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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">v23i6e24712</article-id>
      <article-id pub-id-type="pmid">34085942</article-id>
      <article-id pub-id-type="doi">10.2196/24712</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>Evaluation of the Effectiveness of Digital Technology Interventions to Reduce Loneliness in Older Adults: Systematic Review and Meta-analysis</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Kukafka</surname>
            <given-names>Rita</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Jordan</surname>
            <given-names>Lisa</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Ji</surname>
            <given-names>Mengting</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Hwang</surname>
            <given-names>Jinseub</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Shah</surname>
            <given-names>Syed Ghulam Sarwar</given-names>
          </name>
          <degrees>MBBS, MA, MSc, PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>NIHR Oxford Biomedical Research Centre</institution>
            <institution>Oxford University Hospitals NHS Foundation Trust</institution>
            <addr-line>John Radcliffe Hospital</addr-line>
            <addr-line>Oxford, OX3 9DU</addr-line>
            <country>United Kingdom</country>
            <phone>44 1865221262</phone>
            <email>sarwar.shah@ouh.nhs.uk</email>
          </address>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-5713-3686</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Nogueras</surname>
            <given-names>David</given-names>
          </name>
          <degrees>MBA</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-1267-3101</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>van Woerden</surname>
            <given-names>Hugo Cornelis</given-names>
          </name>
          <degrees>MBChB, MPH, PhD, FFPH</degrees>
          <xref rid="aff4" ref-type="aff">4</xref>
          <xref rid="aff5" ref-type="aff">5</xref>
          <xref rid="aff6" ref-type="aff">6</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-3382-1684</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Kiparoglou</surname>
            <given-names>Vasiliki</given-names>
          </name>
          <degrees>BSc, MSc, MBA, PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff7" ref-type="aff">7</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-9886-7902</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>NIHR Oxford Biomedical Research Centre</institution>
        <institution>Oxford University Hospitals NHS Foundation Trust</institution>
        <addr-line>Oxford</addr-line>
        <country>United Kingdom</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Radcliffe Department of Medicine</institution>
        <institution>University of Oxford</institution>
        <addr-line>Oxford</addr-line>
        <country>United Kingdom</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>EvZein Limited, Holley Crescent, Headington</institution>
        <addr-line>Oxford</addr-line>
        <country>United Kingdom</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>Public Health Agency Northern Ireland</institution>
        <addr-line>Belfast</addr-line>
        <country>United Kingdom</country>
      </aff>
      <aff id="aff5">
        <label>5</label>
        <institution>Division of Rural Health and Wellbeing</institution>
        <institution>University of the Highlands and Islands</institution>
        <addr-line>Inverness</addr-line>
        <country>United Kingdom</country>
      </aff>
      <aff id="aff6">
        <label>6</label>
        <institution>Institute of Nursing and Health Research</institution>
        <institution>Ulster University</institution>
        <addr-line>Belfast</addr-line>
        <country>United Kingdom</country>
      </aff>
      <aff id="aff7">
        <label>7</label>
        <institution>Nuffield Department of Primary Care Health Sciences</institution>
        <institution>University of Oxford</institution>
        <addr-line>Oxford</addr-line>
        <country>United Kingdom</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Syed Ghulam Sarwar Shah <email>sarwar.shah@ouh.nhs.uk</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <month>6</month>
        <year>2021</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>4</day>
        <month>6</month>
        <year>2021</year>
      </pub-date>
      <volume>23</volume>
      <issue>6</issue>
      <elocation-id>e24712</elocation-id>
      <history>
        <date date-type="received">
          <day>1</day>
          <month>10</month>
          <year>2020</year>
        </date>
        <date date-type="rev-request">
          <day>27</day>
          <month>10</month>
          <year>2020</year>
        </date>
        <date date-type="rev-recd">
          <day>9</day>
          <month>11</month>
          <year>2020</year>
        </date>
        <date date-type="accepted">
          <day>19</day>
          <month>4</month>
          <year>2021</year>
        </date>
      </history>
      <copyright-statement>©Syed Ghulam Sarwar Shah, David Nogueras, Hugo Cornelis van Woerden, Vasiliki Kiparoglou. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 04.06.2021.</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 https://www.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://www.jmir.org/2021/6/e24712" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Loneliness is a serious public health issue, and its burden is increasing in many countries. Loneliness affects social, physical, and mental health, and it is associated with multimorbidity and premature mortality. In addition to social interventions, a range of digital technology interventions (DTIs) are being used to tackle loneliness. However, there is limited evidence on the effectiveness of DTIs in reducing loneliness, especially in adults. The effectiveness of DTIs in reducing loneliness needs to be systematically assessed.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>The objective of this study is to assess the effectiveness of DTIs in reducing loneliness in older adults.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>We conducted electronic searches in PubMed, MEDLINE, CINAHL, Embase, and Web of Science for empirical studies published in English from January 1, 2010, to July 31, 2019. The study selection criteria included interventional studies that used any type of DTIs to reduce loneliness in adults (aged ≥18 years) with a minimum intervention duration of 3 months and follow-up measurements at least 3 months after the intervention. Two researchers independently screened articles and extracted data using the PICO (participant, intervention, comparator, and outcome) framework. The primary outcome measure was loneliness. Loneliness scores in both the intervention and control groups at baseline and at follow-up at 3, 4, 6, and 12 months after the intervention were extracted. Data were analyzed via narrative synthesis and meta-analysis using RevMan (The Cochrane Collaboration) software.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>A total of 6 studies were selected from 4939 screened articles. These studies included 1 before and after study and 5 clinical trials (4 randomized clinical trials and 1 quasi-experimental study). All of these studies enrolled a total of 646 participants (men: n=154, 23.8%; women: n=427, 66.1%; no gender information: n=65, 10.1%) with an average age of 73-78 years (SD 6-11). Five clinical trials were included in the meta-analysis, and by using the random effects model, standardized mean differences (SMDs) were calculated for each trial and pooled across studies at the 3-, 4-, and 6-month follow-ups. The overall effect estimates showed no statistically significant difference in the effectiveness of DTIs compared with that of usual care or non-DTIs at follow-up at 3 months (SMD 0.02; 95% CI −0.36 to 0.40; <italic>P</italic>=.92), 4 months (SMD −1.11; 95% CI −2.60 to 0.38; <italic>P</italic>=.14), and 6 months (SMD −0.11; 95% CI −0.54 to 0.32; <italic>P</italic>=.61). The quality of evidence was very low to moderate in these trials.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>Our meta-analysis shows no evidence supporting the effectiveness of DTIs in reducing loneliness in older adults. Future research may consider randomized controlled trials with larger sample sizes and longer durations for both the interventions and follow-ups.</p>
        </sec>
        <sec sec-type="registered-report">
          <title>International Registered Report Identifier (IRRID)</title>
          <p>RR2-10.1136/bmjopen-2019-032455</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>loneliness</kwd>
        <kwd>older people</kwd>
        <kwd>digital technology</kwd>
        <kwd>effectiveness</kwd>
        <kwd>efficacy</kwd>
        <kwd>evidence</kwd>
        <kwd>systematic review</kwd>
        <kwd>meta-analysis</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <p>Loneliness is a multifaceted public health problem [<xref ref-type="bibr" rid="ref1">1</xref>]. The burden of loneliness is high in some countries [<xref ref-type="bibr" rid="ref2">2</xref>-<xref ref-type="bibr" rid="ref9">9</xref>], and it is increasing in many other countries [<xref ref-type="bibr" rid="ref10">10</xref>]. Loneliness is expected to rise because of lockdowns, quarantine, self-isolation, and social distancing measures that are being enforced in several countries to tackle the COVID-19 pandemic [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref12">12</xref>]. Therefore, tackling loneliness is imperative, and digital technology could play a major role in addressing loneliness [<xref ref-type="bibr" rid="ref13">13</xref>].</p>
        <p>Loneliness refers to an individual’s subjective feelings of a perceived discrepancy between actual and desired social relationships [<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref15">15</xref>]. Although loneliness affects people of all ages [<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref16">16</xref>], older, younger, and vulnerable people are affected more by it [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>]. Risk factors of loneliness include demographic characteristics, social factors, and physical environments [<xref ref-type="bibr" rid="ref17">17</xref>-<xref ref-type="bibr" rid="ref19">19</xref>]. Loneliness enhances the risk of poor physical and mental health [<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref20">20</xref>-<xref ref-type="bibr" rid="ref23">23</xref>], dementia [<xref ref-type="bibr" rid="ref24">24</xref>], premature mortality, and all-cause mortality [<xref ref-type="bibr" rid="ref21">21</xref>], particularly in older adults [<xref ref-type="bibr" rid="ref23">23</xref>]. In addition, the implications of loneliness include the high costs of health and well-being (eg, between £6429.00 [US $8074.80] and £9616.00 [US $12,077.70] per person per year in the United Kingdom) [<xref ref-type="bibr" rid="ref25">25</xref>] as well as lost work days and productivity (eg, costing up to £2.5 billion [US $3.14 billion] per annum for employers in the United Kingdom) [<xref ref-type="bibr" rid="ref26">26</xref>]. Therefore, it is imperative to tackle loneliness.</p>
        <p>Loneliness is being addressed through a range of social [<xref ref-type="bibr" rid="ref27">27</xref>] and technological interventions [<xref ref-type="bibr" rid="ref28">28</xref>]. The latter type of interventions includes numerous and diverse types of digital apps, web-based social networking tools, sensors, and robots [<xref ref-type="bibr" rid="ref29">29</xref>]. Although these tools use digital technology, they are heterogeneous in many aspects, including the means they provide to socially connect; the purposes for which they are used; the ways and methods of their application; the frequency of their use; and their users, who differ from each other in many traits such as demographic, social, and economic characteristics, and some may have physical and mental limitations. Therefore, these digital technology tools need to be systematically evaluated for their effectiveness in tackling loneliness.</p>
        <p>Several published reviews have reported that digital technology interventions (DTIs) are effective in reducing loneliness [<xref ref-type="bibr" rid="ref30">30</xref>-<xref ref-type="bibr" rid="ref34">34</xref>]. However, some of these studies are weak and have a high risk of bias [<xref ref-type="bibr" rid="ref35">35</xref>], and other studies have used a few selected technological interventions and covered literature published over a short span, such as the 3-year period from January 2010 to January 2013 [<xref ref-type="bibr" rid="ref31">31</xref>].</p>
        <p>There is limited evidence on the effectiveness of DTIs for loneliness [<xref ref-type="bibr" rid="ref36">36</xref>], and there are calls for further research [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref33">33</xref>] to assess and identify the latest DTIs that are effective in reducing loneliness [<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref36">36</xref>]. In addition, evaluation of the latest evidence on the effectiveness of DTIs in reducing loneliness is imperative from the perspectives of patients and their families and other stakeholders such as health and social care providers and health insurers [<xref ref-type="bibr" rid="ref37">37</xref>].</p>
      </sec>
      <sec>
        <title>Study Objectives</title>
        <p>The primary objective of this study is to assess the effectiveness of DTIs in reducing loneliness in adults. The secondary objective is to identify DTIs that are used to reduce loneliness in adults.</p>
      </sec>
      <sec>
        <title>Review Questions</title>
        <p>The main research question was “Are DTIs effective for reducing loneliness in adults?” The secondary question was “What DTIs are used for reducing loneliness in adults?”</p>
      </sec>
      <sec>
        <title>Outcome Measures</title>
        <p>The main outcome measure was loneliness. We extracted data on loneliness measured at both the baseline (before the intervention) and follow-ups (at least 3 months after the intervention) for the intervention groups and control groups, if any.</p>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Study Design, Conduct, and Reporting</title>
        <p>We undertook a systematic review and meta-analysis as suggested in the Cochrane Methods for Systematic Reviews of Interventions [<xref ref-type="bibr" rid="ref38">38</xref>]. We have reported the findings in accordance with the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines [<xref ref-type="bibr" rid="ref39">39</xref>].</p>
      </sec>
      <sec>
        <title>Protocol Registration and Publication</title>
        <p>We registered this systematic review and meta-analysis with the PROSPERO database on June 10, 2019 (registration ID: CRD42019131524) [<xref ref-type="bibr" rid="ref40">40</xref>], and we published our protocol [<xref ref-type="bibr" rid="ref37">37</xref>] before undertaking this study.</p>
      </sec>
      <sec>
        <title>Patient and Public Involvement</title>
        <p>A patient and public manager affiliated with our research center reviewed the study protocol and provided suggestions that were incorporated into the protocol. We had no access to any patient diagnosed with loneliness; therefore, we could not include any patients or members of the public in the design and conduct of the study. However, the findings of this study will be disseminated as an open access publication that will be freely available to patients and everyone else globally.</p>
      </sec>
      <sec>
        <title>Definition of DTI</title>
        <p>We define the term DTI as an intervention that applies digital technology, that is, the technology, equipment, and apps that process information in the form of numeric codes, usually a binary code [<xref ref-type="bibr" rid="ref41">41</xref>].</p>
      </sec>
      <sec>
        <title>Eligibility Criteria</title>
        <p>We selected studies that met our predefined eligibility criteria [<xref ref-type="bibr" rid="ref37">37</xref>]. Study designs included interventional studies (randomized and nonrandomized) that investigated the effects of DTIs on loneliness. We included a range of DTIs, that is, computers, computer tablets, iPads, internet, web-based videos, communication, chatting, social groups, meetings, conferences and messages, sensors, social robots, smart mobile phones, social media tools, and the World Wide Web. We set 3 months as the minimum intervention duration and follow-up period. The research participants were adults, both male and female, aged 18 years or more. We included different settings, that is, residential dwellings, including private residences and care or nursing homes or centers in any country. The studies were limited to journal articles in English published from January 1, 2010, to July 31, 2019.</p>
      </sec>
      <sec>
        <title>Information Sources and Keywords</title>
        <p>We electronically searched PubMed, MEDLINE, CINAHL, Embase, and Web of Science and covered the publication period from January 1, 2010, to July 31, 2019. We used an a priori list of keywords prepared in our preliminary literature searches [<xref ref-type="bibr" rid="ref37">37</xref>]. The keywords were of 2 categories: medical condition or problem (ie, <italic>loneliness</italic>, <italic>lonely</italic>, <italic>isolation</italic>, <italic>aloneness</italic>, <italic>disconnect*</italic>, <italic>solitude</italic>, <italic>singleness*</italic>, <italic>lonesomeness</italic>, <italic>solitariness</italic>, and <italic>remoteness</italic>) and intervention or technology (ie, <italic>digital</italic>, <italic>technolog*</italic>, <italic>sensor*</italic>, <italic>robot*</italic>, <italic>internet</italic>, <italic>social media</italic>, <italic>*phone*</italic>, <italic>online</italic>, <italic>iPad*</italic>, <italic>tablet*</italic>, <italic>computer*</italic>, <italic>electronic</italic>, <italic>web</italic>, <italic>video</italic>, and <italic>videoconference</italic>), as reported in our published protocol [<xref ref-type="bibr" rid="ref37">37</xref>].</p>
      </sec>
      <sec>
        <title>Literature Searches</title>
        <p>First, we searched the keywords in the <italic>subject headings</italic> such as MeSH major terms in PubMed or equivalent terms in other databases (for detailed search history, see <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>). Thereafter, we searched for keywords in the <italic>title</italic> and <italic>abstract</italic> fields in the selected databases using 3 Boolean operators: “OR,” “AND,” and “NOT.” In addition, we hand searched the reference lists of the shortlisted articles. We wrote emails to the authors of 2 studies requesting for full copies of their research articles [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref43">43</xref>], which were gratefully emailed to us. We contacted the authors of 2 further studies for missing or additional data [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref45">45</xref>]. We had a good response from the authors of both studies, and data were thankfully provided for 1 study only [<xref ref-type="bibr" rid="ref45">45</xref>]. We sought support from an expert librarian at our library for running literature searches.</p>
      </sec>
      <sec>
        <title>Study Selection</title>
        <p>Literature searches retrieved 4939 articles, of which 965 duplicate articles were removed (<xref rid="figure1" ref-type="fig">Figure 1</xref>). Two researchers (SGSS and DN) independently screened the remaining articles (n=3974) by title, which was followed by reading the abstracts of 442 articles (<xref rid="figure1" ref-type="fig">Figure 1</xref>). This screening process led to the exclusion of 3876 articles and identification of 98 articles for full-text review. Three researchers (SGSS, DN, and VK) independently read the full texts of these 98 articles.</p>
        <p>When recommendations differed between reviewers at the title, abstract, and full-text review stages, another reviewer (HCvW) reviewed these articles, and his recommendations to either include or exclude an article were final.</p>
        <p>Finally, 92 articles were excluded, and the remaining 6 articles were included in the data extraction (<xref rid="figure1" ref-type="fig">Figure 1</xref>). All these 6 studies were included in the narrative synthesis, whereas 5 studies—all clinical trials involving an intervention group and a control group—were included in the meta-analysis (<xref rid="figure1" ref-type="fig">Figure 1</xref>). One study with a pre- and postintervention design involving only the intervention group was excluded from the meta-analysis.</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) study selection flow diagram.</p>
          </caption>
          <graphic xlink:href="jmir_v23i6e24712_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Data Collection Process</title>
