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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">v23i9e26189</article-id>
      <article-id pub-id-type="pmid">34494966</article-id>
      <article-id pub-id-type="doi">10.2196/26189</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>The Impact of Digital Patient Portals on Health Outcomes, System Efficiency, and Patient Attitudes: Updated Systematic Literature Review</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>Pillon</surname>
            <given-names>Sergio</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Gordon</surname>
            <given-names>Nancy</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Wilson</surname>
            <given-names>Iseult</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Kaliyadan</surname>
            <given-names>Feroze</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Carini</surname>
            <given-names>Elettra</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-9422-3285</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Villani</surname>
            <given-names>Leonardo</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-9375-8731</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Pezzullo</surname>
            <given-names>Angelo Maria</given-names>
          </name>
          <degrees>MD, MSc</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Section of Hygiene</institution>
            <institution>University Department of Life Sciences and Public Health</institution>
            <institution>Università Cattolica del Sacro Cuore</institution>
            <addr-line>L go F Vito 1</addr-line>
            <addr-line>Rome, 00168</addr-line>
            <country>Italy</country>
            <phone>39 0630154396</phone>
            <email>angelomaria.pezzullo01@icatt.it</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-8252-4654</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Gentili</surname>
            <given-names>Andrea</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-8975-6186</ext-link>
        </contrib>
        <contrib id="contrib5" contrib-type="author">
          <name name-style="western">
            <surname>Barbara</surname>
            <given-names>Andrea</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-5321-4537</ext-link>
        </contrib>
        <contrib id="contrib6" contrib-type="author">
          <name name-style="western">
            <surname>Ricciardi</surname>
            <given-names>Walter</given-names>
          </name>
          <degrees>MD, MPH</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-5655-688X</ext-link>
        </contrib>
        <contrib id="contrib7" contrib-type="author">
          <name name-style="western">
            <surname>Boccia</surname>
            <given-names>Stefania</given-names>
          </name>
          <degrees>MSc, PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff4" ref-type="aff">4</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-1864-749X</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Section of Hygiene</institution>
        <institution>University Department of Life Sciences and Public Health</institution>
        <institution>Università Cattolica del Sacro Cuore</institution>
        <addr-line>Rome</addr-line>
        <country>Italy</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Hygiene and Public Health Service</institution>
        <institution>ASL Roma 1</institution>
        <addr-line>Rome</addr-line>
        <country>Italy</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Department of Public Health and Infectious Diseases</institution>
        <institution>Sapienza University of Rome</institution>
        <addr-line>Rome</addr-line>
        <country>Italy</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>Department of Women, Children and Public Health Sciences - Public Health Area</institution>
        <institution>Fondazione Policlinico Universitario A Gemelli IRCCS</institution>
        <addr-line>Rome</addr-line>
        <country>Italy</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Angelo Maria Pezzullo <email>angelomaria.pezzullo01@icatt.it</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <month>9</month>
        <year>2021</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>8</day>
        <month>9</month>
        <year>2021</year>
      </pub-date>
      <volume>23</volume>
      <issue>9</issue>
      <elocation-id>e26189</elocation-id>
      <history>
        <date date-type="received">
          <day>3</day>
          <month>12</month>
          <year>2020</year>
        </date>
        <date date-type="rev-request">
          <day>10</day>
          <month>1</month>
