement are those that include some form of human interaction [<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref21">21</xref>]. In this commentary, we argue for a renewed focus on universal mental health prevention and targeted intervention [<xref ref-type="bibr" rid="ref22">22</xref>]. We propose that <italic>people</italic>, our society’s greatest resource, are as ubiquitous as technology. Thus, research focused on using technology to support <italic>all people</italic> in their delivery of universal prevention and targeted intervention deserves greater attention in the coming decade. We believe that it is the synergy of people and technology that will allow us to overcome the global mental health crisis, not technology alone.</p>
    </sec>
    <sec>
      <title>The Way Forward</title>
      <p>To date, multiple systematic reviews and meta-analytic studies demonstrate that lay health workforces (ie, community members without advanced mental health care training) can deliver effective mental health care, including effectively screening for mental health disorders and providing psychosocial treatments for the most common psychiatric disorders [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref24">24</xref>]. Given the evidence supporting the use of community members in the delivery of targeted and intensive mental health interventions, we envision enabling community members to deliver all forms of public mental health interventions. This includes supporting all people in the delivery of universal interventions through their provision of social support, as well as supporting the delivery of targeted interventions. Specifically, lay individuals in the community can help identify when their loved ones or fellow community members are distressed or in crisis, provide that identified person with evidence-based support, and escalate that person to appropriate levels of care when it is needed. Shifting the work of mental health promotion to all people is the kind of universal public mental health strategy needed to move the needle [<xref ref-type="bibr" rid="ref22">22</xref>] and attenuate the stigma associated with mental health disorders. Our efforts need to parallel our efforts to solve other public health crises. We need mental health prevention and intervention to be like fluoride in the water—it needs to be everywhere. Given the ubiquity of people, the synergy of people empowered by technology may be the answer that provides a solution to our global mental health crisis.</p>
      <p>To advance these efforts, we make the following suggestions:</p>
      <p>First, all people need to be able to reliably identify when their loved one or fellow community member is in need of help. There are both active and passive ways to accomplish this goal. An active strategy may involve the dissemination of online trainings that teach all people to recognize the difference between stress, distress, and crisis, aligned with popular gatekeeper trainings [<xref ref-type="bibr" rid="ref25">25</xref>]. However, there are also more passive strategies that harness technology. Work is underway to use data naturally available in text messages and social media to reliably predict mood states [<xref ref-type="bibr" rid="ref26">26</xref>], including Facebook’s work to develop an algorithm to predict and prevent suicide among its users [<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref28">28</xref>]. These innovative models could eventually support people in identifying mood states in their loved ones. Perhaps in the future our cell phones can notify us when our loved one is engaging in a text message conversation reflective of an urge to use opioids.</p>
      <p>Second, we need to distill the active ingredients of our most robust evidence-based practices into core strategies that are ready for dissemination to the public. Identification of problems must be tied to actionable and clear steps and interventions. Thus, as we develop ways for all people to identify stress, distress, and crisis in their loved ones and community members, each category must be connected to evidence-based interventions, including when to connect that person to a higher level of care. To do that, we first need to establish which evidence-based strategies are appropriate for all people to use. Perhaps our cell phones can suggest that we provide our loved one with the National Suicide Prevention Hotline number or call 911 when a loved one is in crisis. When a loved one is stressed or distressed, perhaps our cell phones can coach a friend or family member to use low-intensity evidence-based techniques, such as active listening, problem solving, and behavioral activation as was used in the <italic>Atmiyata</italic> trial among community volunteers to promote wellness and reduce distress in India [<xref ref-type="bibr" rid="ref29">29</xref>].</p>
      <p>Third, we need to identify the best platform for disseminating and implementing the key elements of this proposed public mental health approach. One avenue could be the public education system. Public education curriculum increasingly includes information regarding physical health promotion (eg, health eating and exercise); thus, this may be an appropriate setting for learning about mental health promotion in oneself and others. In addition, as we continue to invest in patient-facing digital interventions to promote mental health, so too should we consider investing in clinician- or support-person-facing digital implementation supports. A notable example of this work includes Naslund, Shidhaye, and Patel’s [<xref ref-type="bibr" rid="ref30">30</xref>] work to harness digital technology to build capacity for the implementation of evidence-based mental health intervention in nonspecialist health workers. Technology such as this could be adapted and refined so that it can be used to support all people in supporting their loved ones and community members.</p>