        <p>For data collection, we used an a priori data extraction template (<xref ref-type="table" rid="table1">Tables 1</xref> and <xref ref-type="table" rid="table2">2</xref>), which comprised several columns: authors, year, and country of study; study aim or objectives; research design; settings; participants’ characteristics (age, gender, and ethnicity); health or medical condition; sampling method and sample size; participant attrition (numbers and percentages); research methods and data collection tools; interventions (eg, type and tool of digital technology); comparators (eg, alternative intervention, placebo, or care as usual); intervention duration (weeks or months); measurement stages (eg, baseline and follow-up: weeks or months after the baseline); outcomes, result, and findings (eg, loneliness scores, including statistics; eg, mean values, SDs, SEs, and CIs); and study authors’ conclusions [<xref ref-type="bibr" rid="ref37">37</xref>].</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Characteristics of included studies, participants, sampling methods and sizes, and data collection tools.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="60"/>
            <col width="70"/>
            <col width="80"/>
            <col width="70"/>
            <col width="70"/>
            <col width="90"/>
            <col width="90"/>
            <col width="0"/>
            <col width="70"/>
            <col width="0"/>
            <col width="60"/>
            <col width="0"/>
            <col width="70"/>
            <col width="60"/>
            <col width="60"/>
            <col width="0"/>
            <col width="80"/>
            <col width="0"/>
            <col width="70"/>
            <thead>
              <tr valign="top">
                <td>Study, country</td>
                <td>Quality of evidence<sup>a</sup> (reviewers’ assessment)</td>
                <td>Research design</td>
                <td>Settings</td>
                <td colspan="4">Participants</td>
                <td colspan="2">Main health or medical conditions investigated</td>
                <td colspan="2">Sampling method</td>
                <td colspan="4">Sample size</td>
                <td colspan="2">Participant attrition</td>
                <td>Research methods or data collection tools</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>Age (years)</td>
                <td>Gender</td>
                <td>Ethnicity</td>
                <td colspan="2">
                  <break/>
                </td>
                <td colspan="2">
                  <break/>
                </td>
                <td colspan="2">Total</td>
                <td>Intervention group</td>
                <td>Control group</td>
                <td colspan="2">
                  <break/>
                </td>
                <td colspan="2">Loneliness scale used</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Tsai et al (2010) [<xref ref-type="bibr" rid="ref46">46</xref>], Taiwan</td>
                <td>Medium</td>
                <td>Quasi-experimental study (NRCT<sup>b</sup>)</td>
                <td>Nursing home</td>
                <td>Baseline: experimental group: average age 74.2 (SD 10.18); control group: average age 78.48 (SD 6.75)</td>
                <td>Male=24 (experimental group=10; control group=14); female=33 (experimental group=14; control group=19)</td>
                <td>Not reported (probably all Taiwanese or Chinese)</td>
                <td colspan="2">Loneliness and depression</td>
                <td colspan="2">Purposive</td>
                <td colspan="2">57 baseline; 49 end of study</td>
                <td>24 baseline; 21 follow-up</td>
                <td>33 baseline; 28 follow-up</td>
                <td colspan="2">8 (5 from control group and 3 from experimental group); attrition rate=14%</td>
                <td colspan="2">UCLA<sup>c</sup> loneliness scale [<xref ref-type="bibr" rid="ref47">47</xref>]</td>
              </tr>
              <tr valign="top">
                <td>van der Heide et al (2012) [<xref ref-type="bibr" rid="ref48">48</xref>], The Netherlands</td>
                <td>Low</td>
                <td>Before and after study (with intervention group only, no control group)</td>
                <td>Older home care</td>
                <td>Baseline: average age 73.2 (SD 11.8), range 32-90; end of study: average age 73.1 (SD 11.2), range 38-90</td>
                <td>Baseline: male=26 (30.2%), female=60 (69.8%), missing values=44; end of study: male=25 (29.4%), female=60 (70.6%), missing values=0</td>
                <td>Not reported</td>
                <td colspan="2">Loneliness and safety issues</td>
                <td colspan="2">Convenience</td>
                <td colspan="2">130</td>
                <td>130</td>
                <td>85=intervention group at the end of study; no control group</td>
                <td colspan="2">45; attrition rate=34.6%</td>
                <td colspan="2">De Jong-Gierveld loneliness scale (score range: 0-11) [<xref ref-type="bibr" rid="ref49">49</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Larsson et al (2016) [<xref ref-type="bibr" rid="ref50">50</xref>], Sweden</td>
                <td>High</td>
                <td>Randomized, crossover trial</td>
                <td>Living in ordinary housing without any home care services</td>
                <td>Range: 61-89, mean 71.2; group 1 (intervention or control group): range 66-89, mean 73.4; group 2 (control or intervention group): range 61-76, mean 69.0</td>
                <td>Male=6; female=24, (3 males and 12 females each in group 1 [intervention or control group] and group 2 [control or intervention group])</td>
                <td>Not reported (probably all Swedes)</td>
                <td colspan="2">Loneliness</td>
                <td colspan="2">Randomized (after recruitment)</td>
                <td colspan="2">30</td>
                <td>15 baseline, 14 follow-up</td>
                <td>15 baseline, 14 follow-up</td>
                <td colspan="2">2 (1 participant each from intervention and control groups); attrition rate=6.7%</td>
                <td colspan="2">UCLA loneliness scale [<xref ref-type="bibr" rid="ref51">51</xref>], the Swedish version (20 items, score range 20-80) [<xref ref-type="bibr" rid="ref52">52</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Czaja et al (2018) [<xref ref-type="bibr" rid="ref45">45</xref>], United States</td>
                <td>High</td>
                <td>Multisite randomized controlled trial</td>
                <td>Living in independent housing in the community</td>
                <td> Baseline: total sample mean 76.15 (SD 7.4), range: 65-98; intervention (PRISM<sup>d</sup> System) group: mean 76.9 (SD 7.3); control (Binder<sup>e</sup>) group: mean 75.3 (SD 7.4)</td>
                <td>Baseline: female=78% (number not reported), male=22% (number not reported); PRISM or intervention group: female 79.3% (n=119); Binder (control) group: female 76.7% (n=115)</td>
                <td>Baseline: White=54% and non-White=46%; PRISM or intervention group: non-White or Hispanic=8% (n=12); Binder group: non-White or Hispanic=10% (n=15)</td>
                <td colspan="2">Social isolation, social support, loneliness, and well-being</td>
                <td colspan="2">Randomized</td>
                <td colspan="2">300 (150 in each intervention [PRISM] group and control [Binder] group)</td>
                <td>150 baseline; 134 follow-up</td>
                <td>150 baseline; 118 follow-up</td>
                <td colspan="2">56 (45 at 6 months and 11 at 12-month follow-up); attrition rate=18.7%</td>
                <td colspan="2">UCLA loneliness scale (score range 20-80) [<xref ref-type="bibr" rid="ref51">51</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Morton et al (2018) [<xref ref-type="bibr" rid="ref53">53</xref>], United Kingdom</td>
                <td>High</td>
                <td>2 (condition: training, control)×2 (population: domiciliary, residential)×2 (time: baseline, follow-up) design</td>
                <td>Receiving care in own home or supported housing in the community (<italic>domiciliary care</italic>) or residential care in care homes</td>
                <td>Female: mean 80.71 (SD 8.77); male: data not reported</td>
                <td>Follow-up: total=76; female=50, male=26</td>
                <td>Not reported</td>
                <td colspan="2">Well-being and social support</td>
                <td colspan="2">Randomized</td>
                <td colspan="2">97 baseline; 76 follow-up</td>
                <td>53 baseline; 44 follow-up</td>
                <td>44 baseline; 32 follow-up</td>
                <td colspan="2">21 (9 experimental group; 12 control group); attrition rate=21.6%</td>
                <td colspan="2">UCLA loneliness scale (score range 20-80) [<xref ref-type="bibr" rid="ref51">51</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Jarvis et al (2019) [<xref ref-type="bibr" rid="ref54">54</xref>], South Africa</td>
                <td>High</td>
                <td>Randomized control study</td>
                <td>Inner-city residential; NGO<sup>f</sup> care facilities for resource-restricted older people (aged ≥60 years)</td>
                <td>Mean 74.93 (SD 6.41); range 61-87</td>
                <td>Baseline: male=6 (18.8%), female=26 (81.2%)</td>
                <td>Mostly Asian (of Indian origin), numbers not reported</td>
                <td colspan="2">Maladaptive cognitions and loneliness</td>
                <td colspan="2">Randomized</td>
                <td colspan="2">Baseline=32 (intervention group=15, control group=17), final=29 (intervention group=13, control group=16)</td>
                <td>15 baseline; 13 follow-up</td>
                <td>17 baseline; 16 follow-up</td>
                <td colspan="2">3 (2 intervention group, 1 control group); attrition rate=15.6%</td>
                <td colspan="2">De Jong-Gierveld loneliness scale (score range 0-11) [<xref ref-type="bibr" rid="ref49">49</xref>]</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table1fn1">
              <p><sup>a</sup>Quality of evidence grades: high (we are very confident that the true effect lies close to that of the estimate of the effect), moderate (we are moderately confident in the effect estimate: the true effect is likely to be close to the estimate of the effect, but there is a possibility that it is substantially different), low (our confidence in the effect estimate is limited: the true effect may be substantially different from the estimate of the effect), and very low (we have very little confidence in the effect estimate; the true effect is likely to be substantially different from the estimate of effect).</p>
            </fn>
            <fn id="table1fn2">
              <p><sup>b</sup>NRCT: nonrandomized clinical trial.</p>
            </fn>
            <fn id="table1fn3">
              <p><sup>c</sup>UCLA: University of California, Los Angeles.</p>
            </fn>
            <fn id="table1fn4">
              <p><sup>d</sup>PRISM: Personal Reminder Information and Social Management.</p>
            </fn>
            <fn id="table1fn5">
              <p><sup>e</sup>Binder refers to a group of participants who received a notebook with printed content similar to the Personal Reminder Information and Social Management System.</p>
            </fn>
            <fn id="table1fn6">
              <p><sup>f</sup>NGO: nongovernmental organization.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <table-wrap position="float" id="table2">
          <label>Table 2</label>
          <caption>
            <p>Interventions, outcomes, measurements, results, and conclusions of included studies.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="50"/>
            <col width="80"/>
            <col width="90"/>
            <col width="60"/>
            <col width="60"/>
            <col width="90"/>
            <col width="80"/>
            <col width="90"/>
            <col width="90"/>
            <col width="80"/>
            <col width="0"/>
            <col width="130"/>
            <col width="0"/>
            <col width="100"/>
            <thead>
              <tr valign="top">
                <td>Study</td>
                <td>Interventions</td>
                <td>Comparators</td>
                <td>Intervention duration</td>
                <td>Follow-up duration</td>
                <td colspan="6">Outcomes: loneliness scores by measurement stages, mean (SD)</td>
                <td colspan="2">Results or findings</td>
                <td>Conclusion by the authors of the study</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>
                  <break/>
                </td>
                <td>Baseline</td>
                <td>3 months</td>
                <td>4 months</td>
                <td>6 months</td>
                <td>12 months</td>
                <td colspan="2">
                  <break/>
                </td>
                <td colspan="2">
                  <break/>
                </td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Tsai et al (2010) [<xref ref-type="bibr" rid="ref46">46</xref>]</td>
                <td>Videoconferencing (using either MSN<sup>a</sup> messenger or Skype)</td>
                <td>Regular care</td>
                <td>3 months</td>
                <td>3 months</td>
                <td>Intervention group=50.58 (SD 11.16); control group=46.55 (SD 9.07)</td>
                <td>Intervention group=47.33 (SD 13.50); control group=46.68 (SD 9.08)</td>
                <td>Not measured</td>
                <td>Not measured</td>
                <td>Not measured</td>
                <td colspan="2">Loneliness: intervention group mean: baseline 50.58 (SD 11.16), 1 week 49.75 (SD 11.79), and 3 months 47.33 (SD 13.50); control group mean: baseline 46.55 (SD 9.07), 1 week 47.06 (SD 8.75), and 3 months 46.68 (SD 9.08); differences between groups were compared at 3 points (baseline, 1 week, and 3 months) using multiple linear regression of the generalized estimating equations. Unadjusted or fixed effect size of effectiveness of videoconferencing intervention (videoconference vs control): at 1 week was β=−1.21, SE 0.50, <italic>χ</italic><sup>2</sup>=5.9, <italic>P</italic>=.02 and at 3 months β=−2.84, SE 1.28, <italic>χ</italic><sup>2</sup>=4.9, <italic>P</italic>=.03</td>
                <td colspan="2">Videoconferencing alleviates depressive symptoms and loneliness in older residents in nursing homes</td>
              </tr>
              <tr valign="top">
                <td>van der Heide et al (2012) [<xref ref-type="bibr" rid="ref48">48</xref>]</td>
                <td>CareTV including Caret duplex video or voice network</td>
                <td>No control group and no comparator</td>
                <td>12 months</td>
                <td>12 months</td>
                <td>Intervention group=5.97 (SD 2.77); no control group</td>
                <td>Not measured</td>
                <td>Not measured</td>
                <td>Not measured</td>
                <td>Intervention group=4.02 (SD 3.91); no control group</td>
                <td colspan="2">Group-level total loneliness: inclusion stage: mean 5.97 (SD 2.77), end of study: mean 4.02 (SD 3.91), <italic>P</italic>=.001; individual-level total loneliness: total loneliness decreased in 54 out of 85 participants (equally lonely 11, more lonely 20, and less lonely 54 individual participants)</td>
                <td colspan="2">CareTV intervention decreased the feeling of loneliness in the participants; however, participants were feeling moderate loneliness at the end of the study</td>
              </tr>
              <tr valign="top">
                <td>Larsson et al (2016) [<xref ref-type="bibr" rid="ref50">50</xref>]</td>
                <td>SIBAs<sup>b</sup>, that is, social activities via social websites</td>
                <td>No comparator intervention reported</td>
                <td>3 months</td>
                <td>34 weeks (exposure for 3 months to each group)</td>
                <td>Group 1 (I/C<sup>c</sup> group)=45.53 (SD 7.41); group 2 (C/I<sup>d</sup> group)=43.93 (SD 8.61)</td>
                <td>Group 1 (I/C group)=42.43 (SD 7.44); group 2 (C/I group)=41.93 (SD 8.82)</td>
                <td>Not measured</td>
                <td>3 months after cross over: group 1 (I/C group, no intervention)=42.0 (SD 7.34); group 2 (C/I group, intervention introduced)=39.50 (SD 10.42)</td>
                <td>Not measured</td>
                <td colspan="2">Percentage change between time 2 and time 1: group 1: mean score 0.07% (SD 0.07), <italic>P</italic>=.003; group 2: mean score: 0.05% (SD 0.09), <italic>P</italic>=.049; percentage change between time 3 and time 1: group 1: mean score 0.08% (SD 0.08); group 2: mean score 0.09% (SD 0.13); comparison of pre and postintervention scores: group 1, <italic>P</italic>=.003 and group 2, <italic>P</italic>=.049</td>
                <td colspan="2">SIBA interventions have the potential to reduce experiences of loneliness in socially vulnerable older adults.</td>
              </tr>
              <tr valign="top">
                <td>Czaja et al (2018) [<xref ref-type="bibr" rid="ref45">45</xref>]</td>
                <td>PRISM<sup>e</sup> system</td>
                <td>A notebook with printed content similar to that within the PRISM (intervention) group: included a Lenovo <italic>Mini Desktop</italic> PC with a keyboard, mouse (or trackball for those who were unable to control a mouse), a 19″ LCD<sup>f</sup> monitor, the PRISM software app, a printer, and internet</td>
                <td>12 months</td>
                <td>12 months</td>
                <td>Intervention (PRISM) group=39.8 (SD 9.7); control (Binder<sup>g</sup>) group=40.2 (SD 10.3)</td>
                <td>Not measured</td>
                <td>Not measured</td>
                <td>Intervention (PRISM) group=37.8 (SD 9.54); control (Binder) group=40 (SD 10.62)</td>
                <td>Intervention (PRISM) group=36.9 (SD 9.16); control (Binder) group=38.43 (SD 9.37)</td>
                <td colspan="2">Baseline: loneliness PRISM group: mean score 39.8 (SD 9.7); Binder group: mean score 40.2 (SD 10.3), follow-up at 6 months: PRISM group 37.8, Binder group 39.6; follow-up at 12 months: PRISM group 36.9, Binder group 38.3</td>
                <td colspan="2">Technology-based apps such as the PRISM system may enhance social connectivity and reduce loneliness among older adults.</td>
              </tr>
              <tr valign="top">
                <td>Morton et al (2018) [<xref ref-type="bibr" rid="ref53">53</xref>]</td>
                <td>EasyPC—a customized computer platform with a simplified touch-screen interface</td>
                <td>Care as usual plus regular carer visits</td>
                <td>3 months</td>
                <td>4 months</td>
                <td>Intervention (training) group (total of residential and domiciliary groups)=1.92 (SE 0.10, SD 0.73); control group (total of residential and domiciliary groups)=2.08 (SE 0.12, SD 0.80)</td>
                <td>Not measured</td>
                <td>Intervention (training) group (total of residential and domiciliary groups)=1.86 (SE 0.10, SD 0.66); control group (total of residential and domiciliary groups)=2.12 (SE 0.11, SD 0.62)</td>
                <td>Not measured</td>
                <td>Not measured</td>
                <td colspan="2">Loneliness scores mean: intervention (training) group: residential group: time 1=1.95 (SE 0.16), time 2=1.92 (SE 0.16), domiciliary group: time 1=1.89 (SE 0.13), time 2=1.79 (SE 0.13), total time 1=1.92 (SE 0.10), time 2=1.86 (SE 0.10); control group: residential group: time 1=2.13 (SE 0.18), time 2=2.20 (SE 0.17), domiciliary group: time 1=2.02 (SE 0.16), time 2=2.05 (SE 0.15), total time 1=2.08 (SE 0.12) and time 2=2.12 (SE 0.11)</td>
                <td colspan="2">Internet access and training can support the self and social connectedness of vulnerable older adults and contribute positively to well-being.</td>
              </tr>
              <tr valign="top">
                <td>Jarvis et al (2019) [<xref ref-type="bibr" rid="ref54">54</xref>]</td>
                <td>Living In Network-Connected Communities WhatsApp group for low-intensity cognitive behavioral therapy</td>
                <td>Usual care, a separate WhatsApp group (Living In Network-Connected Communities 2)</td>
                <td>3 months</td>
                <td>4 months</td>
                <td>Not measured</td>
                <td>Intervention group=2.31 (SD 1.49); control group=2.47 (SD 2.1)</td>
                <td>Intervention group=1.38 (SD 1.33); control group=4.0 (SD 1.32)</td>
                <td>Not measured</td>
                <td>Not measured</td>
                <td colspan="2">Loneliness levels: total=baseline−intervention on time 1−intervention on time 2.; <italic>χ</italic><sup>2</sup>=14.6; <italic>P</italic>=.001</td>
                <td colspan="2">Low-intensity cognitive behavioral therapy mobile health supported by the social networking platform of WhatsApp (Living In Network-Connected Communities) showed significant improvements in loneliness and maladaptive cognitions.</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table2fn1">
              <p><sup>a</sup>MSN: Microsoft Network.</p>
            </fn>
            <fn id="table2fn2">
              <p><sup>b</sup>SIBA: social internet-based activity.</p>
            </fn>
            <fn id="table2fn3">
              <p><sup>c</sup>I/C: intervention/control.</p>