          <year>2021</year>
        </date>
        <date date-type="rev-recd">
          <day>24</day>
          <month>1</month>
          <year>2021</year>
        </date>
        <date date-type="accepted">
          <day>24</day>
          <month>5</month>
          <year>2021</year>
        </date>
      </history>
      <copyright-statement>©Elettra Carini, Leonardo Villani, Angelo Maria Pezzullo, Andrea Gentili, Andrea Barbara, Walter Ricciardi, Stefania Boccia. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 08.09.2021.</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/2021/9/e26189" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Patient portals are becoming increasingly popular worldwide even though their impact on individual health and health system efficiency is still unclear.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>The aim of this systematic review was to summarize evidence on the impact of patient portals on health outcomes and health care efficiency, and to examine user characteristics, attitudes, and satisfaction.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>We searched the PubMed and Web of Science databases for articles published from January 1, 2013, to October 31, 2019. Eligible studies were primary studies reporting on the impact of patient portal adoption in relation to health outcomes, health care efficiency, and patient attitudes and satisfaction. We excluded studies where portals were not accessible for patients and pilot studies, with the exception of articles evaluating patient attitudes.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>Overall, 3456 records were screened, and 47 articles were included. Among them, 11 studies addressed health outcomes reporting positive results, such as better monitoring of health status, improved patient-doctor interaction, and improved quality of care. Fifteen studies evaluated the impact of digital patient portals on the utilization of health services with mixed results. Patient characteristics were described in 32 studies, and it was reported that the utilization rate usually increases with age and female gender. Finally, 30 studies described attitudes and defined the main barriers (concerns about privacy and data security, and lack of time) and facilitators (access to clinical data and laboratory results) to the use of a portal.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>Evidence regarding health outcomes is generally favorable, and patient portals have the potential to enhance the doctor-patient relationship, improve health status awareness, and increase adherence to therapy. It is still unclear whether the use of patient portals improves health service utilization and efficiency.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>digital health</kwd>
        <kwd>patient portal</kwd>
        <kwd>health outcomes</kwd>
        <kwd>patient satisfaction</kwd>
        <kwd>patient attitudes</kwd>
        <kwd>health service research</kwd>
        <kwd>health care efficiency</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>In recent years, electronic tools that allow patients to interact with health care professionals have considerably increased with consequences on the awareness of citizens about their own health [<xref ref-type="bibr" rid="ref1">1</xref>]. The adoption of these technologies might represent an important measure to improve the quality and efficiency of health care services and is a key feature for the construction of a more equitable, effective, and safe health care system [<xref ref-type="bibr" rid="ref2">2</xref>]. Indeed, the rapid growth and diffusion of digital health, including health information sources, such as electronic medical records (EMRs), has made online access to information by patients and health care professionals a crucial component of health care delivery [<xref ref-type="bibr" rid="ref3">3</xref>].</p>
      <p>In this context, patient portals are thought to allow patients secure access to health-related information and to communicate and share information with providers [<xref ref-type="bibr" rid="ref4">4</xref>]. Besides guaranteeing protected access to EMRs, more advanced patient portals allow secure message exchange between health professionals and citizens, consultation of educational material adapted to patients’ own characteristics, appointment scheduling, automatic renewal of medical prescriptions for chronic diseases, and facilitation of payments. Despite their potential benefits, several studies have proved underuse or inappropriate use of patient portals and their limited impact [<xref ref-type="bibr" rid="ref5">5</xref>]. Furthermore, the majority of studies available on this topic have focused on users’ characteristics and satisfaction, and few studies have considered the consequences on health outcomes [<xref ref-type="bibr" rid="ref6">6</xref>-<xref ref-type="bibr" rid="ref8">8</xref>]. Patient portals are relatively new technologies with continuous updates. Several types are released every year, and this may explain the lack of research in this area [<xref ref-type="bibr" rid="ref5">5</xref>].</p>