      <p>Fourth, this work will require attending to several important ethical considerations. Providing mental health support places deliverers at an increased risk for experiencing secondary stress. Encouraging people to ask and provide care might meaningfully increase our population’s experience with secondary stress. Suffering is human, but often people are uncomfortable sitting with the discomfort and suffering of others. Furthermore, this work begs the question of who is responsible for providing support. Is a loved one partially responsible for incidents that occur when they did not respond to their cell phone’s notification? We posit that, for the most part, friends, family, and community members already worry about the health and safety of their friends, family, and community members, and often feel responsible when incidents occur. To overcome this, we want to ensure that everyone has the tools to intervene, rather than unproductively worry, when they are ready and willing. Furthermore, safeguards must be in place to prevent information collected via technology or when a friend intervenes from causing harm (eg, employment discrimination). Thus, privacy concerns must be addressed. For example, one might argue that surveillance data collected to predict high-risk behaviors, like suicidal behavior on Facebook, is protected health information and should, therefore, be subject to regulatory oversight.</p>
      <p>To solve the mental health crisis, we need innovative and expansive solutions, and we believe that harnessing the power of people in mental health prevention and intervention delivery, supported by technology, may get us one step closer to improving public mental health.</p>
    </sec>
  </body>
  <back>
    <app-group/>
    <ack>
      <p>We are thankful to Shannon Dorsey, PhD; Lorenzo Lorenzo-Luaces, PhD; Aaron R Lyon, PhD; Steve M Schueller, PhD; and John Torous, MD, MBI, who all contributed to a Twitter feed that inspired this commentary. During the writing of this commentary, the authors were supported by the National Institute of Mental Health of the National Institutes of Health under Award Number P50MH113840 (RSB as MPI) and T32MH109433 (BNR as Postdoctoral Trainee). The funders had no role in the decision to publish or preparation of the manuscript.</p>
    </ack>
    <fn-group>
      <fn fn-type="conflict">
        <p>RSB receives royalties from Oxford University Press and has consulted for Merck and the Camden Coalition for Healthcare Providers.</p>
      </fn>
    </fn-group>
    <ref-list>
      <ref id="ref1">
        <label>1</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <collab>GBD 2017 Disease and Injury Incidence and Prevalence Collaborators</collab>
          </person-group>
          <article-title>Global, regional, and national incidence, prevalence, and years lived with disability for 354 diseases and injuries for 195 countries and territories, 1990–2017: a systematic analysis for the Global Burden of Disease Study 2017</article-title>
          <source>Lancet</source>
          <year>2018</year>
          <month>11</month>
          <volume>392</volume>
          <issue>10159</issue>
          <fpage>1789</fpage>
          <lpage>1858</lpage>
          <pub-id pub-id-type="doi">10.1016/S0140-6736(18)32279-7</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref2">
        <label>2</label>
        <nlm-citation citation-type="web">
          <source>Centers for Disease Control and Prevention</source>
          <year>2020</year>
          <comment>America's drug overdose epidemic: data to action<ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.cdc.gov/injury/features/prescription-drug-overdose/index.html">https://www.cdc.gov/injury/features/prescription-drug-overdose/index.html</ext-link>
                                                </comment>
        </nlm-citation>
      </ref>
      <ref id="ref3">
        <label>3</label>
        <nlm-citation citation-type="web">
          <source>American Foundation for Suicide Prevention</source>
          <year>2020</year>
          <comment>Suicide Statistics<ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://afsp.org/about-suicide/suicide-statistics/">https://afsp.org/about-suicide/suicide-statistics/</ext-link>
                                                </comment>
        </nlm-citation>
      </ref>
      <ref id="ref4">
        <label>4</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Pan</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Sun</surname>
              <given-names>Q</given-names>
            </name>
            <name name-style="western">
              <surname>Okereke</surname>
              <given-names>OI</given-names>
            </name>
            <name name-style="western">
              <surname>Rexrode</surname>
              <given-names>KM</given-names>
            </name>
            <name name-style="western">
              <surname>Hu</surname>
              <given-names>FB</given-names>
            </name>
          </person-group>
          <article-title>Depression and risk of stroke morbidity and mortality: a meta-analysis and systematic review</article-title>