            </fn>
            <fn id="table2fn4">
              <p><sup>d</sup>C/I: control/intervention.</p>
            </fn>
            <fn id="table2fn5">
              <p><sup>e</sup>PRISM: Personal Reminder Information and Social Management.</p>
            </fn>
            <fn id="table2fn6">
              <p><sup>f</sup>LCD: liquid-crystal display.</p>
            </fn>
            <fn id="table2fn7">
              <p><sup>g</sup>Binder refers to a group of participants who received a notebook with printed content similar to the Personal Reminder Information and Social Management System.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>SGSS and DN independently extracted data from all included studies (n=6) using the data extraction template (<xref ref-type="table" rid="table1">Tables 1</xref> and <xref ref-type="table" rid="table2">2</xref>) and resolved discrepancies in the extracted data with discussion and agreement. Data extraction forms were compared and contrasted, thereby avoiding bias and reducing errors in the data extraction process [<xref ref-type="bibr" rid="ref55">55</xref>]. We extracted aggregated data at the study level as much as possible with respect to the intervention, which is imperative for the reproducibility of effective interventions [<xref ref-type="bibr" rid="ref56">56</xref>,<xref ref-type="bibr" rid="ref57">57</xref>]. Following suggestions for reporting data once from studies with duplicate and multiple publications [<xref ref-type="bibr" rid="ref55">55</xref>], we extracted and reported data only once [<xref ref-type="bibr" rid="ref50">50</xref>] from a research study with multiple publications [<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref58">58</xref>].</p>
      </sec>
      <sec>
        <title>Data Synthesis and Reporting</title>
        <p>We report both a narrative synthesis (narrative summary) and a statistical (quantitative) synthesis (meta-analysis) of our review, as suggested for reporting of a systematic review on effectiveness [<xref ref-type="bibr" rid="ref59">59</xref>]. In the narrative synthesis, we have included all 6 studies and reported their characteristics, including the study design, settings, sample sizes, data collection methods, participants, interventions, comparators, outcome measurements, and study conclusions.</p>
        <p>In the meta-analysis, we have included 5 studies and pooled extracted data on loneliness measured by continuous loneliness scales, that is, the University of California, Los Angeles (UCLA) loneliness scale [<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref51">51</xref>] in 4 studies and the De Jong-Gierveld loneliness scale [<xref ref-type="bibr" rid="ref49">49</xref>] in 2 studies (<xref ref-type="table" rid="table1">Table 1</xref>). Loneliness scores at baseline and follow-up were reported as the mean values and SDs in 5 studies, whereas 1 study reported mean scores with SEs. For the latter study, we calculated SDs from SEs using a formula suggested in the Cochrane guidelines [<xref ref-type="bibr" rid="ref60">60</xref>].</p>
        <graphic xlink:href="jmir_v23i6e24712_fig8.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        <p>In meta-analysis, the standardized mean difference (SMD) as a summary statistic for reporting continuous data has been suggested for studies that assess the same outcome but use different scales to measure the outcome [<xref ref-type="bibr" rid="ref60">60</xref>]. In RevMan (The Cochrane Collaboration), the SMD is the effect size known as Hedges (adjusted) g, which is akin to Cohen <italic>d</italic> and includes an adjustment for small sample size bias [<xref ref-type="bibr" rid="ref60">60</xref>]. More importantly, the generalizability of the SMD statistic is more than the mean difference statistic in a meta-analysis [<xref ref-type="bibr" rid="ref61">61</xref>].</p>
        <p>In our review, the main outcome, that is, loneliness, was measured using different loneliness scales, which included the UCLA loneliness scale (score range 20-80) [<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref51">51</xref>] and the De Jong-Gierveld loneliness scale (score range 0-11) [<xref ref-type="bibr" rid="ref49">49</xref>]. Although these 2 loneliness scales have commonalities such as self-reporting measures and focus on the functional dimension of social relationship and the degree of subjectivity covering perceived availability, adequacy, and emotions or feelings, they differ from each other in other aspects, such as the content and formulation of items or questions included in the scales [<xref ref-type="bibr" rid="ref62">62</xref>]. In addition, the 2 measures have different number of items or questions, rating options, scoring methods, total scores, and scale versions (for details, refer to the studies by Russell [<xref ref-type="bibr" rid="ref51">51</xref>] and Russell et al [<xref ref-type="bibr" rid="ref47">47</xref>] for the UCLA loneliness scale and the studies by De Jong-Gierveld and Tilburg [<xref ref-type="bibr" rid="ref49">49</xref>] and De Jong-Gierveld and Kamphuls [<xref ref-type="bibr" rid="ref63">63</xref>] for the De Jong-Gierveld loneliness scale).</p>
        <p>The Cochrane guidelines for systematic reviews and meta-analysis [<xref ref-type="bibr" rid="ref60">60</xref>] suggest that different study designs should not be combined in a meta-analysis because it can increase heterogeneity, and studies with repeated measurements at different follow-up periods cannot be combined without a unit of analysis error.</p>
        <p>We extracted data from 6 studies, which included 5 clinical trials [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref54">54</xref>] and 1 pre-post study [<xref ref-type="bibr" rid="ref48">48</xref>]. Therefore, we included similar study designs, that is, clinical trials in the meta-analysis, and conducted separate meta-analyses based on the same follow-up measurement periods in the clinical trials. Therefore, we performed a separate meta-analysis for each follow-up, that is, measurements at 3, 4, and 6 months after the intervention. In addition, we ran meta-analyses when there were at least two or more studies for the same outcome or the same follow-up period [<xref ref-type="bibr" rid="ref64">64</xref>]. Therefore, we did not conduct a meta-analysis for follow-up measurements at 12 months reported in 2 studies because they involved different study designs, that is, a randomized controlled trial (RCT) with intervention and control groups [<xref ref-type="bibr" rid="ref45">45</xref>] and a pre- and postintervention study with only intervention group [<xref ref-type="bibr" rid="ref48">48</xref>]. This was done to avoid an increase in the heterogeneity [<xref ref-type="bibr" rid="ref60">60</xref>] and overestimation of the effect of intervention in the absence of a control group [<xref ref-type="bibr" rid="ref65">65</xref>] in the pre- and postintervention study [<xref ref-type="bibr" rid="ref48">48</xref>]. We did not perform a meta-analysis for the pre-post study [<xref ref-type="bibr" rid="ref48">48</xref>] because meta-analysis cannot be performed with only 1 study [<xref ref-type="bibr" rid="ref60">60</xref>].</p>
        <p>We calculated the SMDs from the extracted data, that is, loneliness mean scores with SD and sample sizes in the intervention and control groups at follow-up measurements at 3 months and beyond. For conducting meta-analysis, we used the Cochrane Review Manager (RevMan) software, version 5.3.5 [<xref ref-type="bibr" rid="ref66">66</xref>]. In the meta-analysis, we used the random effects model as the statistical model because we hypothesized that the true effect sizes between studies would vary [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref68">68</xref>] due to differences in the methodological and clinical characteristics between studies [<xref ref-type="bibr" rid="ref69">69</xref>], such as differences in the sample sizes, participant numbers and characteristics, intervention types and durations, and follow-up measurement times. We did not conduct sensitivity analyses because of the small number of studies in the meta-analyses at each follow-up point [<xref ref-type="bibr" rid="ref64">64</xref>].</p>
      </sec>
      <sec>
        <title>Assessment of Research Quality, Bias, and Heterogeneity</title>
        <p>We assessed the quality of research by applying the GRADE (Grading of Recommendations Assessment, Development and Evaluation) approach [<xref ref-type="bibr" rid="ref70">70</xref>].</p>
        <p>We assessed the risk of bias by focusing on 5 domains: the evaluation of sequence generation, allocation concealment, blinding (outcome assessors), incomplete data, selective outcome reporting, and assessing other biases using the Cochrane guidelines [<xref ref-type="bibr" rid="ref60">60</xref>]. In a meta-analysis, publication bias can be assessed with a graphical method using funnel plots [<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref71">71</xref>] and statistical methods such as the Egger test [<xref ref-type="bibr" rid="ref60">60</xref>]; however, both methods require at least 10 studies in the meta-analysis [<xref ref-type="bibr" rid="ref60">60</xref>]. When the number of studies is small, the Egger test has low power and fails to differentiate chance from real asymmetry [<xref ref-type="bibr" rid="ref60">60</xref>]. Similarly, assessing publication bias using funnel plots with fewer studies would be of very limited usefulness because it would be difficult to spot the publication bias. As we had a maximum of 3 studies in a meta-analysis, we could not check the publication bias with either method.</p>
        <p>We checked heterogeneity, that is, variation in study outcomes or intervention effect sizes between studies, by the Cochran Q test with a significance level of <italic>ρ&#60;</italic>0.10 [<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref73">73</xref>] because of the low power of the test in a meta-analysis with very few studies or studies with small sample sizes [<xref ref-type="bibr" rid="ref74">74</xref>]. We calculated I<sup>2</sup> statistics to determine the magnitude of heterogeneity (ie, the proportion of variance in the true effect sizes) between studies [<xref ref-type="bibr" rid="ref28">28</xref>]. We considered I<sup>2</sup> values of 25%, 50%, and 75% as low, moderate, and high heterogeneity between studies, respectively [<xref ref-type="bibr" rid="ref75">75</xref>].</p>
      </sec>
      <sec>
        <title>Summary Measures</title>
        <p>We report the findings of meta-analyses using SMDs with 95% CIs as a statistical summary, with the forest plots [<xref ref-type="bibr" rid="ref60">60</xref>].</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Narrative Synthesis</title>
        <p>Findings about the characteristics of the studies, including the study designs, settings, participants, interventions, comparators, sample sizes, participant attrition, and data collection methods or tools used, are presented in <xref ref-type="table" rid="table1">Table 1</xref>. The interventions, comparators, follow-up durations, outcomes or measurement scores, results, and conclusions of the included studies are given in <xref ref-type="table" rid="table2">Table 2</xref>.</p>
        <sec>
          <title>Study Selection</title>
          <p>Searches of PubMed, MEDLINE, CINAHL, Embase, and Web of Science generated a total of 4939 articles (<xref rid="figure1" ref-type="fig">Figure 1</xref>), of which 6 studies met the predefined eligibility criteria. All 6 studies were included in the narrative synthesis, 5 clinical trials with the intervention and control groups were included in the meta-analysis, and only 1 study with a pre-post design involving only the intervention group was excluded from the meta-analysis.</p>
        </sec>
        <sec>
          <title>Study Participants</title>
          <p>The total number of participants enrolled in all 6 included studies was 646 (mean 108, SD 102; median 77, IQR 32-130). Studies varied in total sample sizes (mean 108, SD 102; range 30-300), and the sample sizes of the intervention and control groups also varied at both the baseline and follow-up measurements across the studies (<xref ref-type="table" rid="table1">Table 1</xref>). The attrition rate also varied between studies (range 7%-35%; mean 19%, SD 10%).</p>
          <p>Participants’ average age was between 73 and 78 years (SD 6-11). Total enrolled participants included 66.1% (427/646) women and 23.8% (154/646) men, whereas for 10.1% (65/646) of participants, no information about their gender was available. Studies varied in the proportion of male and female participants (female: mean 66%, SD 16%; range 46%-81%; male: mean 25%, SD 9%; range 19%-42%). Only 2 studies reported on participants’ ethnicity—White (54%) and non-Whites (46%) in the US study [<xref ref-type="bibr" rid="ref45">45</xref>] and mostly Asian Indians (no numbers reported) in the South African study [<xref ref-type="bibr" rid="ref54">54</xref>].</p>
        </sec>
        <sec>
          <title>Study Characteristics</title>
          <p>A total of 4 studies were RCTs [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref54">54</xref>], 1 study was a nonrandomized clinical trial [<xref ref-type="bibr" rid="ref46">46</xref>], and 1 was a pre- and posttest (before and after) study with intervention group only (no control group) [<xref ref-type="bibr" rid="ref48">48</xref>] (<xref ref-type="table" rid="table1">Table 1</xref>).</p>
        </sec>
        <sec>
          <title>Study Settings</title>
          <p>A total of 4 studies were conducted in developed countries, namely, the Netherlands [<xref ref-type="bibr" rid="ref48">48</xref>], the United Kingdom [<xref ref-type="bibr" rid="ref53">53</xref>], the United States [<xref ref-type="bibr" rid="ref45">45</xref>]<bold>,</bold> and Sweden [<xref ref-type="bibr" rid="ref50">50</xref>]. Two studies were undertaken in developing countries, namely, Taiwan [<xref ref-type="bibr" rid="ref46">46</xref>] and South Africa [<xref ref-type="bibr" rid="ref54">54</xref>].</p>
          <p>The settings included living in independent housing in the community [<xref ref-type="bibr" rid="ref45">45</xref>]; living in ordinary housing without any home care services [<xref ref-type="bibr" rid="ref50">50</xref>]; receiving care in their own home or supported housing in the community (<italic>domiciliary care</italic>), or receiving care in residential care homes [<xref ref-type="bibr" rid="ref53">53</xref>], residential care facilities for older people [<xref ref-type="bibr" rid="ref54">54</xref>], nursing homes [<xref ref-type="bibr" rid="ref46">46</xref>], and older home care [<xref ref-type="bibr" rid="ref48">48</xref>].</p>
          <p>Participants were selected by random sampling in 66.7% (4/6) of studies [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref54">54</xref>], whereas the other 33.3% (2/6) studies used purposive [<xref ref-type="bibr" rid="ref46">46</xref>] and convenience [<xref ref-type="bibr" rid="ref48">48</xref>] sampling each.</p>
        </sec>
        <sec>
          <title>Digital Technology Interventions</title>
          <p>DTIs included social internet-based activities, that is, social activities via social websites [<xref ref-type="bibr" rid="ref50">50</xref>], videoconferencing [<xref ref-type="bibr" rid="ref46">46</xref>], customized computer platforms with simplified touch-screen interfaces [<xref ref-type="bibr" rid="ref53">53</xref>], personal reminder information and social management systems [<xref ref-type="bibr" rid="ref45">45</xref>], WhatsApp groups [<xref ref-type="bibr" rid="ref54">54</xref>], and video or voice networks [<xref ref-type="bibr" rid="ref48">48</xref>].</p>
        </sec>
        <sec>
          <title>Duration of the Intervention and Measurement of the Main Outcome Measure</title>
          <p>The duration of the intervention was 3 months in 4 studies [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref54">54</xref>] and 12 months in 2 studies [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref48">48</xref>]. The main outcome measure, that is, loneliness, was measured at the baseline and multiple follow-up times, which included 3 months in 3 studies [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref54">54</xref>], 4 months in 2 studies [<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref54">54</xref>], 6 months in 2 studies [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref50">50</xref>], and 12 months in 2 studies [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref48">48</xref>].</p>
          <p>The loneliness measurement tools used were the UCLA loneliness scale [<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref51">51</xref>], which was applied in 4 studies [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref53">53</xref>], and the De Jong-Gierveld loneliness scale [<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref76">76</xref>], which was used in 2 studies [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref54">54</xref>]. <xref ref-type="table" rid="table2">Table 2</xref> presents loneliness scores measured in the intervention and control groups, if any, at baseline and follow-ups.</p>
          <p>Narrative synthesis showed that there was a reduction in loneliness in the intervention groups at the follow-ups compared with baseline (<xref ref-type="table" rid="table2">Table 2</xref>). A statistical summary of the loneliness measurements in the intervention and control groups at the follow-ups is reported in the <italic>Meta-analysis</italic> section.</p>
        </sec>
      </sec>
      <sec>
        <title>Meta-analysis</title>
        <p>We conducted 3 meta-analyses, 1 each for follow-up measurements at 3, 4, and 6 months, involving 3, 2, and 2 studies, respectively.</p>
        <sec>
          <title>Meta-analysis for Follow-up at 3 Months</title>
          <p>Three studies [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref54">54</xref>] involving 106 participants with follow-up measurements at 3 months were entered into a meta-analysis, which showed a very small reduction in loneliness in favor of the control (SMD 0.02; 95% CI −0.36 to 0.40), but it was not statistically significant (Z=0.10; <italic>P</italic>=.92). The heterogeneity between studies was not statistically significant (τ<sup>2</sup>=0.00; χ<sup>2</sup><sub>2</sub>=0.1; <italic>P</italic>=.95; I<sup>2</sup>=0%; <xref rid="figure2" ref-type="fig">Figure 2</xref>).</p>
          <fig id="figure2" position="float">
            <label>Figure 2</label>
            <caption>
              <p>Forest plot of standardized mean differences for loneliness at the 3-month follow-up (digital technology intervention vs control).</p>
            </caption>
            <graphic xlink:href="jmir_v23i6e24712_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
          </fig>
        </sec>
        <sec>
          <title>Meta-analysis for Follow-up at 4 Months</title>
          <p>Two studies [<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref54">54</xref>] involving 105 participants with 4 month follow-up were entered into a meta-analysis, which revealed a large reduction in loneliness in favor of the intervention (SMD −1.11; 95% CI −2.60 to 0.38), but it was not statistically significant (Z=1.46; <italic>P</italic>=.14). There was a statistically significant high heterogeneity between studies (τ<sup>2</sup>=1.03; χ<sup>2</sup><sub>1</sub>=8.8; <italic>P</italic>=.003; I<sup>2</sup>=88%; <xref rid="figure3" ref-type="fig">Figure 3</xref>).</p>
          <fig id="figure3" position="float">
            <label>Figure 3</label>
            <caption>
              <p>Forest plots of standardized mean differences for loneliness at the 4-month follow-up (digital technology intervention vs control).</p>
            </caption>
            <graphic xlink:href="jmir_v23i6e24712_fig3.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
          </fig>
        </sec>
        <sec>
          <title>Meta-analysis for Follow-up at 6 Months</title>
          <p>A meta-analysis involving 2 studies [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref50">50</xref>] with 280 participants with 6 month follow-up showed a very small reduction in loneliness in favor of the intervention (SMD −0.11; 95% CI −0.54 to 0.32), but it was not statistically significant (Z=0.51; <italic>P</italic>=.61). There was moderate heterogeneity between studies, but it was not statistically significant (τ<sup>2</sup>=0.05; χ<sup>2</sup><sub>1</sub>=1.6; <italic>P</italic>=.21; I<sup>2</sup>=37%; <xref rid="figure4" ref-type="fig">Figure 4</xref>).</p>
          <fig id="figure4" position="float">
            <label>Figure 4</label>
            <caption>
              <p>Forest plots of standardized mean differences for loneliness at the 6-month follow-up (digital technology intervention vs control).</p>
            </caption>
            <graphic xlink:href="jmir_v23i6e24712_fig4.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
          </fig>
        </sec>
      </sec>
      <sec>
        <title>Risk of Bias</title>