      <p>A systematic literature review in 2013, which addressed the effect of patient portals on patient clinical care, reported that evidence was limited to evaluate whether patient portals had a positive, negative, or neutral impact on users’ health [<xref ref-type="bibr" rid="ref4">4</xref>]. Some of the most effective examples refer to patients with chronic diseases, such as diabetes, hypertension, and depression, specifically when the portal is included in a shared health care pathway [<xref ref-type="bibr" rid="ref9">9</xref>-<xref ref-type="bibr" rid="ref13">13</xref>]. The effect of patient portals on health care utilization and efficiency, instead, is unclear due to the scarcity of studies examining the impact of patient portals on key indicators, such as inpatient hospitalizations, emergency department (ED) and outpatient visits, length of stay, and telephone contacts [<xref ref-type="bibr" rid="ref14">14</xref>]. The aim of this systematic review was to update the study performed in 2013, by summarizing evidence on the impact of digital patient portals on patients’ health outcomes, health care efficiency, and patients’ attitudes and satisfaction.</p>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Search Strategy</title>
        <p>A search of relevant articles was performed in the PubMed and Web of Science databases using the query reported in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>. The resulting records were entered in a dedicated work sheet to be subsequently screened according to the inclusion/exclusion criteria. Following the removal of duplicates, the selection was made by reading titles and abstracts, and then the full texts.</p>
      </sec>
      <sec>
        <title>Inclusion/Exclusion Criteria</title>
        <p>Eligible studies were primary studies reporting on the impact of patient portal adoption in relation with health outcomes, health care efficiency, and patients’ attitudes and satisfaction. Articles included were published from January 1, 2013, to October 31, 2019, and written in English, Italian, Spanish, or French. We excluded studies describing portals that were not accessible for patients, as well as pilot studies, with the exception of studies evaluating patients’ attitudes.</p>
      </sec>
      <sec>
        <title>Selection Process and Data Extraction</title>
        <p>Two authors screened the articles, and each reference retrieved was screened by two researchers independently, with any disagreement finally discussed and resolved by a third researcher, if necessary. The following information was extracted from the studies: first author name, publication year, study country, study design, study population, study setting, study duration and time, health information technology, study objective, main findings according to health outcomes, health care efficiency/utilization, patient characteristics, and patient attitudes and satisfaction. The systematic literature review was conducted according to the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) 2009 checklist [<xref ref-type="bibr" rid="ref15">15</xref>].</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Characteristics of the Included Studies</title>
        <p>The database search, after duplicate removal, identified a total of 3456 records. According to the inclusion/exclusion criteria, the screening resulted in the inclusion of 47 full-text articles (<xref rid="figure1" ref-type="fig">Figure 1</xref>).</p>
        <p>The study designs were grouped into six categories according to the characteristics of the articles. Overall, 17 were descriptive quantitative studies [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref16">16</xref>-<xref ref-type="bibr" rid="ref31">31</xref>], two were descriptive mixed-methods studies [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref33">33</xref>], 14 were observational hypothesis testing studies [<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref34">34</xref>-<xref ref-type="bibr" rid="ref46">46</xref>], seven were descriptive qualitative studies [<xref ref-type="bibr" rid="ref47">47</xref>-<xref ref-type="bibr" rid="ref53">53</xref>], five were interventional studies, other than randomized controlled trials (RCTs) [<xref ref-type="bibr" rid="ref54">54</xref>-<xref ref-type="bibr" rid="ref58">58</xref>], and three were RCTs [<xref ref-type="bibr" rid="ref59">59</xref>-<xref ref-type="bibr" rid="ref61">61</xref>].</p>