          <source>JAMA</source>
          <year>2011</year>
          <month>09</month>
          <day>21</day>
          <volume>306</volume>
          <issue>11</issue>
          <fpage>1241</fpage>
          <lpage>9</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/21934057"/>
          </comment>
          <pub-id pub-id-type="doi">10.1001/jama.2011.1282</pub-id>
          <pub-id pub-id-type="medline">21934057</pub-id>
          <pub-id pub-id-type="pii">306/11/1241</pub-id>
          <pub-id pub-id-type="pmcid">PMC3242806</pub-id>
        </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>Shi</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Liu</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Liang</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Hu</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Yang</surname>
              <given-names>B</given-names>
            </name>
          </person-group>
          <article-title>Depression and risk of sudden cardiac death and arrhythmias</article-title>
          <source>Psychosom Med</source>
          <year>2017</year>
          <fpage>1</fpage>
          <pub-id pub-id-type="doi">10.1097/psy.0000000000000382</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>Barth</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Schumacher</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Herrmann-Lingen</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>Depression as a risk factor for mortality in patients with coronary heart disease: a meta-analysis</article-title>
          <source>Psychosom Med</source>
          <year>2004</year>
          <volume>66</volume>
          <issue>6</issue>
          <fpage>802</fpage>
          <lpage>13</lpage>
          <pub-id pub-id-type="doi">10.1097/01.psy.0000146332.53619.b2</pub-id>
          <pub-id pub-id-type="medline">15564343</pub-id>
          <pub-id pub-id-type="pii">66/6/802</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>Wang</surname>
              <given-names>PS</given-names>
            </name>
            <name name-style="western">
              <surname>Aguilar-Gaxiola</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Alonso</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Angermeyer</surname>
              <given-names>MC</given-names>
            </name>
            <name name-style="western">
              <surname>Borges</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Bromet</surname>
              <given-names>EJ</given-names>
            </name>
            <name name-style="western">
              <surname>Bruffaerts</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>de Girolamo</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>de Graaf</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Gureje</surname>
              <given-names>O</given-names>
            </name>
            <name name-style="western">
              <surname>Haro</surname>
              <given-names>JM</given-names>
            </name>
            <name name-style="western">
              <surname>Karam</surname>
              <given-names>EG</given-names>
            </name>
            <name name-style="western">
              <surname>Kessler</surname>
              <given-names>RC</given-names>
            </name>
            <name name-style="western">
              <surname>Kovess</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Lane</surname>
              <given-names>MC</given-names>
            </name>
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Levinson</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Ono</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Petukhova</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Posada-Villa</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Seedat</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Wells</surname>
              <given-names>JE</given-names>
            </name>
          </person-group>
          <article-title>Use of mental health services for anxiety, mood, and substance disorders in 17 countries in the WHO world mental health surveys</article-title>
          <source>Lancet</source>
          <year>2007</year>
          <month>09</month>
          <volume>370</volume>
          <issue>9590</issue>
          <fpage>841</fpage>
          <lpage>850</lpage>
          <pub-id pub-id-type="doi">10.1016/S0140-6736(07)61414-7</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>Thornicroft</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Chatterji</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Evans-Lacko</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Gruber</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Sampson</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Aguilar-Gaxiola</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Al-Hamzawi</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Alonso</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Andrade</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Borges</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Bruffaerts</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Bunting</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>de Almeida</surname>
              <given-names>JMC</given-names>
            </name>
            <name name-style="western">
              <surname>Florescu</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>de Girolamo</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Gureje</surname>
              <given-names>O</given-names>