        <p>The risk of bias assessment, that is, the risk of bias graph and risk of bias summary are presented in <xref rid="figure5" ref-type="fig">Figure 5</xref> and <xref rid="figure6" ref-type="fig">Figure 6</xref>, respectively. A high risk of bias was noted in the attrition bias and other biases; an unclear risk of bias was detected in the blinding of outcome assessment, allocation concealment, and blinding of participants and personnel; and a low risk of bias was observed, especially, in the random sequence generation and selective reporting (<xref rid="figure6" ref-type="fig">Figure 6</xref>). In addition, most studies reported only within-group changes and not between-group comparisons of change, which may suggest a weak quality of the reporting of results and the analysis in these studies (<xref ref-type="table" rid="table2">Table 2</xref>).</p>
        <fig id="figure5" position="float">
          <label>Figure 5</label>
          <caption>
            <p>Risk of bias summary. Review authors’ judgments about risk of bias in included studies: Czaja et al, 2017 [<xref ref-type="bibr" rid="ref45">45</xref>], Tsai et al 2010 [<xref ref-type="bibr" rid="ref46">46</xref>], Larsson et al, 2016 [<xref ref-type="bibr" rid="ref50">50</xref>], Morton et al, 2018 [<xref ref-type="bibr" rid="ref53">53</xref>], and Jarvis et al, 2019 [<xref ref-type="bibr" rid="ref54">54</xref>].</p>
          </caption>
          <graphic xlink:href="jmir_v23i6e24712_fig5.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <fig id="figure6" position="float">
          <label>Figure 6</label>
          <caption>
            <p>Risk of bias graph. Review authors’ judgments about each risk of bias item are presented as percentages across all included studies.</p>
          </caption>
          <graphic xlink:href="jmir_v23i6e24712_fig6.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Quality of Evidence</title>
        <p>The quality of evidence was moderate, very low, and moderate in meta-analyses involving 3 [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref54">54</xref>], 2 [<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref54">54</xref>], and 2 studies [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref50">50</xref>], with follow-up at 3, 4, and 6 months, respectively (<xref rid="figure7" ref-type="fig">Figure 7</xref>).</p>
        <fig id="figure7" position="float">
          <label>Figure 7</label>
          <caption>
            <p>GRADE (Grading of Recommendations Assessment, Development and Evaluation) quality of evidence summary. DTI: digital technology intervention; RCT: randomized controlled trial; SMD: standardized mean difference.</p>
          </caption>
          <graphic xlink:href="jmir_v23i6e24712_fig7.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>To determine whether DTIs are effective in reducing loneliness in adults, we appraised peer-reviewed empirical research involving the application of DTIs in adults with loneliness. Our systematic review provides a narrative summary (qualitative synthesis) as well as a meta-analysis (statistical synthesis) of the findings. The narrative summary of 6 studies included in our review showed a reduction in loneliness in the intervention groups at follow-up compared with baseline (<xref ref-type="table" rid="table2">Table 2</xref>). However, our meta-analysis of 5 clinical trials with follow-up measurements at 3, 4, and 6 months showed no statistically significant pooled effect estimates as SMDs, the preferred method for summarizing effects on continuous outcomes such as loneliness. Although not statistically significant, the summary effect size at the 4-month follow-up (<xref rid="figure3" ref-type="fig">Figure 3</xref>) was better than the effect size at the 3-month follow-up (<xref rid="figure2" ref-type="fig">Figure 2</xref>) and the 6-month follow-up (<xref rid="figure4" ref-type="fig">Figure 4</xref>).</p>
        <p>Our meta-analysis also revealed that CIs of the summary effects of 2 studies, that is, the studies by Larsson et al [<xref ref-type="bibr" rid="ref50">50</xref>] and Tsai et al [<xref ref-type="bibr" rid="ref46">46</xref>], were very wide, and the SMDs from these studies were more in favor of the control group than the intervention group (<xref rid="figure2" ref-type="fig">Figure 2</xref>). Thus, the wide range of CIs of the summary effects in these studies leave room for uncertainty about the beneficial effect of DTIs on measures of loneliness.</p>
        <p>Overall, the findings of our meta-analysis showed no evidence supporting the effectiveness of DTIs in reducing loneliness in older adults.</p>
      </sec>
      <sec>
        <title>Summary of Evidence</title>
        <p>The quality of evidence of the included studies was very low to moderate (<xref rid="figure7" ref-type="fig">Figure 7</xref>), and there was a high heterogeneity between studies [<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref54">54</xref>] (<xref rid="figure2" ref-type="fig">Figure 2</xref>). All the included studies had a high proportion of female participants. Most notably, the total number of participants was low, especially in 2 studies [<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref54">54</xref>], and the sample sizes were reduced further due to a high attrition rate in some studies [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref53">53</xref>]. The types and methods of DTIs varied between studies (<xref ref-type="table" rid="table2">Table 2</xref>), which were conducted in diverse settings (<xref ref-type="table" rid="table1">Table 1</xref>). Studies were conducted in 6 different countries: the United States, the United Kingdom, Sweden, the Netherlands (these four countries have individualistic cultures), Taiwan, and South Africa (these two countries have collectivist cultures; <xref ref-type="table" rid="table1">Table 1</xref>). In addition, despite our inclusion criteria of age 18 years and above, the selected studies more commonly involved older people with an average age of 70 years and above.</p>
        <p>Loneliness is influenced by culture [<xref ref-type="bibr" rid="ref77">77</xref>-<xref ref-type="bibr" rid="ref79">79</xref>], gender [<xref ref-type="bibr" rid="ref78">78</xref>], and age [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref78">78</xref>], and these factors could have contributed to the pooled estimates being not statistically significant in our meta-analysis. In addition, differences in participants, especially in terms of age, gender, and culture as well as varied types of DTIs, could have contributed to the heterogeneity observed, especially in the meta-analysis with the 4 month follow-up involving 2 studies [<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref54">54</xref>], which differed from each other on different parameters, especially the study designs, settings, participants, interventions, and loneliness measurement scales used (<xref ref-type="table" rid="table1">Tables 1</xref> and <xref ref-type="table" rid="table2">2</xref>).</p>
        <p>There are limited published meta-analyses on technological interventions for tackling loneliness, and a few existing studies have covered literature published up to 2009 [<xref ref-type="bibr" rid="ref28">28</xref>] and 2011 [<xref ref-type="bibr" rid="ref30">30</xref>]. Our review and meta-analysis included the latest evidence published between January 1, 2010, and July 31, 2019. We did not replicate the findings of earlier meta-analyses that reported evidence suggesting that technological interventions resulted in decreased loneliness [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]. For example, a meta-analysis by Choi et al [<xref ref-type="bibr" rid="ref30">30</xref>] reported statistically significant evidence suggesting that the internet and computers reduce loneliness. However, they [<xref ref-type="bibr" rid="ref30">30</xref>] focused on older adults with depression and included the internet and computers only as technological interventions, whereas we included different types of DTIs, and our population of interest was adults of all age groups (≥18 years). In addition, the meta-analysis by Choi et al [<xref ref-type="bibr" rid="ref30">30</xref>] included studies (n=5) with different follow-up periods (3-6 months), but they did not report which follow-up measurements were included in their meta-analysis. In our meta-analysis, we conducted separate meta-analyses for measurements at different follow-up periods, that is, 3, 4, and 6 months, as suggested by the Cochrane guidelines [<xref ref-type="bibr" rid="ref60">60</xref>].</p>
        <p>A meta-analysis by Masi et al [<xref ref-type="bibr" rid="ref28">28</xref>] also reported that technological interventions reduce loneliness, which was more in pre-post studies and nonrandomized studies than in RCTs. However, they included studies with technology and nontechnology-based interventions [<xref ref-type="bibr" rid="ref28">28</xref>], whereas we focused on studies with DTIs only. In addition, Masi et al [<xref ref-type="bibr" rid="ref28">28</xref>] did not report how they analyzed measurements at different follow-up periods, whereas we did not combine measurements at different follow-up times, as suggested by the Cochrane guidelines [<xref ref-type="bibr" rid="ref60">60</xref>]. Nonetheless, Masi et al [<xref ref-type="bibr" rid="ref28">28</xref>] concluded that technology is yet to be capitalized for loneliness.</p>
        <p>Interestingly, our findings provide new insights about DTIs and loneliness. Our meta-analysis showed no statistically significant reduction in loneliness in the intervention groups compared with the control groups at the 3 -, 4-, and 6-month follow-ups. Thus, our findings show no evidence supporting the effectiveness of DTIs in reducing loneliness in older adults, which goes beyond the findings of a recent Cochrane review that reported no evidence of video calls being effective in reducing loneliness in older adults [<xref ref-type="bibr" rid="ref73">73</xref>].</p>
        <p>In addition, our findings refute and contradict a commonly held view that digital technology can solve the problem of loneliness, especially in older people. Nonetheless, digital technologies provide tools and means that facilitate social connection [<xref ref-type="bibr" rid="ref80">80</xref>], which may help in reducing loneliness for a limited period because the effects of DTIs are short-lived [<xref ref-type="bibr" rid="ref81">81</xref>]. This may be because digital technologies do not provide real human interaction [<xref ref-type="bibr" rid="ref80">80</xref>] and cannot replace human contact [<xref ref-type="bibr" rid="ref45">45</xref>]; thus, they do not reduce social disconnectedness in real life [<xref ref-type="bibr" rid="ref82">82</xref>] on a long-term basis.</p>
        <p>Nonetheless, a review has reported that some nontechnological interventions are effective in reducing loneliness in older people [<xref ref-type="bibr" rid="ref83">83</xref>], but these interventions require a meta-analytic evaluation. In addition, a recent meta-analysis [<xref ref-type="bibr" rid="ref84">84</xref>] reported moderate evidence of the effectiveness of a range of social, emotional, and psychological interventions, delivered through technological and nontechnological means, in reducing loneliness in young people aged 3-25 years; however, the analyzed studies had limitations. Therefore, further research is required.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>Our study had some limitations: the inclusion of only 6 studies with heterogeneous sets of results and the minimum intervention duration of 3 months, which could have resulted in the inclusion of a small number of studies and possible exclusion of potential studies that would have provided useful evidence.</p>
        <p>In addition, we could not conduct subgroup and meta-regression analyses due to the very limited number of studies (n=5) in the meta-analysis and lack of data on loneliness by participants’ demographic characteristics. In addition, our study might be narrow because we excluded some studies [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref85">85</xref>-<xref ref-type="bibr" rid="ref91">91</xref>], which met the technology criterion such as the use of robots, sensors, digital speakers, and apps but did not meet other selection criteria. Thus, our study may be limited to studies about social interactions and connectedness using digital technology tools.</p>
        <p>Moreover, another limitation of our review could be the use of a meta-analysis based only on follow-up data. For example, a study by Tsai et al [<xref ref-type="bibr" rid="ref46">46</xref>] in the 3-month follow-up meta-analysis had an SMD of 0.06 with a 95% CI of −0.8 to 0.65 (<italic>P</italic>=.03; <xref rid="figure2" ref-type="fig">Figure 2</xref>), which may suggest that these studies may have had higher power to show a difference compared with baseline loneliness.</p>
        <p>As recommendations for future research, we suggest that researchers involved in trials agree on a common measure of loneliness and consider reporting of results in a standardized way, which will allow pooling of baseline-adjusted estimates of the treatment effect rather than differences in follow-up means.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>Our meta-analysis showed no evidence supporting the effectiveness of DTIs in reducing loneliness in older adults. Therefore, there is a need for further research involving RCTs [<xref ref-type="bibr" rid="ref50">50</xref>] with larger sample sizes and longer duration of interventions and follow-up measurement periods. Future research may apply inclusive research designs using a combination of digital apps, including robots, sensors, and social connecting apps, by involving adults aged 45-65 years, as this segment of the population is more likely to be more technology savvy and digital interventions might be more effective in this age group. Future research might also target ethnic minority communities and specific groups such as lesbian, gay, bisexual, and transgender people where loneliness is common [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref92">92</xref>].</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>Literature searches.</p>
        <media xlink:href="jmir_v23i6e24712_app1.docx" xlink:title="DOCX File , 37 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">DTI</term>
          <def>
            <p>digital technology intervention</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">GRADE</term>
          <def>
            <p>Grading of Recommendations Assessment, Development and Evaluation</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">PICO</term>
          <def>
            <p>participant, intervention, comparator, and outcome</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">PRISMA</term>
          <def>
            <p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">RCT</term>
          <def>
            <p>randomized controlled trial</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb6">SMD</term>
          <def>
            <p>standardized mean difference</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb7">UCLA</term>
          <def>
            <p>University of California, Los Angeles</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>The authors acknowledge support from Liz Callow of Bodleian Health Care Libraries, University of Oxford, for running literature searches. The authors are grateful to Dr Alexandra Farrow (Brunel University London) for checking the first version of the manuscript. This research was funded by the National Institute for Health Research Oxford Biomedical Research Centre (Research Grant IS-BRC-1215-20008). The views expressed are those of the authors and not necessarily those of the NHS, the National Institute for Health Research, or the Department of Health.</p>
    </ack>
    <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>Lindsay</surname>
              <given-names>EK</given-names>
            </name>
            <name name-style="western">
              <surname>Young</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Brown</surname>
              <given-names>KW</given-names>
            </name>
            <name name-style="western">
              <surname>Smyth</surname>
              <given-names>JM</given-names>
            </name>
            <name name-style="western">
              <surname>Creswell</surname>
              <given-names>JD</given-names>
            </name>
          </person-group>
          <article-title>Mindfulness training reduces loneliness and increases social contact in a randomized controlled trial</article-title>
          <source>Proc Natl Acad Sci U S A</source>
          <year>2019</year>
          <month>02</month>
          <day>26</day>
          <volume>116</volume>
          <issue>9</issue>
          <fpage>3488</fpage>
          <lpage>93</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://www.pnas.org/cgi/pmidlookup?view=long&#38;pmid=30808743"/>
          </comment>
          <pub-id pub-id-type="doi">10.1073/pnas.1813588116</pub-id>
          <pub-id pub-id-type="medline">30808743</pub-id>
          <pub-id pub-id-type="pii">1813588116</pub-id>
          <pub-id pub-id-type="pmcid">PMC6397548</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref2">
        <label>2</label>
        <nlm-citation citation-type="web">
          <article-title>Loneliness is pervasive and rising, particularly among the young - daily chart</article-title>
          <source>The Economist</source>
          <year>2018</year>
          <access-date>2019-05-03</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.economist.com/graphic-detail/2018/08/31/loneliness-is-pervasive-and-rising-particularly-among-the-young">https://www.economist.com/graphic-detail/2018/08/31/loneliness-is-pervasive-and-rising-particularly-among-the-young</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref3">
        <label>3</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Mance</surname>
              <given-names>P</given-names>
            </name>
          </person-group>
          <article-title>Is Australian experiencing an epidemic of loneliness?</article-title>
          <source>Relationships Australia</source>
          <year>2018</year>
          <month>09</month>
          <publisher-loc>Canberra, Australia</publisher-loc>
          <publisher-name>Relationships Australia National;</publisher-name>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.relationships.org.au/pdfs/Anepidemicofloneliness20012017.pdf">https://www.relationships.org.au/pdfs/Anepidemicofloneliness20012017.pdf</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>van den Broek</surname>
              <given-names>T</given-names>
            </name>
          </person-group>
          <article-title>Gender differences in the correlates of loneliness among Japanese persons aged 50-70</article-title>
          <source>Australas J Ageing</source>
          <year>2017</year>
          <month>09</month>
          <volume>36</volume>
          <issue>3</issue>
          <fpage>234</fpage>
          <lpage>7</lpage>
          <pub-id pub-id-type="doi">10.1111/ajag.12448</pub-id>
          <pub-id pub-id-type="medline">28685951</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>Victor</surname>
              <given-names>CR</given-names>
            </name>
            <name name-style="western">
              <surname>Bowling</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>A longitudinal analysis of loneliness among older people in Great Britain</article-title>
          <source>J Psychol</source>
          <year>2012</year>
          <volume>146</volume>
          <issue>3</issue>
          <fpage>313</fpage>
          <lpage>31</lpage>
          <pub-id pub-id-type="doi">10.1080/00223980.2011.609572</pub-id>
          <pub-id pub-id-type="medline">22574423</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref6">
        <label>6</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Murthy</surname>
              <given-names>V</given-names>
            </name>
          </person-group>
          <article-title>Work and the loneliness epidemic</article-title>
          <source>Harv Bus Rev</source>
          <year>2017</year>
          <access-date>2020-10-01</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://hbr.org/cover-story/2017/09/work-and-the-loneliness-epidemic">https://hbr.org/cover-story/2017/09/work-and-the-loneliness-epidemic</ext-link>
          </comment>
        </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>Cohen-Mansfield</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Perach</surname>
              <given-names>R</given-names>
            </name>
          </person-group>
          <article-title>Interventions for alleviating loneliness among older persons: a critical review</article-title>
          <source>Am J Health Promot</source>
          <year>2015</year>
          <volume>29</volume>
          <issue>3</issue>
          <fpage>109</fpage>
          <lpage>25</lpage>
          <pub-id pub-id-type="doi">10.4278/ajhp.130418-LIT-182</pub-id>
          <pub-id pub-id-type="medline">24575725</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>Jeste</surname>
              <given-names>DV</given-names>
            </name>
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>EE</given-names>
            </name>
            <name name-style="western">