        <p>With regard to country, 33 (70%) studies were based in the United States [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref43">43</xref>-<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref60">60</xref>], three in Canada [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref50">50</xref>], three in the Netherlands [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref57">57</xref>], two in Finland [<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref56">56</xref>], two in the United Kingdom [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref48">48</xref>], one in Australia [<xref ref-type="bibr" rid="ref22">22</xref>], one in France [<xref ref-type="bibr" rid="ref59">59</xref>], one in Israel [<xref ref-type="bibr" rid="ref47">47</xref>], and one in Sweden [<xref ref-type="bibr" rid="ref24">24</xref>].</p>
        <p>Various patient portals have been described in the studies. <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref> provides details on the functionalities of the portals, and <xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref> provides qualitative descriptions of the portals.</p>
        <p>Most of the portals were not addressed to a defined population subgroup, and only some of them were specific to a clinical specialty/condition, such as endocrinology-diabetes [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref41">41</xref>], primary care [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref60">60</xref>], mental health [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref54">54</xref>], multiple chronic conditions [<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref56">56</xref>], pulmonology and asthma [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref60">60</xref>], rheumatology [<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref59">59</xref>], cardiology [<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref44">44</xref>], internal medicine [<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref61">61</xref>], nephrology [<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref46">46</xref>], pregnancy [<xref ref-type="bibr" rid="ref34">34</xref>], cancer [<xref ref-type="bibr" rid="ref53">53</xref>], and gastroenterology [<xref ref-type="bibr" rid="ref48">48</xref>].</p>
        <p>The population included in the studies was heterogeneous in terms of sample size (from 24 [<xref ref-type="bibr" rid="ref52">52</xref>] to 2,171,325 patients [<xref ref-type="bibr" rid="ref31">31</xref>]) and groups of included patients (eg, pediatric [<xref ref-type="bibr" rid="ref32">32</xref>], older [<xref ref-type="bibr" rid="ref31">31</xref>], oncology [<xref ref-type="bibr" rid="ref52">52</xref>], and diabetic patients [<xref ref-type="bibr" rid="ref60">60</xref>]).</p>
        <p>The results were summarized in four categories, albeit the same study could belong to more than one category. In particular, 11 studies analyzed health outcomes and adherence, intended as a change in individual or population health, attributable to health-related interventions. Adherence is the degree to which a patient follows medical advice, especially drug compliance. Overall, 15 studies focused on health care efficiency/utilization (utilization of health care services), 32 studies referred to patient characteristics, and 30 studies analyzed attitudes and satisfaction.</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) flow diagram.</p>
          </caption>
          <graphic xlink:href="jmir_v23i9e26189_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Health Outcomes and Adherence</title>
        <p>Eleven articles presented results on patient outcomes (<xref ref-type="table" rid="table1">Table 1</xref>), such as prevention, diabetes, blood pressure control, asthma, mental health, and medication adherence.</p>
        <p>In particular, a significant association was found between patients’ preventive health behaviors and portal use [<xref ref-type="bibr" rid="ref45">45</xref>]. Considering diabetes [<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref36">36</xref>] and blood pressure control [<xref ref-type="bibr" rid="ref37">37</xref>], portal users were significantly more likely to control their HbA<sub>1c</sub> levels successfully compared to nonusers.</p>
        <p>An improved clinical condition over time was observed in the management of asthma in children, where the group using the patient portal reported better flare control compared to the control group [<xref ref-type="bibr" rid="ref60">60</xref>].</p>