            </name>
            <name name-style="western">
              <surname>Haro</surname>
              <given-names>JM</given-names>
            </name>
            <name name-style="western">
              <surname>He</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Hinkov</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Karam</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Kawakami</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Navarro-Mateu</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>Piazza</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Posada-Villa</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>de Galvis</surname>
              <given-names>YT</given-names>
            </name>
            <name name-style="western">
              <surname>Kessler</surname>
              <given-names>RC</given-names>
            </name>
          </person-group>
          <article-title>Undertreatment of people with major depressive disorder in 21 countries</article-title>
          <source>Br J Psychiatry</source>
          <year>2017</year>
          <month>02</month>
          <volume>210</volume>
          <issue>2</issue>
          <fpage>119</fpage>
          <lpage>124</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/27908899"/>
          </comment>
          <pub-id pub-id-type="doi">10.1192/bjp.bp.116.188078</pub-id>
          <pub-id pub-id-type="medline">27908899</pub-id>
          <pub-id pub-id-type="pii">S0007125000279671</pub-id>
          <pub-id pub-id-type="pmcid">PMC5288082</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref9">
        <label>9</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <collab>Health Resources and Services Administration/National Center for Health Workforce Analysis; Substance Abuse and Mental Health Services Administration/Office of Policy, Planning, and Innovation</collab>
          </person-group>
          <article-title>National projections of supply and demand for behavioral health practitioners: 2013-2025</article-title>
          <source>HRSA</source>
          <year>2015</year>
          <pub-id pub-id-type="doi">10.1037/e476292006-001</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref10">
        <label>10</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Kakuma</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Minas</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>van Ginneken</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Dal Poz</surname>
              <given-names>MR</given-names>
            </name>
            <name name-style="western">
              <surname>Desiraju</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Morris</surname>
              <given-names>JE</given-names>
            </name>
            <name name-style="western">
              <surname>Saxena</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Scheffler</surname>
              <given-names>RM</given-names>
            </name>
          </person-group>
          <article-title>Human resources for mental health care: current situation and strategies for action</article-title>
          <source>Lancet</source>
          <year>2011</year>
          <month>11</month>
          <volume>378</volume>
          <issue>9803</issue>
          <fpage>1654</fpage>
          <lpage>1663</lpage>
          <pub-id pub-id-type="doi">10.1016/s0140-6736(11)61093-3</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>Kazdin</surname>
              <given-names>AE</given-names>
            </name>
          </person-group>
          <article-title>Annual research review: expanding mental health services through novel models of intervention delivery</article-title>
          <source>J Child Psychol Psychiatr</source>
          <year>2018</year>
          <month>06</month>
          <day>13</day>
          <volume>60</volume>
          <issue>4</issue>
          <fpage>455</fpage>
          <lpage>472</lpage>
          <pub-id pub-id-type="doi">10.1111/jcpp.12937</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>Atkins</surname>
              <given-names>MS</given-names>
            </name>
            <name name-style="western">
              <surname>Frazier</surname>
              <given-names>SL</given-names>
            </name>
          </person-group>
          <article-title>Expanding the toolkit or changing the paradigm: are we ready for a public health approach to mental health?</article-title>
          <source>Perspect Psychol Sci</source>
          <year>2011</year>
          <month>09</month>
          <volume>6</volume>
          <issue>5</issue>
          <fpage>483</fpage>
          <lpage>7</lpage>
          <pub-id pub-id-type="doi">10.1177/1745691611416996</pub-id>
          <pub-id pub-id-type="medline">26168200</pub-id>
          <pub-id pub-id-type="pii">6/5/483</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref13">
        <label>13</label>
        <nlm-citation citation-type="web">
          <source>Pew Research Center</source>
          <year>2019</year>
          <access-date>2020-02-13</access-date>
          <comment>Internet/broadband fact sheet<ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.pewresearch.org/internet/fact-sheet/internet-broadband/">https://www.pewresearch.org/internet/fact-sheet/internet-broadband/</ext-link>
                                                </comment>
        </nlm-citation>
      </ref>
      <ref id="ref14">
        <label>14</label>
        <nlm-citation citation-type="web">