              <surname>Cacioppo</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Battling the modern behavioral epidemic of loneliness: suggestions for research and interventions</article-title>
          <source>JAMA Psychiatry</source>
          <year>2020</year>
          <month>06</month>
          <day>01</day>
          <volume>77</volume>
          <issue>6</issue>
          <fpage>553</fpage>
          <lpage>4</lpage>
          <pub-id pub-id-type="doi">10.1001/jamapsychiatry.2020.0027</pub-id>
          <pub-id pub-id-type="medline">32129811</pub-id>
          <pub-id pub-id-type="pii">2762469</pub-id>
          <pub-id pub-id-type="pmcid">PMC7483387</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref9">
        <label>9</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Gao</surname>
              <given-names>Q</given-names>
            </name>
            <name name-style="western">
              <surname>Prina</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Prince</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Acosta</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Sosa</surname>
              <given-names>AL</given-names>
            </name>
            <name name-style="western">
              <surname>Guerra</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Huang</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Jimenez-Velazquez</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Rodriguez</surname>
              <given-names>JJ</given-names>
            </name>
            <name name-style="western">
              <surname>Salas</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Williams</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Liu</surname>
              <given-names>Z</given-names>
            </name>
            <name name-style="western">
              <surname>Castillo</surname>
              <given-names>IA</given-names>
            </name>
            <name name-style="western">
              <surname>Mayston</surname>
              <given-names>R</given-names>
            </name>
          </person-group>
          <article-title>Loneliness among older adults in Latin America, China, and India: prevalence, correlates and association with mortality</article-title>
          <source>Int J Public Health</source>
          <year>2021</year>
          <month>3</month>
          <day>31</day>
          <volume>66</volume>
          <fpage>604449</fpage>
          <pub-id pub-id-type="doi">10.3389/ijph.2021.604449</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref10">
        <label>10</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>d’Hombres</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Schnepf</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Barjakovà</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Mendonça</surname>
              <given-names>F</given-names>
            </name>
          </person-group>
          <article-title>Loneliness – an unequally shared burden in Europe</article-title>
          <source>European Commission</source>
          <year>2018</year>
          <access-date>2020-09-15</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://ec.europa.eu/jrc/sites/jrcsh/files/fairness_pb2018_loneliness_jrc_i1.pdf">https://ec.europa.eu/jrc/sites/jrcsh/files/fairness_pb2018_loneliness_jrc_i1.pdf</ext-link>
          </comment>
        </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>Galea</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Merchant</surname>
              <given-names>RM</given-names>
            </name>
            <name name-style="western">
              <surname>Lurie</surname>
              <given-names>N</given-names>
            </name>
          </person-group>
          <article-title>The mental health consequences of COVID-19 and physical distancing: the need for prevention and early intervention</article-title>
          <source>JAMA Intern Med</source>
          <year>2020</year>
          <month>06</month>
          <day>1</day>
          <volume>180</volume>
          <issue>6</issue>
          <fpage>817</fpage>
          <lpage>818</lpage>
          <pub-id pub-id-type="doi">10.1001/jamainternmed.2020.1562</pub-id>
          <pub-id pub-id-type="medline">32275292</pub-id>
          <pub-id pub-id-type="pii">2764404</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>Holmes</surname>
              <given-names>EA</given-names>
            </name>
            <name name-style="western">
              <surname>O'Connor</surname>
              <given-names>RC</given-names>
            </name>
            <name name-style="western">
              <surname>Perry</surname>
              <given-names>VH</given-names>
            </name>
            <name name-style="western">
              <surname>Tracey</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Wessely</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Arseneault</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Ballard</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Christensen</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Cohen Silver</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Everall</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Ford</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>John</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Kabir</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>King</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Madan</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Michie</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Przybylski</surname>
              <given-names>AK</given-names>
            </name>
            <name name-style="western">
              <surname>Shafran</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Sweeney</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Worthman</surname>
              <given-names>CM</given-names>
            </name>
            <name name-style="western">
              <surname>Yardley</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Cowan</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Cope</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Hotopf</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Bullmore</surname>
              <given-names>E</given-names>
            </name>
          </person-group>
          <article-title>Multidisciplinary research priorities for the COVID-19 pandemic: a call for action for mental health science</article-title>
          <source>Lancet Psychiatry</source>
          <year>2020</year>
          <month>06</month>
          <volume>7</volume>
          <issue>6</issue>
          <fpage>547</fpage>
          <lpage>560</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/32304649"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/S2215-0366(20)30168-1</pub-id>
          <pub-id pub-id-type="medline">32304649</pub-id>
          <pub-id pub-id-type="pii">S2215-0366(20)30168-1</pub-id>
          <pub-id pub-id-type="pmcid">PMC7159850</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref13">
        <label>13</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Shah</surname>
              <given-names>SG</given-names>
            </name>
            <name name-style="western">
              <surname>Nogueras</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>van Woerden</surname>
              <given-names>HC</given-names>
            </name>
            <name name-style="western">
              <surname>Kiparoglou</surname>
              <given-names>V</given-names>
            </name>
          </person-group>
          <article-title>The COVID-19 pandemic: a pandemic of lockdown loneliness and the role of digital technology</article-title>
          <source>J Med Internet Res</source>
          <year>2020</year>
          <month>11</month>
          <day>05</day>
          <volume>22</volume>
          <issue>11</issue>
          <fpage>e22287</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.jmir.org/2020/11/e22287/"/>
          </comment>
          <pub-id pub-id-type="doi">10.2196/22287</pub-id>
          <pub-id pub-id-type="medline">33108313</pub-id>
          <pub-id pub-id-type="pii">v22i11e22287</pub-id>
          <pub-id pub-id-type="pmcid">PMC7647474</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref14">
        <label>14</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Okwaraji</surname>
              <given-names>FE</given-names>
            </name>
            <name name-style="western">
              <surname>Obiechina</surname>
              <given-names>KI</given-names>
            </name>
            <name name-style="western">
              <surname>Onyebueke</surname>
              <given-names>GC</given-names>
            </name>
            <name name-style="western">
              <surname>Udegbunam</surname>
              <given-names>ON</given-names>
            </name>
            <name name-style="western">
              <surname>Nnadum</surname>
              <given-names>GS</given-names>
            </name>
          </person-group>
          <article-title>Loneliness, life satisfaction and psychological distress among out-of-school adolescents in a Nigerian urban city</article-title>
          <source>Psychol Health Med</source>
          <year>2018</year>
          <month>10</month>
          <volume>23</volume>
          <issue>9</issue>
          <fpage>1106</fpage>
          <lpage>12</lpage>
          <pub-id pub-id-type="doi">10.1080/13548506.2018.1476726</pub-id>
          <pub-id pub-id-type="medline">29792068</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref15">
        <label>15</label>
        <nlm-citation citation-type="web">
          <article-title>A Connected Scotland: our strategy for tackling social isolation and loneliness and building stronger social connections</article-title>
          <source>The Scottish Government</source>
          <year>2018</year>
          <access-date>2019-05-03</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.gov.scot/publications/connected-scotland-strategy-tackling-social-isolation-loneliness-building-stronger-social-connections/pages/6/">https://www.gov.scot/publications/connected-scotland-strategy-tackling-social-isolation-loneliness-building-stronger-social-connections/pages/6/</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>Qualter</surname>
              <given-names>P</given-names>
            </name>
          </person-group>
          <article-title>Loneliness in children and adolescents: what do schools and teachers need to know and how can they help?</article-title>
          <source>Pastoral Care in Ed</source>
          <year>2003</year>
          <month>06</month>
          <volume>21</volume>
          <issue>2</issue>
          <fpage>10</fpage>
          <lpage>8</lpage>
          <pub-id pub-id-type="doi">10.1111/1468-0122.00257</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>Cohen-Mansfield</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Hazan</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Lerman</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Shalom</surname>
              <given-names>V</given-names>
            </name>
          </person-group>
          <article-title>Correlates and predictors of loneliness in older-adults: a review of quantitative results informed by qualitative insights</article-title>
          <source>Int Psychogeriatr</source>
          <year>2016</year>
          <month>04</month>
          <volume>28</volume>
          <issue>4</issue>
          <fpage>557</fpage>
          <lpage>76</lpage>
          <pub-id pub-id-type="doi">10.1017/S1041610215001532</pub-id>
          <pub-id pub-id-type="medline">26424033</pub-id>
          <pub-id pub-id-type="pii">S1041610215001532</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>Deckx</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>van den Akker</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Buntinx</surname>
              <given-names>F</given-names>
            </name>
          </person-group>
          <article-title>Risk factors for loneliness in patients with cancer: a systematic literature review and meta-analysis</article-title>
          <source>Eur J Oncol Nurs</source>
          <year>2014</year>
          <month>10</month>
          <volume>18</volume>
          <issue>5</issue>
          <fpage>466</fpage>
          <lpage>77</lpage>
          <pub-id pub-id-type="doi">10.1016/j.ejon.2014.05.002</pub-id>
          <pub-id pub-id-type="medline">24993076</pub-id>
          <pub-id pub-id-type="pii">S1462-3889(14)00071-4</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>Chen</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Hicks</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>While</surname>
              <given-names>AE</given-names>
            </name>
          </person-group>
          <article-title>Loneliness and social support of older people in China: a systematic literature review</article-title>
          <source>Health Soc Care Community</source>
          <year>2014</year>
          <month>03</month>
          <volume>22</volume>
          <issue>2</issue>
          <fpage>113</fpage>
          <lpage>23</lpage>
          <pub-id pub-id-type="doi">10.1111/hsc.12051</pub-id>
          <pub-id pub-id-type="medline">23714357</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>Rico-Uribe</surname>
              <given-names>LA</given-names>
            </name>
            <name name-style="western">
              <surname>Caballero</surname>
              <given-names>FF</given-names>
            </name>
            <name name-style="western">
              <surname>Martín-María</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Cabello</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Ayuso-Mateos</surname>
              <given-names>JL</given-names>
            </name>
            <name name-style="western">
              <surname>Miret</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Association of loneliness with all-cause mortality: a meta-analysis</article-title>
          <source>PLoS One</source>
          <year>2018</year>
          <month>1</month>
          <day>4</day>
          <volume>13</volume>
          <issue>1</issue>
          <fpage>e0190033</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://dx.plos.org/10.1371/journal.pone.0190033"/>
          </comment>
          <pub-id pub-id-type="doi">10.1371/journal.pone.0190033</pub-id>
          <pub-id pub-id-type="medline">29300743</pub-id>
          <pub-id pub-id-type="pii">PONE-D-16-49272</pub-id>
          <pub-id pub-id-type="pmcid">PMC5754055</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>Holt-Lunstad</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>The potential public health relevance of social isolation and loneliness: prevalence, epidemiology, and risk factors</article-title>
          <source>Public Policy Aging Rep</source>
          <year>2017</year>
          <volume>27</volume>
          <issue>4</issue>
          <fpage>127</fpage>
          <lpage>30</lpage>
          <pub-id pub-id-type="doi">10.1093/ppar/prx030</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>Holt-Lunstad</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Smith</surname>
              <given-names>TB</given-names>
            </name>
            <name name-style="western">
              <surname>Baker</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Harris</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Stephenson</surname>
              <given-names>D</given-names>
            </name>
          </person-group>
          <article-title>Loneliness and social isolation as risk factors for mortality: a meta-analytic review</article-title>
          <source>Perspect Psychol Sci</source>
          <year>2015</year>
          <month>03</month>
          <volume>10</volume>
          <issue>2</issue>
          <fpage>227</fpage>
          <lpage>37</lpage>
          <pub-id pub-id-type="doi">10.1177/1745691614568352</pub-id>
          <pub-id pub-id-type="medline">25910392</pub-id>
          <pub-id pub-id-type="pii">10/2/227</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>Deckx</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>van den Akker</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Buntinx</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>van Driel</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>A systematic literature review on the association between loneliness and coping strategies</article-title>
          <source>Psychol Health Med</source>
          <year>2018</year>
          <month>09</month>
          <volume>23</volume>
          <issue>8</issue>
          <fpage>899</fpage>
          <lpage>916</lpage>
          <pub-id pub-id-type="doi">10.1080/13548506.2018.1446096</pub-id>
          <pub-id pub-id-type="medline">29533084</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>Lara</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Martín-María</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>De la Torre-Luque</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Koyanagi</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Vancampfort</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Izquierdo</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Miret</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Does loneliness contribute to mild cognitive impairment and dementia? A systematic review and meta-analysis of longitudinal studies</article-title>
          <source>Ageing Res Rev</source>
          <year>2019</year>
          <month>07</month>
          <volume>52</volume>
          <fpage>7</fpage>
          <lpage>16</lpage>
          <pub-id pub-id-type="doi">10.1016/j.arr.2019.03.002</pub-id>
          <pub-id pub-id-type="medline">30914351</pub-id>
          <pub-id pub-id-type="pii">S1568-1637(18)30247-2</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref25">
        <label>25</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Peytrignet</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Garforth-Bles</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Keohane</surname>
              <given-names>K</given-names>
            </name>
          </person-group>
          <source>Loneliness monetisation report : analysis for the Department for Digital, Culture, Media &#38; Sport</source>
          <year>2020</year>
          <access-date>2021-05-13</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/910789/Loneliness_monetisation_report.pdf">https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/910789/Loneliness_monetisation_report.pdf</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref26">
        <label>26</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Jeffrey</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Abdallah</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Michaelson</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>The cost of loneliness to UK employers</article-title>
          <source>New Economics Foundation</source>
          <year>2017</year>
          <access-date>2020-05-20</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://neweconomics.org/2017/02/cost-loneliness-uk-employers/2017">https://neweconomics.org/2017/02/cost-loneliness-uk-employers/2017</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref27">
        <label>27</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Steptoe</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Shankar</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Demakakos</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Wardle</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Social isolation, loneliness, and all-cause mortality in older men and women</article-title>
          <source>Proc Natl Acad Sci U S A</source>
          <year>2013</year>
          <month>04</month>
          <day>9</day>
          <volume>110</volume>
          <issue>15</issue>
          <fpage>5797</fpage>
          <lpage>801</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://www.pnas.org/cgi/pmidlookup?view=long&#38;pmid=23530191"/>
          </comment>
          <pub-id pub-id-type="doi">10.1073/pnas.1219686110</pub-id>
          <pub-id pub-id-type="medline">23530191</pub-id>
          <pub-id pub-id-type="pii">1219686110</pub-id>
          <pub-id pub-id-type="pmcid">PMC3625264</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref28">
        <label>28</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Masi</surname>
              <given-names>CM</given-names>
            </name>
            <name name-style="western">
              <surname>Chen</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Hawkley</surname>
              <given-names>LC</given-names>
            </name>
            <name name-style="western">
              <surname>Cacioppo</surname>
              <given-names>JT</given-names>
            </name>
          </person-group>
          <article-title>A meta-analysis of interventions to reduce loneliness</article-title>
          <source>Pers Soc Psychol Rev</source>
          <year>2011</year>
          <month>08</month>
          <volume>15</volume>
          <issue>3</issue>
          <fpage>219</fpage>