        <p>Concerning mental health, patients using the portal had a positive impact related to the clinical condition in many domains [<xref ref-type="bibr" rid="ref35">35</xref>], such as the reduction of drinking days [<xref ref-type="bibr" rid="ref54">54</xref>]. However, concerning the health status, no marked short-term impact was described, and differences in patient-reported physical and mental health changes were minor [<xref ref-type="bibr" rid="ref55">55</xref>].</p>
        <p>Finally, higher medication adherence was described in portal users compared with nonusers, especially among pediatric patients with asthma and patients with rheumatic disorders [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref57">57</xref>].</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Summary of the findings on health outcomes and adherence.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="100"/>
            <col width="100"/>
            <col width="140"/>
            <col width="130"/>
            <col width="130"/>
            <col width="400"/>
            <thead>
              <tr valign="top">
                <td>First author, year</td>
                <td>Country</td>
                <td>Health information technology</td>
                <td>Study design</td>
                <td>Sample size</td>
                <td>Main findings</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Ancker, 2019 [<xref ref-type="bibr" rid="ref34">34</xref>]</td>
                <td>United States</td>
                <td>Blood glucose flow sheet (EpicCare and Weill Cornell Connect portal)</td>
                <td>Observational, hypothesis testing</td>
                <td>53 patients</td>
                <td>Pregnant: average BMI dropped while average blood pressure increased significantly more in the 9 months among uploaders than nonuploaders.<break/>Chronic disease patients: after 9 months, uploaders had significantly larger reductions in HbA<sub>1c</sub> and BMI than nonuploaders. One subset of uploaders had low well-controlled HbA<sub>1c</sub> values before and during PGHD<sup>a</sup> upload. Another uploader subset began to upload when their HbA<sub>1c</sub> levels were elevated and experienced a decrease in HbA<sub>1c</sub> levels followed by a plateau.</td>
              </tr>
              <tr valign="top">
                <td>Fiks, 2015 [<xref ref-type="bibr" rid="ref60">60</xref>]</td>
                <td>United States</td>
                <td>MyAsthma (clinical interface in MyChart)</td>
                <td>RCT<sup>b</sup></td>
                <td>60 families of children</td>
                <td>No significant differences in baseline control, quality of life, or parent activation between the two study arms (<italic>P</italic>&#62;.2 for all comparisons). Frequency of asthma flares improved in the intervention group over time by 2.0 points on a 25-point scale (<italic>P</italic>=.02). Families in the intervention group had a marginally significant improvement in symptoms during periods without flares. A nonstatistically significant improvement in quality of life in terms of daytime symptoms and functional limitations was observed in the intervention group. There were no significant changes in parent activation.</td>
              </tr>
              <tr valign="top">
                <td>Fiks, 2016 [<xref ref-type="bibr" rid="ref32">32</xref>]</td>
                <td>United States</td>
                <td>MyAsthma</td>
                <td>Descriptive, mixed methods</td>
                <td>237 families</td>
                <td>Portal users with uncontrolled asthma had significantly more medication changes after using the portal relative to the year earlier (increase of 14%).</td>
              </tr>
              <tr valign="top">
                <td>Huang, 2019 [<xref ref-type="bibr" rid="ref45">45</xref>]</td>
                <td>United States</td>
                <td>MyPennMedicine (branded version of Epic MyChart)</td>
                <td>Observational, hypothesis testing</td>
                <td>10,000 patients</td>
                <td>Patients’ preventive health behaviors were significantly associated with portal use. The proportions of annual flu vaccination, blood pressure checks, and lipid level screening were substantially higher in portal users compared with nonusers (OR<sup>c</sup>=1.58, 1.13, and 1.50, respectively; <italic>P</italic>&#60;.001). The average composite prevention score was significantly higher among portal users compared with nonusers (mean difference=0.22; <italic>P</italic>&#60;.001). The proportion of colorectal cancer screening between users and nonusers was statistically significant (<italic>P</italic>&#60;.001, OR very close to 1). No clinically meaningful difference between patient portal users and nonusers in chronic health outcomes.</td>