          <source>Pew Research Center</source>
          <year>2019</year>
          <access-date>2020-02-13</access-date>
          <comment>Mobile fact sheet<ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.pewresearch.org/internet/fact-sheet/mobile/">https://www.pewresearch.org/internet/fact-sheet/mobile/</ext-link>
                                                </comment>
        </nlm-citation>
      </ref>
      <ref id="ref15">
        <label>15</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Kemp</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <source>We Are Social</source>
          <year>2018</year>
          <month>01</month>
          <day>30</day>
          <comment>Digital in 2018: world's internet users pass the 4 billion mark<ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://wearesocial.com/blog/2018/01/global-digital-report-2018">https://wearesocial.com/blog/2018/01/global-digital-report-2018</ext-link>
                                                </comment>
        </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>Weisel</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Fuhrmann</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Berking</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>Cuijpers</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Ebert</surname>
              <given-names>D</given-names>
            </name>
          </person-group>
          <article-title>Standalone smartphone apps for mental health-a systematic review and meta-analysis</article-title>
          <source>NPJ Digit Med</source>
          <year>2019</year>
          <volume>2</volume>
          <fpage>118</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/31815193"/>
          </comment>
          <pub-id pub-id-type="doi">10.1038/s41746-019-0188-8</pub-id>
          <pub-id pub-id-type="medline">31815193</pub-id>
          <pub-id pub-id-type="pii">188</pub-id>
          <pub-id pub-id-type="pmcid">PMC6889400</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref17">
        <label>17</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Firth</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Torous</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Nicholas</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Carney</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Rosenbaum</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Sarris</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Can smartphone mental health interventions reduce symptoms of anxiety? A meta-analysis of randomized controlled trials</article-title>
          <source>J Affect Disord</source>
          <year>2017</year>
          <month>08</month>
          <day>15</day>
          <volume>218</volume>
          <fpage>15</fpage>
          <lpage>22</lpage>
          <pub-id pub-id-type="doi">10.1016/j.jad.2017.04.046</pub-id>
          <pub-id pub-id-type="medline">28456072</pub-id>
          <pub-id pub-id-type="pii">S0165-0327(17)30015-0</pub-id>
        </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>Torous</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Nicholas</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Larsen</surname>
              <given-names>ME</given-names>
            </name>
            <name name-style="western">
              <surname>Firth</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Christensen</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>Clinical review of user engagement with mental health smartphone apps: evidence, theory and improvements</article-title>
          <source>Evid Based Ment Health</source>
          <year>2018</year>
          <month>08</month>
          <volume>21</volume>
          <issue>3</issue>
          <fpage>116</fpage>
          <lpage>119</lpage>
          <pub-id pub-id-type="doi">10.1136/eb-2018-102891</pub-id>
          <pub-id pub-id-type="medline">29871870</pub-id>
          <pub-id pub-id-type="pii">eb-2018-102891</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>Huckvale</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Torous</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Larsen</surname>
              <given-names>ME</given-names>
            </name>
          </person-group>
          <article-title>Assessment of the data sharing and privacy practices of smartphone apps for depression and smoking cessation</article-title>
          <source>JAMA Netw Open</source>
          <year>2019</year>
          <month>04</month>
          <day>05</day>
          <volume>2</volume>
          <issue>4</issue>
          <fpage>e192542</fpage>
          <pub-id pub-id-type="doi">10.1001/jamanetworkopen.2019.2542</pub-id>
          <pub-id pub-id-type="medline">31002321</pub-id>
          <pub-id pub-id-type="pii">2730782</pub-id>
          <pub-id pub-id-type="pmcid">PMC6481440</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>Kim</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Ray</surname>
              <given-names>CD</given-names>
            </name>
            <name name-style="western">
              <surname>Veluscek</surname>
              <given-names>AM</given-names>
            </name>
          </person-group>
          <article-title>Complementary support from facilitators and peers for promoting mhealth engagement and weight loss</article-title>
          <source>J Health Commun</source>
          <year>2017</year>
          <month>11</month>
          <volume>22</volume>
          <issue>11</issue>
          <fpage>905</fpage>
          <lpage>912</lpage>