          <lpage>66</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/20716644"/>
          </comment>
          <pub-id pub-id-type="doi">10.1177/1088868310377394</pub-id>
          <pub-id pub-id-type="medline">20716644</pub-id>
          <pub-id pub-id-type="pii">1088868310377394</pub-id>
          <pub-id pub-id-type="pmcid">PMC3865701</pub-id>
        </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>Pu</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Moyle</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Jones</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Todorovic</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>The effectiveness of social robots for older adults: a systematic review and meta-analysis of randomized controlled studies</article-title>
          <source>Gerontologist</source>
          <year>2019</year>
          <month>01</month>
          <day>09</day>
          <volume>59</volume>
          <issue>1</issue>
          <fpage>37</fpage>
          <lpage>51</lpage>
          <pub-id pub-id-type="doi">10.1093/geront/gny046</pub-id>
          <pub-id pub-id-type="medline">29897445</pub-id>
          <pub-id pub-id-type="pii">5036100</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>Choi</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Kong</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Jung</surname>
              <given-names>D</given-names>
            </name>
          </person-group>
          <article-title>Computer and internet interventions for loneliness and depression in older adults: a meta-analysis</article-title>
          <source>Healthc Inform Res</source>
          <year>2012</year>
          <month>09</month>
          <volume>18</volume>
          <issue>3</issue>
          <fpage>191</fpage>
          <lpage>8</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.e-hir.org/DOIx.php?id=10.4258/hir.2012.18.3.191"/>
          </comment>
          <pub-id pub-id-type="doi">10.4258/hir.2012.18.3.191</pub-id>
          <pub-id pub-id-type="medline">23115742</pub-id>
          <pub-id pub-id-type="pmcid">PMC3483477</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref31">
        <label>31</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Morris</surname>
              <given-names>ME</given-names>
            </name>
            <name name-style="western">
              <surname>Adair</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Miller</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Ozanne</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Hansen</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Pearce</surname>
              <given-names>AJ</given-names>
            </name>
            <name name-style="western">
              <surname>Santamaria</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Viega</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Long</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Said</surname>
              <given-names>CM</given-names>
            </name>
          </person-group>
          <article-title>Smart-Home Technologies to Assist Older People to Live Well at Home</article-title>
          <source>Aging Sci</source>
          <year>2013</year>
          <volume>01</volume>
          <issue>01</issue>
          <fpage>1</fpage>
          <lpage>9</lpage>
          <pub-id pub-id-type="doi">10.4172/2329-8847.1000101</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref32">
        <label>32</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Morris</surname>
              <given-names>ME</given-names>
            </name>
            <name name-style="western">
              <surname>Adair</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Ozanne</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Kurowski</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Miller</surname>
              <given-names>KJ</given-names>
            </name>
            <name name-style="western">
              <surname>Pearce</surname>
              <given-names>AJ</given-names>
            </name>
            <name name-style="western">
              <surname>Santamaria</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Long</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Ventura</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Said</surname>
              <given-names>CM</given-names>
            </name>
          </person-group>
          <article-title>Smart technologies to enhance social connectedness in older people who live at home</article-title>
          <source>Australas J Ageing</source>
          <year>2014</year>
          <month>09</month>
          <volume>33</volume>
          <issue>3</issue>
          <fpage>142</fpage>
          <lpage>52</lpage>
          <pub-id pub-id-type="doi">10.1111/ajag.12154</pub-id>
          <pub-id pub-id-type="medline">24730370</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref33">
        <label>33</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Pearce</surname>
              <given-names>AJ</given-names>
            </name>
            <name name-style="western">
              <surname>Adair</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Miller</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Ozanne</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Said</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Santamaria</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Morris</surname>
              <given-names>ME</given-names>
            </name>
          </person-group>
          <article-title>Robotics to enable older adults to remain living at home</article-title>
          <source>J Aging Res</source>
          <year>2012</year>
          <month>12</month>
          <day>4</day>
          <volume>2012</volume>
          <fpage>538169</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://doi.org/10.1155/2012/538169"/>
          </comment>
          <pub-id pub-id-type="doi">10.1155/2012/538169</pub-id>
          <pub-id pub-id-type="medline">23304507</pub-id>
          <pub-id pub-id-type="pmcid">PMC3529482</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref34">
        <label>34</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hagan</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Manktelow</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Taylor</surname>
              <given-names>BJ</given-names>
            </name>
            <name name-style="western">
              <surname>Mallett</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Reducing loneliness amongst older people: a systematic search and narrative review</article-title>
          <source>Aging Ment Health</source>
          <year>2014</year>
          <month>01</month>
          <day>17</day>
          <volume>18</volume>
          <issue>6</issue>
          <fpage>683</fpage>
          <lpage>93</lpage>
          <pub-id pub-id-type="doi">10.1080/13607863.2013.875122</pub-id>
          <pub-id pub-id-type="medline">24437736</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref35">
        <label>35</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Miller</surname>
              <given-names>KJ</given-names>
            </name>
            <name name-style="western">
              <surname>Adair</surname>
              <given-names>BS</given-names>
            </name>
            <name name-style="western">
              <surname>Pearce</surname>
              <given-names>AJ</given-names>
            </name>
            <name name-style="western">
              <surname>Said</surname>
              <given-names>CM</given-names>
            </name>
            <name name-style="western">
              <surname>Ozanne</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Morris</surname>
              <given-names>MM</given-names>
            </name>
          </person-group>
          <article-title>Effectiveness and feasibility of virtual reality and gaming system use at home by older adults for enabling physical activity to improve health-related domains: a systematic review</article-title>
          <source>Age Ageing</source>
          <year>2014</year>
          <month>03</month>
          <volume>43</volume>
          <issue>2</issue>
          <fpage>188</fpage>
          <lpage>95</lpage>
          <pub-id pub-id-type="doi">10.1093/ageing/aft194</pub-id>
          <pub-id pub-id-type="medline">24351549</pub-id>
          <pub-id pub-id-type="pii">aft194</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref36">
        <label>36</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <collab>Medical Advisory Secretariat</collab>
          </person-group>
          <article-title>Social isolation in community-dwelling seniors: an evidence-based analysis</article-title>
          <source>Ont Health Technol Assess Ser</source>
          <year>2008</year>
          <volume>8</volume>
          <issue>5</issue>
          <fpage>1</fpage>
          <lpage>49</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/23074510"/>
          </comment>
          <pub-id pub-id-type="medline">23074510</pub-id>
          <pub-id pub-id-type="pmcid">PMC3377559</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref37">
        <label>37</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Shah</surname>
              <given-names>SG</given-names>
            </name>
            <name name-style="western">
              <surname>Nogueras</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>van Woerden</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Kiparoglou</surname>
              <given-names>V</given-names>
            </name>
          </person-group>
          <article-title>Effectiveness of digital technology interventions to reduce loneliness in adults: a protocol for a systematic review and meta-analysis</article-title>
          <source>BMJ Open</source>
          <year>2019</year>
          <month>09</month>
          <day>27</day>
          <volume>9</volume>
          <issue>9</issue>
          <fpage>e032455</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://bmjopen.bmj.com/cgi/pmidlookup?view=long&#38;pmid=31562164"/>
          </comment>
          <pub-id pub-id-type="doi">10.1136/bmjopen-2019-032455</pub-id>
          <pub-id pub-id-type="medline">31562164</pub-id>
          <pub-id pub-id-type="pii">bmjopen-2019-032455</pub-id>
          <pub-id pub-id-type="pmcid">PMC6773278</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref38">
        <label>38</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Higgins</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Thomas</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Chandler</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Cumpston</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Deeks</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Clarke</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Chapter I: Introduction</article-title>
          <source>Cochrane Handbook for Systematic Reviews of Interventions Version 6.1 (Updated September 2020)</source>
          <year>2020</year>
          <access-date>2020-09-17</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://training.cochrane.org/handbook/archive/v6.1/chapter-i">https://training.cochrane.org/handbook/archive/v6.1/chapter-i</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref39">
        <label>39</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Moher</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Liberati</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Tetzlaff</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Altman</surname>
              <given-names>DG</given-names>
            </name>
            <collab>PRISMA Group</collab>
          </person-group>
          <article-title>Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement</article-title>
          <source>Br Med J</source>
          <year>2009</year>
          <month>07</month>
          <day>21</day>
          <volume>339</volume>
          <fpage>b2535</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://www.bmj.com/lookup/pmidlookup?view=long&#38;pmid=19622551"/>
          </comment>
          <pub-id pub-id-type="doi">10.1136/bmj.b2535</pub-id>
          <pub-id pub-id-type="medline">19622551</pub-id>
          <pub-id pub-id-type="pmcid">PMC2714657</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref40">
        <label>40</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Shah</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Nogueras</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>van Woerden</surname>
              <given-names>Hugo</given-names>
            </name>
            <name name-style="western">
              <surname>Kiparoglou</surname>
              <given-names>V</given-names>
            </name>
          </person-group>
          <article-title>The effectiveness of digital technology interventions to reduce loneliness in adult people: a systematic review and meta-analysis</article-title>
          <source>PROSPERO 2019 CRD42019131524</source>
          <year>2019</year>
          <access-date>2019-06-10</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.crd.york.ac.uk/PROSPERO/display_record.php?RecordID=131524">https://www.crd.york.ac.uk/PROSPERO/display_record.php?RecordID=131524</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref41">
        <label>41</label>
        <nlm-citation citation-type="web">
          <article-title>What are some everyday examples of digital technology?</article-title>
          <source>Quora</source>
          <access-date>2019-06-06</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.quora.com/What-are-digital-technologies">https://www.quora.com/What-are-digital-technologies</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref42">
        <label>42</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hemberg</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Fischer</surname>
              <given-names>RS</given-names>
            </name>
          </person-group>
          <article-title>A window toward the world: older adults' experiences of becoming in health and developing as human beings through interacting with others using real video communication</article-title>
          <source>Holist Nurs Pract</source>
          <year>2018</year>
          <volume>32</volume>
          <issue>2</issue>
          <fpage>90</fpage>
          <lpage>7</lpage>
          <pub-id pub-id-type="doi">10.1097/HNP.0000000000000254</pub-id>
          <pub-id pub-id-type="medline">29432355</pub-id>
          <pub-id pub-id-type="pii">00004650-201803000-00006</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref43">
        <label>43</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Gao</surname>
              <given-names>Q</given-names>
            </name>
            <name name-style="western">
              <surname>Ebert</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Chen</surname>
              <given-names>X</given-names>
            </name>
            <name name-style="western">
              <surname>Ding</surname>
              <given-names>Y</given-names>
            </name>
          </person-group>
          <article-title>Design of a mobile social community platform for older Chinese people in urban areas</article-title>
          <source>Hum Factors Man</source>
          <year>2012</year>
          <month>06</month>
          <day>27</day>
          <volume>25</volume>
          <issue>1</issue>
          <fpage>66</fpage>
          <lpage>89</lpage>
          <pub-id pub-id-type="doi">10.1002/hfm.20523</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref44">
        <label>44</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Austin</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Dodge</surname>
              <given-names>HH</given-names>
            </name>
            <name name-style="western">
              <surname>Riley</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Jacobs</surname>
              <given-names>PG</given-names>
            </name>
            <name name-style="western">
              <surname>Thielke</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Kaye</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>A smart-home system to unobtrusively and continuously assess loneliness in older adults</article-title>
          <source>IEEE J Transl Eng Health Med</source>
          <year>2016</year>
          <month>06</month>
          <day>10</day>
          <volume>4</volume>
          <fpage>1</fpage>
          <lpage>11</lpage>
          <pub-id pub-id-type="doi">10.1109/jtehm.2016.2579638</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref45">
        <label>45</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Czaja</surname>
              <given-names>SJ</given-names>
            </name>
            <name name-style="western">
              <surname>Boot</surname>
              <given-names>WR</given-names>
            </name>
            <name name-style="western">
              <surname>Charness</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Rogers</surname>
              <given-names>WA</given-names>
            </name>
            <name name-style="western">
              <surname>Sharit</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Improving social support for older adults through technology: findings from the PRISM randomized controlled trial</article-title>
          <source>Gerontologist</source>
          <year>2018</year>
          <month>05</month>
          <day>8</day>
          <volume>58</volume>
          <issue>3</issue>
          <fpage>467</fpage>
          <lpage>477</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://doi.org/10.1093/geront/gnw249"/>
          </comment>
          <pub-id pub-id-type="doi">10.1093/geront/gnw249</pub-id>
          <pub-id pub-id-type="medline">28201730</pub-id>
          <pub-id pub-id-type="pii">2996797</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref46">
        <label>46</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Tsai</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Tsai</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Wang</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Chang</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Chu</surname>
              <given-names>HH</given-names>
            </name>
          </person-group>
          <article-title>Videoconference program enhances social support, loneliness, and depressive status of elderly nursing home residents</article-title>
          <source>Aging Ment Health</source>
          <year>2010</year>
          <month>11</month>
          <volume>14</volume>
          <issue>8</issue>
          <fpage>947</fpage>
          <lpage>54</lpage>
          <pub-id pub-id-type="doi">10.1080/13607863.2010.501057</pub-id>
          <pub-id pub-id-type="medline">21069600</pub-id>
          <pub-id pub-id-type="pii">929369798</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref47">
        <label>47</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Russell</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Peplau</surname>
              <given-names>LA</given-names>
            </name>
            <name name-style="western">
              <surname>Cutrona</surname>
              <given-names>CE</given-names>
            </name>
          </person-group>
          <article-title>The revised UCLA Loneliness Scale: concurrent and discriminant validity evidence</article-title>
          <source>J Pers Soc Psychol</source>
          <year>1980</year>
          <month>09</month>
          <volume>39</volume>
          <issue>3</issue>
          <fpage>472</fpage>
          <lpage>80</lpage>
          <pub-id pub-id-type="medline">7431205</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref48">
        <label>48</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>van der Heide</surname>
              <given-names>LA</given-names>
            </name>
            <name name-style="western">
              <surname>Willems</surname>
              <given-names>CG</given-names>
            </name>
            <name name-style="western">
              <surname>Spreeuwenberg</surname>
              <given-names>MD</given-names>
            </name>
            <name name-style="western">
              <surname>Rietman</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>de Witte</surname>
              <given-names>LP</given-names>
            </name>
          </person-group>
          <article-title>Implementation of CareTV in care for the elderly: the effects on feelings of loneliness and safety and future challenges</article-title>
          <source>Technol Disab</source>
          <year>2012</year>
          <month>12</month>
          <day>12</day>
          <volume>24</volume>
          <issue>4</issue>
          <fpage>283</fpage>
          <lpage>91</lpage>
          <pub-id pub-id-type="doi">10.3233/tad-120359</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref49">
        <label>49</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Gierveld</surname>
              <given-names>JD</given-names>
            </name>
            <name name-style="western">
              <surname>Tilburg</surname>