              </tr>
              <tr valign="top">
                <td>Jhamb, 2015 [<xref ref-type="bibr" rid="ref46">46</xref>]</td>
                <td>United States</td>
                <td>Free patient portal tethered to an ambulatory EHR<sup>d</sup></td>
                <td>Observational, hypothesis testing</td>
                <td>1098 patients</td>
                <td>In the fully adjusted model (controlling for hyperlipidemia, nephrolithiasis, history of kidney transplant, CCI<sup>e</sup>, proteinuria, eGFR<sup>f</sup>, number of nephrology and outpatient visits, and university affiliated PCP<sup>g</sup>), the association was not significant (OR 1.11, 95% CI 0.99-1.24).</td>
              </tr>
              <tr valign="top">
                <td>Kipping, 2016 [<xref ref-type="bibr" rid="ref35">35</xref>]</td>
                <td>Canada</td>
                <td>Ontario Shores HealthCheck Patient Portal</td>
                <td>Observational, hypothesis testing</td>
                <td>91 patients</td>
                <td>The overall Mental Health Recovery Measure score increased from 70.4 (SD 23.6) at baseline to 81.7 (SD 25.1) at follow-up (<italic>P</italic>=.01). Of the eight domains, seven increased from baseline to follow-up (overcoming stuckness, self-empowerment, basic functioning, overall well-being, new potentials, spirituality, and advocacy/enrichment; all <italic>P</italic>&#60;.05. No change for learning and self-redefinition).</td>
              </tr>
              <tr valign="top">
                <td>Lau, 2014 [<xref ref-type="bibr" rid="ref36">36</xref>]</td>
                <td>Canada</td>
                <td>BCDiabetes.ca</td>
                <td>Observational, hypothesis testing</td>
                <td>1957 patients</td>
                <td>Overall, 28 of 50 users had a follow-up HbA<sub>1c</sub> ≤7%, whereas 22 of 50 did not (56% success rate).<break/>Only 16 of 50 nonusers achieved a follow-up HbA<sub>1c</sub> ≤7%, while 34 of 50 did not (32% success rate).<break/>Users were significantly more likely to control their HbA<sub>1c</sub> levels successfully than nonusers (McNemar test, <italic>P</italic>=.03). The HbA<sub>1c</sub> level at the last follow-up was significantly lower for users compared to nonusers (<italic>P</italic>=.02).</td>
              </tr>
              <tr valign="top">
                <td>Manard, 2016 [<xref ref-type="bibr" rid="ref37">37</xref>]</td>
                <td>United States</td>
                <td>Online patient portal</td>
                <td>Observational, hypothesis testing</td>
                <td>1571 patients</td>
                <td>After adjusting for age, users were more likely to achieve BP<sup>h</sup> control (HR<sup>i</sup> 1.24, 95% CI 1.06-1.45). After adjustment for sociodemographics, portal use was no longer associated with BP control (HR 0.98, 95% CI 0.83-1.16).</td>
              </tr>
              <tr valign="top">
                <td>Quanbeck, 2018 [<xref ref-type="bibr" rid="ref54">54</xref>]</td>
                <td>United States</td>
                <td>Seva</td>
                <td>Interventional, other than RCT</td>
                <td>268 patients</td>
                <td>Significant reductions in the numbers of risky drinking days, which declined by 44% ([0.7-1.25]/1.25) from baseline to 6 months, and illicit drug-use days, which declined by 34% ([2.14-3.22]/3.22). Two of the three abstinence outcomes showed significant improvements (any illicit drug use and/or any drink or drug). Significant effects were found for two of the three quality of life scores (overall quality of life and mental health).</td>
              </tr>
              <tr valign="top">
                <td>Riippa, 2015 [<xref ref-type="bibr" rid="ref55">55</xref>]</td>
                <td>Finland</td>
                <td>Patient portal by The Finnish Medical Society, Duodecim</td>
                <td>Interventional, other than RCT</td>
                <td>876 patients</td>
                <td>Minor differences in patient-reported physical and mental health changes that changed the sign from the matched (physical health mean=1.2, 95% CI −3.3 to 5.7; mental health mean=0.8, 95% CI −3.6 to 5.2) to the unmatched sample (physical health mean=−0.4, 95% CI −4.7 to 3.9; mental health mean=−0.4, 95% CI −4.8 to 4.0). Patient activation improved more in the intervention group, but it was not statistically significant. There was no marked short-term impact on health status based on the SF-36v2 measure.</td>
              </tr>
              <tr valign="top">
                <td>Van der Vaart, 2014 [<xref ref-type="bibr" rid="ref57">57</xref>]</td>
                <td>Netherlands</td>
                <td>Medisch Spectrum Twente</td>