          <pub-id pub-id-type="doi">10.1080/10810730.2017.1373876</pub-id>
          <pub-id pub-id-type="medline">29125393</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref21">
        <label>21</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Piette</surname>
              <given-names>JD</given-names>
            </name>
            <name name-style="western">
              <surname>Marinec</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Janda</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Morgan</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Schantz</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Yujra</surname>
              <given-names>ACA</given-names>
            </name>
            <name name-style="western">
              <surname>Pinto</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Soto</surname>
              <given-names>JMH</given-names>
            </name>
            <name name-style="western">
              <surname>Janevic</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Aikens</surname>
              <given-names>JE</given-names>
            </name>
          </person-group>
          <article-title>Structured caregiver feedback enhances engagement and impact of mobile health support: a randomized trial in a lower-middle-income country</article-title>
          <source>Telemed J E Health</source>
          <year>2016</year>
          <month>04</month>
          <volume>22</volume>
          <issue>4</issue>
          <fpage>261</fpage>
          <lpage>8</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/26352854"/>
          </comment>
          <pub-id pub-id-type="doi">10.1089/tmj.2015.0099</pub-id>
          <pub-id pub-id-type="medline">26352854</pub-id>
          <pub-id pub-id-type="pmcid">PMC4968278</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref22">
        <label>22</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Purtle</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Nelson</surname>
              <given-names>KL</given-names>
            </name>
            <name name-style="western">
              <surname>Counts</surname>
              <given-names>NZ</given-names>
            </name>
            <name name-style="western">
              <surname>Yudell</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Population-based approaches to mental health: history, strategies, and evidence</article-title>
          <source>Annu Rev Public Health</source>
          <year>2020</year>
          <month>04</month>
          <day>02</day>
          <volume>41</volume>
          <fpage>201</fpage>
          <lpage>221</lpage>
          <pub-id pub-id-type="doi">10.1146/annurev-publhealth-040119-094247</pub-id>
          <pub-id pub-id-type="medline">31905323</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>Barnett</surname>
              <given-names>ML</given-names>
            </name>
            <name name-style="western">
              <surname>Gonzalez</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Miranda</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Chavira</surname>
              <given-names>DA</given-names>
            </name>
            <name name-style="western">
              <surname>Lau</surname>
              <given-names>AS</given-names>
            </name>
          </person-group>
          <article-title>Mobilizing community health workers to address mental health disparities for underserved populations: a systematic review</article-title>
          <source>Adm Policy Ment Health</source>
          <year>2018</year>
          <month>03</month>
          <volume>45</volume>
          <issue>2</issue>
          <fpage>195</fpage>
          <lpage>211</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/28730278"/>
          </comment>
          <pub-id pub-id-type="doi">10.1007/s10488-017-0815-0</pub-id>
          <pub-id pub-id-type="medline">28730278</pub-id>
          <pub-id pub-id-type="pii">10.1007/s10488-017-0815-0</pub-id>
          <pub-id pub-id-type="pmcid">PMC5803443</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>Singla</surname>
              <given-names>DR</given-names>
            </name>
            <name name-style="western">
              <surname>Kohrt</surname>
              <given-names>BA</given-names>
            </name>
            <name name-style="western">
              <surname>Murray</surname>
              <given-names>LK</given-names>
            </name>
            <name name-style="western">
              <surname>Anand</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Chorpita</surname>
              <given-names>BF</given-names>
            </name>
            <name name-style="western">
              <surname>Patel</surname>
              <given-names>V</given-names>
            </name>
          </person-group>
          <article-title>Psychological treatments for the world: lessons from low- and middle-income countries</article-title>
          <source>Annu Rev Clin Psychol</source>
          <year>2017</year>
          <month>05</month>
          <day>08</day>
          <volume>13</volume>
          <fpage>149</fpage>
          <lpage>181</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/28482687"/>
          </comment>
          <pub-id pub-id-type="doi">10.1146/annurev-clinpsy-032816-045217</pub-id>
          <pub-id pub-id-type="medline">28482687</pub-id>
          <pub-id pub-id-type="pmcid">PMC5506549</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref25">