              <given-names>TV</given-names>
            </name>
          </person-group>
          <article-title>A 6-item scale for overall, emotional, and social loneliness</article-title>
          <source>Res Aging</source>
          <year>2006</year>
          <month>09</month>
          <day>11</day>
          <volume>28</volume>
          <issue>5</issue>
          <fpage>582</fpage>
          <lpage>598</lpage>
          <pub-id pub-id-type="doi">10.1177/0164027506289723</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref50">
        <label>50</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Larsson</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Padyab</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Larsson-Lund</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Nilsson</surname>
              <given-names>I</given-names>
            </name>
          </person-group>
          <article-title>Effects of a social internet-based intervention programme for older adults: an explorative randomised crossover study</article-title>
          <source>Br J Occup Ther</source>
          <year>2016</year>
          <month>07</month>
          <day>19</day>
          <volume>79</volume>
          <issue>10</issue>
          <fpage>629</fpage>
          <lpage>36</lpage>
          <pub-id pub-id-type="doi">10.1177/0308022616641701</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref51">
        <label>51</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Russell</surname>
              <given-names>DW</given-names>
            </name>
          </person-group>
          <article-title>UCLA Loneliness Scale (Version 3): reliability, validity, and factor structure</article-title>
          <source>J Pers Assess</source>
          <year>1996</year>
          <month>02</month>
          <volume>66</volume>
          <issue>1</issue>
          <fpage>20</fpage>
          <lpage>40</lpage>
          <pub-id pub-id-type="doi">10.1207/s15327752jpa6601_2</pub-id>
          <pub-id pub-id-type="medline">8576833</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref52">
        <label>52</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Engelberg</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Sjöberg</surname>
              <given-names>L</given-names>
            </name>
          </person-group>
          <person-group person-group-type="editor">
            <name name-style="western">
              <surname>Schulze</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Roberts</surname>
              <given-names>RD</given-names>
            </name>
          </person-group>
          <article-title>Emotional intelligence and inter-personal skills</article-title>
          <source>Emotional Intelligence: An International Handbook</source>
          <year>2005</year>
          <publisher-loc>Cambridge, MA</publisher-loc>
          <publisher-name>Hogrefe &#38; Huber</publisher-name>
          <fpage>289</fpage>
          <lpage>305</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref53">
        <label>53</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Morton</surname>
              <given-names>TA</given-names>
            </name>
            <name name-style="western">
              <surname>Wilson</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Haslam</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Birney</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Kingston</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>McCloskey</surname>
              <given-names>L</given-names>
            </name>
          </person-group>
          <article-title>Activating and guiding the engagement of seniors with online social networking</article-title>
          <source>J Aging Health</source>
          <year>2018</year>
          <month>01</month>
          <volume>30</volume>
          <issue>1</issue>
          <fpage>27</fpage>
          <lpage>51</lpage>
          <pub-id pub-id-type="doi">10.1177/0898264316664440</pub-id>
          <pub-id pub-id-type="medline">27530332</pub-id>
          <pub-id pub-id-type="pii">0898264316664440</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref54">
        <label>54</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Jarvis</surname>
              <given-names>MA</given-names>
            </name>
            <name name-style="western">
              <surname>Padmanabhanunni</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Chipps</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>An evaluation of a low-intensity cognitive behavioral therapy mHealth-supported intervention to reduce loneliness in older people</article-title>
          <source>Int J Environ Res Public Health</source>
          <year>2019</year>
          <month>04</month>
          <day>11</day>
          <volume>16</volume>
          <issue>7</issue>
          <fpage>1305</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.mdpi.com/resolver?pii=ijerph16071305"/>
          </comment>
          <pub-id pub-id-type="doi">10.3390/ijerph16071305</pub-id>
          <pub-id pub-id-type="medline">30979042</pub-id>
          <pub-id pub-id-type="pii">ijerph16071305</pub-id>
          <pub-id pub-id-type="pmcid">PMC6480633</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref55">
        <label>55</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Shamseer</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Moher</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Clarke</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Ghersi</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Liberati</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Petticrew</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Shekelle</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Stewart</surname>
              <given-names>LA</given-names>
            </name>
            <collab>PRISMA-P Group</collab>
          </person-group>
          <article-title>Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015: elaboration and explanation</article-title>
          <source>Br Med J</source>
          <year>2015</year>
          <month>01</month>
          <day>02</day>
          <volume>350</volume>
          <fpage>g7647</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://www.bmj.com/lookup/pmidlookup?view=long&#38;pmid=25555855"/>
          </comment>
          <pub-id pub-id-type="doi">10.1136/bmj.g7647</pub-id>
          <pub-id pub-id-type="medline">25555855</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref56">
        <label>56</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Munn</surname>
              <given-names>Z</given-names>
            </name>
            <name name-style="western">
              <surname>Tufanaru</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Aromataris</surname>
              <given-names>E</given-names>
            </name>
          </person-group>
          <article-title>JBI's systematic reviews: data extraction and synthesis</article-title>
          <source>Am J Nurs</source>
          <year>2014</year>
          <month>07</month>
          <volume>114</volume>
          <issue>7</issue>
          <fpage>49</fpage>
          <lpage>54</lpage>
          <pub-id pub-id-type="doi">10.1097/01.NAJ.0000451683.66447.89</pub-id>
          <pub-id pub-id-type="medline">25742352</pub-id>
          <pub-id pub-id-type="pii">00000446-201407000-00028</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref57">
        <label>57</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Munn</surname>
              <given-names>Z</given-names>
            </name>
            <name name-style="western">
              <surname>Stern</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Aromataris</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Lockwood</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Jordan</surname>
              <given-names>Z</given-names>
            </name>
          </person-group>
          <article-title>What kind of systematic review should I conduct? A proposed typology and guidance for systematic reviewers in the medical and health sciences</article-title>
          <source>BMC Med Res Methodol</source>
          <year>2018</year>
          <month>01</month>
          <day>10</day>
          <volume>18</volume>
          <fpage>5</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://bmcmedresmethodol.biomedcentral.com/articles/10.1186/s12874-017-0468-4"/>
          </comment>
          <pub-id pub-id-type="doi">10.1186/s12874-017-0468-4</pub-id>
          <pub-id pub-id-type="medline">29316881</pub-id>
          <pub-id pub-id-type="pii">10.1186/s12874-017-0468-4</pub-id>
          <pub-id pub-id-type="pmcid">PMC5761190</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref58">
        <label>58</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Larsson</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Nilsson</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Lund</surname>
              <given-names>ML</given-names>
            </name>
          </person-group>
          <article-title>Participation in social internet-based activities: five seniors' intervention processes</article-title>
          <source>Scand J Occup Ther</source>
          <year>2013</year>
          <month>11</month>
          <day>30</day>
          <volume>20</volume>
          <issue>6</issue>
          <fpage>471</fpage>
          <lpage>80</lpage>
          <pub-id pub-id-type="doi">10.3109/11038128.2013.839001</pub-id>
          <pub-id pub-id-type="medline">24074300</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref59">
        <label>59</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Tufanaru</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Munn</surname>
              <given-names>Z</given-names>
            </name>
            <name name-style="western">
              <surname>Aromataris</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Campbell</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Hopp</surname>
              <given-names>L</given-names>
            </name>
          </person-group>
          <person-group person-group-type="editor">
            <name name-style="western">
              <surname>Aromataris</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Munn</surname>
              <given-names>Z</given-names>
            </name>
          </person-group>
          <article-title>Chapter 3: Systematic reviews of effectiveness</article-title>
          <source>JBI Manual for Evidence Synthesis</source>
          <year>2020</year>
          <publisher-loc>Adelaide</publisher-loc>
          <publisher-name>Joanna Briggs Institute (JBI)</publisher-name>
          <pub-id pub-id-type="doi">10.46658/JBIMES-20-04</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref60">
        <label>60</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Higgins</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Green</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Cochrane handbook for systematic reviews of interventions - Version 5.1.0</article-title>
          <source>The Cochrane Collaboration</source>
          <year>2011</year>
          <access-date>2019-05-13</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://handbook-5-1.cochrane.org/front_page.htm">https://handbook-5-1.cochrane.org/front_page.htm</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref61">
        <label>61</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Takeshima</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Sozu</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Tajika</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Ogawa</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Hayasaka</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Furukawa</surname>
              <given-names>TA</given-names>
            </name>
          </person-group>
          <article-title>Which is more generalizable, powerful and interpretable in meta-analyses, mean difference or standardized mean difference?</article-title>
          <source>BMC Med Res Methodol</source>
          <year>2014</year>
          <month>02</month>
          <day>21</day>
          <volume>14</volume>
          <fpage>30</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://bmcmedresmethodol.biomedcentral.com/articles/10.1186/1471-2288-14-30"/>
          </comment>
          <pub-id pub-id-type="doi">10.1186/1471-2288-14-30</pub-id>
          <pub-id pub-id-type="medline">24559167</pub-id>
          <pub-id pub-id-type="pii">1471-2288-14-30</pub-id>
          <pub-id pub-id-type="pmcid">PMC3936842</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref62">
        <label>62</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Valtorta</surname>
              <given-names>NK</given-names>
            </name>
            <name name-style="western">
              <surname>Kanaan</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Gilbody</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Hanratty</surname>
              <given-names>B</given-names>
            </name>
          </person-group>
          <article-title>Loneliness, social isolation and social relationships: what are we measuring? A novel framework for classifying and comparing tools</article-title>
          <source>BMJ Open</source>
          <year>2016</year>
          <month>04</month>
          <day>18</day>
          <volume>6</volume>
          <issue>4</issue>
          <fpage>e010799</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://bmjopen.bmj.com/lookup/pmidlookup?view=long&#38;pmid=27091822"/>
          </comment>
          <pub-id pub-id-type="doi">10.1136/bmjopen-2015-010799</pub-id>
          <pub-id pub-id-type="medline">27091822</pub-id>
          <pub-id pub-id-type="pii">bmjopen-2015-010799</pub-id>
          <pub-id pub-id-type="pmcid">PMC4838704</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref63">
        <label>63</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>de Jong-Gierveld</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Kamphuls</surname>
              <given-names>F</given-names>
            </name>
          </person-group>
          <article-title>The development of a Rasch-Type Loneliness Scale</article-title>
          <source>Appl Psychol Meas</source>
          <year>2016</year>
          <month>07</month>
          <day>27</day>
          <volume>9</volume>
          <issue>3</issue>
          <fpage>289</fpage>
          <lpage>99</lpage>
          <pub-id pub-id-type="doi">10.1177/014662168500900307</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref64">
        <label>64</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Eccleston</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Fisher</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Craig</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Duggan</surname>
              <given-names>GB</given-names>
            </name>
            <name name-style="western">
              <surname>Rosser</surname>
              <given-names>BA</given-names>
            </name>
            <name name-style="western">
              <surname>Keogh</surname>
              <given-names>E</given-names>
            </name>
          </person-group>
          <article-title>Psychological therapies (internet-delivered) for the management of chronic pain in adults</article-title>
          <source>Cochrane Database Syst Rev</source>
          <year>2014</year>
          <month>02</month>
          <day>26</day>
          <volume>2014</volume>
          <issue>2</issue>
          <fpage>CD010152</fpage>
          <pub-id pub-id-type="doi">10.1002/14651858.CD010152.pub2</pub-id>
          <pub-id pub-id-type="medline">24574082</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref65">
        <label>65</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Grimshaw</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Campbell</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Eccles</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Steen</surname>
              <given-names>N</given-names>
            </name>
          </person-group>
          <article-title>Experimental and quasi-experimental designs for evaluating guideline implementation strategies</article-title>
          <source>Fam Pract</source>
          <year>2000</year>
          <month>02</month>
          <volume>17</volume>
          <issue>Suppl 1</issue>
          <fpage>S11</fpage>
          <lpage>S16</lpage>
          <pub-id pub-id-type="doi">10.1093/fampra/17.suppl_1.s11</pub-id>
          <pub-id pub-id-type="medline">10735262</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref66">
        <label>66</label>
        <nlm-citation citation-type="web">
          <article-title>Review Manager (RevMan) Version 5</article-title>
          <source>The Cochrane Collaboration</source>
          <access-date>2019-07-19</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://community.cochrane.org/help/tools-and-software/revman-5">https://community.cochrane.org/help/tools-and-software/revman-5</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref67">
        <label>67</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Borenstein</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Hedges</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Higgins</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Rothstein</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <source>Introduction to Meta-Analysis</source>
          <year>2009</year>
          <publisher-loc>Hoboken, New Jersey, United States</publisher-loc>
          <publisher-name>John Wiley &#38; Sons</publisher-name>
          <fpage>1</fpage>
          <lpage>452</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref68">
        <label>68</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Borenstein</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Hedges</surname>
              <given-names>LV</given-names>
            </name>
            <name name-style="western">
              <surname>Higgins</surname>
              <given-names>JP</given-names>
            </name>
            <name name-style="western">
              <surname>Rothstein</surname>
              <given-names>HR</given-names>
            </name>
          </person-group>
          <article-title>A basic introduction to fixed-effect and random-effects models for meta-analysis</article-title>
          <source>Res Synth Methods</source>
          <year>2010</year>
          <month>04</month>
          <day>21</day>
          <volume>1</volume>
          <issue>2</issue>
          <fpage>97</fpage>
          <lpage>111</lpage>
          <pub-id pub-id-type="doi">10.1002/jrsm.12</pub-id>
          <pub-id pub-id-type="medline">26061376</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref69">
        <label>69</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>da Costa</surname>
              <given-names>BR</given-names>
            </name>
            <name name-style="western">
              <surname>Juni</surname>
              <given-names>P</given-names>
            </name>
          </person-group>
          <article-title>Systematic reviews and meta-analyses of randomized trials: principles and pitfalls</article-title>
          <source>Eur Heart J</source>
          <year>2014</year>
          <month>12</month>
          <day>14</day>
          <volume>35</volume>
          <issue>47</issue>
          <fpage>3336</fpage>
          <lpage>45</lpage>
          <pub-id pub-id-type="doi">10.1093/eurheartj/ehu424</pub-id>
          <pub-id pub-id-type="medline">25416325</pub-id>
          <pub-id pub-id-type="pii">ehu424</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref70">
        <label>70</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Guyatt</surname>
              <given-names>GH</given-names>
            </name>
            <name name-style="western">
              <surname>Oxman</surname>
              <given-names>AD</given-names>
            </name>
            <name name-style="western">
              <surname>Sultan</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Glasziou</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Akl</surname>
              <given-names>EA</given-names>
            </name>
            <name name-style="western">
              <surname>Alonso-Coello</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Atkins</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Kunz</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Brozek</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Montori</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Jaeschke</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Rind</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Dahm</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Meerpohl</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Vist</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Berliner</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Norris</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Falck-Ytter</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Murad</surname>
              <given-names>MH</given-names>
            </name>