                <td>Interventional, other than RCT</td>
                <td>360 patients</td>
                <td>Overall, 56% of the respondents had a score of 7 (out of 8) on medication adherence.</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table1fn1">
              <p><sup>a</sup>PGHD: patient-generated health data.</p>
            </fn>
            <fn id="table1fn2">
              <p><sup>b</sup>RCT: randomized controlled trial.</p>
            </fn>
            <fn id="table1fn3">
              <p><sup>c</sup>OR: odds ratio.</p>
            </fn>
            <fn id="table1fn4">
              <p><sup>d</sup>EHR: electronic health record.</p>
            </fn>
            <fn id="table1fn5">
              <p><sup>e</sup>CCI: Charlson Comorbidity Index.</p>
            </fn>
            <fn id="table1fn6">
              <p><sup>f</sup>eGFR: estimated glomerular filtration rate.</p>
            </fn>
            <fn id="table1fn7">
              <p><sup>g</sup>PCP: primary care practice.</p>
            </fn>
            <fn id="table1fn8">
              <p><sup>h</sup>BP: blood pressure.</p>
            </fn>
            <fn id="table1fn9">
              <p><sup>i</sup>HR: hazard ratio.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Efficiency/Utilization</title>
        <p>Fifteen articles described the relationship between portal use and health care service efficiency and utilization (<xref ref-type="table" rid="table2">Table 2</xref>). The use of a digital portal had an effect on the utilization of health care services in terms of the number of clinical visits, especially for asthmatic patients [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref60">60</xref>], while no statistically significant changes in the number of primary care visits was reported in association with the use of secure messaging [<xref ref-type="bibr" rid="ref38">38</xref>].</p>
        <table-wrap position="float" id="table2">
          <label>Table 2</label>
          <caption>
            <p>Summary of the findings on health care efficiency.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="100"/>
            <col width="100"/>
            <col width="140"/>
            <col width="130"/>
            <col width="130"/>
            <col width="400"/>
            <thead>
              <tr valign="top">
                <td>First author, year</td>
                <td>Country</td>
                <td>Health information technology</td>
                <td>Study design</td>
                <td>Sample size</td>
                <td>Main findings</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Ancker, 2019 [<xref ref-type="bibr" rid="ref34">34</xref>]</td>
                <td>United States</td>
                <td>Blood glucose flow sheet (EpicCare and Weill Cornell Connect portal)</td>
                <td>Observational, hypothesis testing</td>
                <td>53 patients</td>
                <td>Uploaders had more clinical visits and portal logins before initial data upload.</td>
              </tr>
              <tr valign="top">
                <td>Bidmead, 2016 [<xref ref-type="bibr" rid="ref48">48</xref>]</td>
                <td>England (United Kingdom)</td>
                <td>Patients Know Best (PKB)</td>
                <td>Descriptive, qualitative</td>
                <td>56 patients</td>
                <td>The portal enabled clinicians to manage stable patients, facilitating clinical and cost-effective use of specialist nurses, and improved two-way communication and more optimal use of outpatient appointments and consultant time. It also facilitated a single rationalized pathway for stable patients, enabling access to information and proactive support.</td>
              </tr>
              <tr valign="top">
                <td>Fiks, 2015 [<xref ref-type="bibr" rid="ref60">60</xref>]</td>
                <td>United States</td>
                <td>MyAsthma (clinical interface in MyChart)</td>
                <td>RCT<sup>a</sup></td>
                <td>60 families of children</td>
                <td>The intervention group had a marginally significant reduction in the proportion of parents missing at least 1 day of work (reduction of 47%, <italic>P</italic>=.07). Families in the intervention group reported fewer ED<sup>b</sup> visits and hospitalizations for asthma over 6 months than the control group (3 vs 9 and 0 vs 2, respectively). Only two intervention families reported at least one ED visit (vs six control families), and no intervention families reported hospitalizations. Children in the intervention group had fewer visits with asthma specialists or primary care. Results were similar on stratifying by asthma severity.</td>
              </tr>