        <label>25</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Burnette</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Ramchand</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Ayer</surname>
              <given-names>L</given-names>
            </name>
          </person-group>
          <article-title>Gatekeeper training for suicide prevention: a theoretical model and review of the empirical literature</article-title>
          <source>Rand Health Q</source>
          <year>2015</year>
          <month>07</month>
          <day>15</day>
          <volume>5</volume>
          <issue>1</issue>
          <fpage>16</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/28083369"/>
          </comment>
          <pub-id pub-id-type="medline">28083369</pub-id>
          <pub-id pub-id-type="pmcid">PMC5158249</pub-id>
        </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>Zulueta</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Piscitello</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Rasic</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Easter</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Babu</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Langenecker</surname>
              <given-names>SA</given-names>
            </name>
            <name name-style="western">
              <surname>McInnis</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Ajilore</surname>
              <given-names>O</given-names>
            </name>
            <name name-style="western">
              <surname>Nelson</surname>
              <given-names>PC</given-names>
            </name>
            <name name-style="western">
              <surname>Ryan</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Leow</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Predicting mood disturbance severity with mobile phone keystroke metadata: a biaffect digital phenotyping study</article-title>
          <source>J Med Internet Res</source>
          <year>2018</year>
          <month>07</month>
          <day>20</day>
          <volume>20</volume>
          <issue>7</issue>
          <fpage>e241</fpage>
          <pub-id pub-id-type="doi">10.2196/jmir.9775</pub-id>
          <pub-id pub-id-type="medline">30030209</pub-id>
          <pub-id pub-id-type="pii">v20i7e241</pub-id>
          <pub-id pub-id-type="pmcid">PMC6076371</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref27">
        <label>27</label>
        <nlm-citation citation-type="web">
          <source>Facebook</source>
          <year>2020</year>
          <comment>Suicide prevention<ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.facebook.com/help/594991777257121">https://www.facebook.com/help/594991777257121</ext-link>
                                                </comment>
        </nlm-citation>
      </ref>
      <ref id="ref28">
        <label>28</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Tsukayama</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <source>The Washington Post</source>
          <year>2017</year>
          <month>11</month>
          <day>27</day>
          <comment>Facebook is using AI to try to prevent suicide<ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.washingtonpost.com/news/the-switch/wp/2017/11/27/facebook-is-using-ai-to-try-to-prevent-suicide/">https://www.washingtonpost.com/news/the-switch/wp/2017/11/27/facebook-is-using-ai-to-try-to-prevent-suicide/</ext-link>
                                                </comment>
        </nlm-citation>
      </ref>
      <ref id="ref29">
        <label>29</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Shields-Zeeman</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Pathare</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Walters</surname>
              <given-names>BH</given-names>
            </name>
            <name name-style="western">
              <surname>Kapadia-Kundu</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Joag</surname>
              <given-names>K</given-names>
            </name>
          </person-group>
          <article-title>Promoting wellbeing and improving access to mental health care through community champions in rural India: the  intervention approach</article-title>
          <source>Int J Ment Health Syst</source>
          <year>2017</year>
          <volume>11</volume>
          <fpage>6</fpage>
          <pub-id pub-id-type="doi">10.1186/s13033-016-0113-3</pub-id>
          <pub-id pub-id-type="medline">28066505</pub-id>
          <pub-id pub-id-type="pii">113</pub-id>
          <pub-id pub-id-type="pmcid">PMC5210275</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref30">
        <label>30</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Naslund</surname>
              <given-names>JA</given-names>
            </name>
            <name name-style="western">
              <surname>Shidhaye</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Patel</surname>
              <given-names>V</given-names>
            </name>
          </person-group>
          <article-title>Digital technology for building capacity of nonspecialist health workers for task sharing and scaling up mental health care globally</article-title>
          <source>Harvard Rev Psychiatry</source>
          <year>2019</year>
          <volume>27</volume>
          <issue>3</issue>
          <fpage>181</fpage>
          <lpage>192</lpage>
          <pub-id pub-id-type="doi">10.1097/hrp.0000000000000217</pub-id>
        </nlm-citation>
      </ref>
    </ref-list>
  </back>
</article>