            <name name-style="western">
              <surname>Schünemann</surname>
              <given-names>HJ</given-names>
            </name>
          </person-group>
          <article-title>GRADE guidelines: 9. Rating up the quality of evidence</article-title>
          <source>J Clin Epidemiol</source>
          <year>2011</year>
          <month>12</month>
          <volume>64</volume>
          <issue>12</issue>
          <fpage>1311</fpage>
          <lpage>6</lpage>
          <pub-id pub-id-type="doi">10.1016/j.jclinepi.2011.06.004</pub-id>
          <pub-id pub-id-type="medline">21802902</pub-id>
          <pub-id pub-id-type="pii">S0895-4356(11)00184-3</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref71">
        <label>71</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Sedgwick</surname>
              <given-names>P</given-names>
            </name>
          </person-group>
          <article-title>Meta-analyses: how to read a funnel plot</article-title>
          <source>Br Med J</source>
          <year>2013</year>
          <month>03</month>
          <day>01</day>
          <volume>346</volume>
          <issue>mar01 2</issue>
          <fpage>f1342</fpage>
          <pub-id pub-id-type="doi">10.1136/bmj.f1342</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref72">
        <label>72</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Sutton</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Abrams</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Jones</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Sheldon</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Song</surname>
              <given-names>F</given-names>
            </name>
          </person-group>
          <source>Methods for Meta-Analysis in Medical Research</source>
          <year>2000</year>
          <publisher-loc>Hoboken, New Jersey, United States</publisher-loc>
          <publisher-name>John Wiley &#38; Sons</publisher-name>
          <fpage>1</fpage>
          <lpage>348</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref73">
        <label>73</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Noone</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>McSharry</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Smalle</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Burns</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Dwan</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Devane</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Morrissey</surname>
              <given-names>EC</given-names>
            </name>
          </person-group>
          <article-title>Video calls for reducing social isolation and loneliness in older people: a rapid review</article-title>
          <source>Cochrane Database Syst Rev</source>
          <year>2020</year>
          <month>05</month>
          <day>21</day>
          <volume>5</volume>
          <issue>5</issue>
          <fpage>CD013632</fpage>
          <pub-id pub-id-type="doi">10.1002/14651858.CD013632</pub-id>
          <pub-id pub-id-type="medline">32441330</pub-id>
          <pub-id pub-id-type="pmcid">PMC7387868</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref74">
        <label>74</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="editor">
            <name name-style="western">
              <surname>Higgins</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Thomas</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Chandler</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Cumpston</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Li</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Page</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Welch</surname>
              <given-names>V</given-names>
            </name>
          </person-group>
          <source>Cochrane Handbook for Systematic Reviews of Interventions</source>
          <year>2019</year>
          <publisher-loc>Hoboken, New Jersey, United States</publisher-loc>
          <publisher-name>Wiley-Blackwell</publisher-name>
          <fpage>1</fpage>
          <lpage>728</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref75">
        <label>75</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Higgins</surname>
              <given-names>JP</given-names>
            </name>
            <name name-style="western">
              <surname>Thompson</surname>
              <given-names>SG</given-names>
            </name>
            <name name-style="western">
              <surname>Deeks</surname>
              <given-names>JJ</given-names>
            </name>
            <name name-style="western">
              <surname>Altman</surname>
              <given-names>DG</given-names>
            </name>
          </person-group>
          <article-title>Measuring inconsistency in meta-analyses</article-title>
          <source>Br Med J</source>
          <year>2003</year>
          <month>09</month>
          <day>6</day>
          <volume>327</volume>
          <issue>7414</issue>
          <fpage>557</fpage>
          <lpage>60</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/12958120"/>
          </comment>
          <pub-id pub-id-type="doi">10.1136/bmj.327.7414.557</pub-id>
          <pub-id pub-id-type="medline">12958120</pub-id>
          <pub-id pub-id-type="pii">327/7414/557</pub-id>
          <pub-id pub-id-type="pmcid">PMC192859</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref76">
        <label>76</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Gierveld</surname>
              <given-names>JD</given-names>
            </name>
            <name name-style="western">
              <surname>Van Tilburg</surname>
              <given-names>T</given-names>
            </name>
          </person-group>
          <article-title>The De Jong Gierveld short scales for emotional and social loneliness: tested on data from 7 countries in the UN generations and gender surveys</article-title>
          <source>Eur J Ageing</source>
          <year>2010</year>
          <month>06</month>
          <volume>7</volume>
          <issue>2</issue>
          <fpage>121</fpage>
          <lpage>30</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/20730083"/>
          </comment>
          <pub-id pub-id-type="doi">10.1007/s10433-010-0144-6</pub-id>
          <pub-id pub-id-type="medline">20730083</pub-id>
          <pub-id pub-id-type="pmcid">PMC2921057</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref77">
        <label>77</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>van Staden</surname>
              <given-names>WC</given-names>
            </name>
            <name name-style="western">
              <surname>Coetzee</surname>
              <given-names>K</given-names>
            </name>
          </person-group>
          <article-title>Conceptual relations between loneliness and culture</article-title>
          <source>Curr Opin Psychiatry</source>
          <year>2010</year>
          <month>11</month>
          <volume>23</volume>
          <issue>6</issue>
          <fpage>524</fpage>
          <lpage>9</lpage>
          <pub-id pub-id-type="doi">10.1097/YCO.0b013e32833f2ff9</pub-id>
          <pub-id pub-id-type="medline">20838346</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref78">
        <label>78</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Barreto</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Victor</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Hammond</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Eccles</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Richins</surname>
              <given-names>MT</given-names>
            </name>
            <name name-style="western">
              <surname>Qualter</surname>
              <given-names>P</given-names>
            </name>
          </person-group>
          <article-title>Loneliness around the world: Age, gender, and cultural differences in loneliness</article-title>
          <source>Pers Individ Dif</source>
          <year>2021</year>
          <month>02</month>
          <day>01</day>
          <volume>169</volume>
          <fpage>110066</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://linkinghub.elsevier.com/retrieve/pii/S0191-8869(20)30255-5"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/j.paid.2020.110066</pub-id>
          <pub-id pub-id-type="medline">33536694</pub-id>
          <pub-id pub-id-type="pii">S0191-8869(20)30255-5</pub-id>
          <pub-id pub-id-type="pmcid">PMC7768187</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref79">
        <label>79</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Heu</surname>
              <given-names>LC</given-names>
            </name>
            <name name-style="western">
              <surname>van Zomeren</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Hansen</surname>
              <given-names>N</given-names>
            </name>
          </person-group>
          <article-title>Does loneliness thrive in relational freedom or restriction? The culture-loneliness framework</article-title>
          <source>Rev Gen Psychol</source>
          <year>2020</year>
          <month>09</month>
          <day>24</day>
          <volume>25</volume>
          <issue>1</issue>
          <fpage>60</fpage>
          <lpage>72</lpage>
          <pub-id pub-id-type="doi">10.1177/1089268020959033</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref80">
        <label>80</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Anderson</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Thayer</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>A national survey of adults 45 and older: loneliness and social connections</article-title>
          <source>AARP Foundation, Washington DC</source>
          <year>2018</year>
          <access-date>2020-09-21</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.aarp.org/content/dam/aarp/research/surveys_statistics/life-leisure/2018/loneliness-social-connections-2018.doi.10.26419-2Fres.00246.001.pdf">https://www.aarp.org/content/dam/aarp/research/surveys_statistics/life-leisure/2018/loneliness-social-connections-2018.doi.10.26419-2Fres.00246.001.pdf</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref81">
        <label>81</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Chen</surname>
              <given-names>YR</given-names>
            </name>
            <name name-style="western">
              <surname>Schulz</surname>
              <given-names>PJ</given-names>
            </name>
          </person-group>
          <article-title>The effect of information communication technology interventions on reducing social isolation in the elderly: a systematic review</article-title>
          <source>J Med Internet Res</source>
          <year>2016</year>
          <month>01</month>
          <day>28</day>
          <volume>18</volume>
          <issue>1</issue>
          <fpage>e18</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://www.jmir.org/2016/1/e18/"/>
          </comment>
          <pub-id pub-id-type="doi">10.2196/jmir.4596</pub-id>
          <pub-id pub-id-type="medline">26822073</pub-id>
          <pub-id pub-id-type="pii">v18i1e18</pub-id>
          <pub-id pub-id-type="pmcid">PMC4751336</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref82">
        <label>82</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Kushlev</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Proulx</surname>
              <given-names>JD</given-names>
            </name>
            <name name-style="western">
              <surname>Dunn</surname>
              <given-names>EW</given-names>
            </name>
          </person-group>
          <article-title>Digitally connected, socially disconnected: the effects of relying on technology rather than other people</article-title>
          <source>Comput Hum Behav</source>
          <year>2017</year>
          <month>11</month>
          <volume>76</volume>
          <fpage>68</fpage>
          <lpage>74</lpage>
          <pub-id pub-id-type="doi">10.1016/j.chb.2017.07.001</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref83">
        <label>83</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Poscia</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Stojanovic</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>La</surname>
              <given-names>MD</given-names>
            </name>
            <name name-style="western">
              <surname>Duplaga</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Grysztar</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Moscato</surname>
              <given-names>U</given-names>
            </name>
            <name name-style="western">
              <surname>Onder</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Collamati</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Ricciardi</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Magnavita</surname>
              <given-names>N</given-names>
            </name>
          </person-group>
          <article-title>Interventions targeting loneliness and social isolation among the older people: an update systematic review</article-title>
          <source>Exp Gerontol</source>
          <year>2018</year>
          <month>02</month>
          <volume>102</volume>
          <fpage>133</fpage>
          <lpage>44</lpage>
          <pub-id pub-id-type="doi">10.1016/j.exger.2017.11.017</pub-id>
          <pub-id pub-id-type="medline">29199121</pub-id>
          <pub-id pub-id-type="pii">S0531-5565(17)30520-X</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref84">
        <label>84</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Eccles</surname>
              <given-names>AM</given-names>
            </name>
            <name name-style="western">
              <surname>Qualter</surname>
              <given-names>P</given-names>
            </name>
          </person-group>
          <article-title>Review: Alleviating loneliness in young people - a meta-analysis of interventions</article-title>
          <source>Child Adolesc Ment Health</source>
          <year>2021</year>
          <month>02</month>
          <volume>26</volume>
          <issue>1</issue>
          <fpage>17</fpage>
          <lpage>33</lpage>
          <pub-id pub-id-type="doi">10.1111/camh.12389</pub-id>
          <pub-id pub-id-type="medline">32406165</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref85">
        <label>85</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Ballantyne</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Trenwith</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Zubrinich</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Corlis</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>‘I feel less lonely’: what older people say about participating in a social networking website</article-title>
          <source>Qual Ageing Older Adults</source>
          <year>2010</year>
          <month>09</month>
          <day>13</day>
          <volume>11</volume>
          <issue>3</issue>
          <fpage>25</fpage>
          <lpage>35</lpage>
          <pub-id pub-id-type="doi">10.5042/qiaoa.2010.0526</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref86">
        <label>86</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Kahlbaugh</surname>
              <given-names>PE</given-names>
            </name>
            <name name-style="western">
              <surname>Sperandio</surname>
              <given-names>AJ</given-names>
            </name>
            <name name-style="western">
              <surname>Carlson</surname>
              <given-names>AL</given-names>
            </name>
            <name name-style="western">
              <surname>Hauselt</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Effects of playing wii on well-being in the elderly: physical activity, loneliness, and mood</article-title>
          <source>Act Adapt Aging</source>
          <year>2011</year>
          <month>10</month>
          <volume>35</volume>
          <issue>4</issue>
          <fpage>331</fpage>
          <lpage>44</lpage>
          <pub-id pub-id-type="doi">10.1080/01924788.2011.625218</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref87">
        <label>87</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Blažun</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Saranto</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Rissanen</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Impact of computer training courses on reduction of loneliness of older people in Finland and Slovenia</article-title>
          <source>Comput Hum Behav</source>
          <year>2012</year>
          <month>7</month>
          <volume>28</volume>
          <issue>4</issue>
          <fpage>1202</fpage>
          <lpage>12</lpage>
          <pub-id pub-id-type="doi">10.1016/j.chb.2012.02.004</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref88">
        <label>88</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Blusi</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Asplund</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Jong</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Older family carers in rural areas: experiences from using caregiver support services based on Information and Communication Technology (ICT)</article-title>
          <source>Eur J Ageing</source>
          <year>2013</year>
          <month>09</month>
          <volume>10</volume>
          <issue>3</issue>
          <fpage>191</fpage>
          <lpage>9</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://doi.org/10.1007/s10433-013-0260-1"/>
          </comment>
          <pub-id pub-id-type="doi">10.1007/s10433-013-0260-1</pub-id>
          <pub-id pub-id-type="medline">28804294</pub-id>
          <pub-id pub-id-type="pii">260</pub-id>
          <pub-id pub-id-type="pmcid">PMC5549122</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref89">
        <label>89</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Chopik</surname>
              <given-names>WJ</given-names>
            </name>
          </person-group>
          <article-title>The benefits of social technology use among older adults are mediated by reduced loneliness</article-title>
          <source>Cyberpsychol Behav Soc Netw</source>
          <year>2016</year>
          <month>09</month>
          <volume>19</volume>
          <issue>9</issue>
          <fpage>551</fpage>
          <lpage>6</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://europepmc.org/abstract/MED/27541746"/>
          </comment>
          <pub-id pub-id-type="doi">10.1089/cyber.2016.0151</pub-id>
          <pub-id pub-id-type="medline">27541746</pub-id>
          <pub-id pub-id-type="pmcid">PMC5312603</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref90">
        <label>90</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Siniscarco</surname>
              <given-names>MT</given-names>
            </name>
            <name name-style="western">
              <surname>Love-Williams</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Burnett-Wolle</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Video conferencing: an intervention for emotional loneliness in long-term care</article-title>
          <source>Act Adapt Aging</source>
          <year>2017</year>
          <month>06</month>
          <day>15</day>
          <volume>41</volume>
          <issue>4</issue>
          <fpage>316</fpage>
          <lpage>29</lpage>
          <pub-id pub-id-type="doi">10.1080/01924788.2017.1326763</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref91">
        <label>91</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Barbosa</surname>
              <given-names>NB</given-names>
            </name>
            <name name-style="western">
              <surname>Franz</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Judges</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Beermann</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Baecker</surname>
              <given-names>R</given-names>
            </name>
          </person-group>
          <article-title>Can digital technology enhance social connectedness among older adults? A feasibility study</article-title>
          <source>J Appl Gerontol</source>
          <year>2019</year>
          <month>01</month>
          <volume>38</volume>
          <issue>1</issue>
          <fpage>49</fpage>
          <lpage>72</lpage>
          <pub-id pub-id-type="doi">10.1177/0733464817741369</pub-id>
          <pub-id pub-id-type="medline">29166818</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref92">
        <label>92</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hughes</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Loneliness and social support among lesbian, gay, bisexual, transgender and intersex people aged 50 and over</article-title>
          <source>Ageing Soc</source>
          <year>2015</year>
          <month>07</month>
          <day>16</day>
          <volume>36</volume>
          <issue>9</issue>
          <fpage>1961</fpage>
          <lpage>81</lpage>
          <pub-id pub-id-type="doi">10.1017/s0144686x1500080x</pub-id>
        </nlm-citation>
      </ref>
    </ref-list>
  </back>
</article>