              <tr valign="top">
                <td>Fiks, 2016 [<xref ref-type="bibr" rid="ref32">32</xref>]</td>
                <td>United States</td>
                <td>MyAsthma</td>
                <td>Descriptive, mixed methods</td>
                <td>237 families</td>
                <td>Portal users with uncontrolled asthma had significantly more primary care asthma visits after using the portal than the year earlier (increases of 16%).</td>
              </tr>
              <tr valign="top">
                <td>Foster, 2019 [<xref ref-type="bibr" rid="ref43">43</xref>]</td>
                <td>United States</td>
                <td>Epic MyChart</td>
                <td>Observational, hypothesis testing</td>
                <td>208,635 tests</td>
                <td>ED visits: 80.56% (n=20,430) of patients had a single ED visit with laboratory testing, 16.04% (n=4069) had two or three ED visits, 3.16% (n=802) had four to 10 ED visits, and only 0.24% (n=60) had more than 10 ED visits. Activation rates were lower for those with only a single ED visit (7312/20,430, 35.79%) compared with either those with two to three ED visits (1770/4069, 43.50%; <italic>P</italic>&#60;.001) or four or more ED visits (368/862, 42.7%; <italic>P</italic>&#60;.001).</td>
              </tr>
              <tr valign="top">
                <td>Griffin, 2016 [<xref ref-type="bibr" rid="ref44">44</xref>]</td>
                <td>United States</td>
                <td>My UNC Chart</td>
                <td>Observational, hypothesis testing</td>
                <td>2975 patients</td>
                <td>The odds of being readmitted within 30 days for active users was 66% higher than that for nonusers, holding all other variables constant in the model. There was no significant difference in 30-day readmission between nonusers and light users.</td>
              </tr>
              <tr valign="top">
                <td>Jahn, 2018 [<xref ref-type="bibr" rid="ref49">49</xref>]</td>
                <td>United States</td>
                <td>My HealtheVet</td>
                <td>Descriptive, qualitative</td>
                <td>29 participants</td>
                <td>Secure messaging tasks were inefficient as related to clinical document sharing (it took almost 5 minutes for providers to only attach and send a clinical document).</td>
              </tr>
              <tr valign="top">
                <td>Kipping, 2016 [<xref ref-type="bibr" rid="ref35">35</xref>]</td>
                <td>Canada</td>
                <td>Ontario Shores HealthCheck Patient Portal</td>
                <td>Observational, hypothesis testing</td>
                <td>91 patients</td>
                <td>Fewer missed appointments and a reduced number of requests for information in the year following portal implementation. The odds of a portal user attending an appointment were 67% (CI 56%-79%) greater than for nonusers over the follow-up period. Compared with 2014, in 2015, there was an 86% and 57% decrease in requests for information among users and nonusers, respectively (61% overall).</td>
              </tr>
              <tr valign="top">
                <td>North, 2014 [<xref ref-type="bibr" rid="ref38">38</xref>]</td>
                <td>United States</td>
                <td>Mayo Clinic Health System</td>
                <td>Observational, hypothesis testing</td>
                <td>2357 primary care patients</td>
                <td>Primary care patients who sent at least one secure message or e-visit had a mean of 2.43 (SD 2.3) annual face-to-face visits before the first message and 2.47 (SD 2.8) after, with a nonsignificant difference (<italic>P</italic>=.45). After adjustment for a first message surge in visits, no significant visit frequency differences were observed (mean, 2.35 annual visits per patient both before and after the first message; <italic>P</italic>=.93). Subgroup analysis showed no significant change in visit frequency for patients with higher message utilization or for those who had used the messaging feature longer.</td>
              </tr>
              <tr valign="top">
                <td>Plate, 2019 [<xref ref-type="bibr" rid="ref39">39</xref>]</td>
                <td>United States</td>
                <td>MyChart; Epic Systems Corporation</td>
                <td>Observational, hypothesis testing</td>
                <td>6426 patients</td>
                <td>Active MyChart status was not associated with 90-day ED return (<italic>P</italic>=.78) or readmission (<italic>P</italic>=.51) based on univariable analysis. Similarly, during multivariable analysis controlling for age, gender, BMI, and ASA<sup>c</sup> category, active MyChart utilization was not significantly associated with 90-day ED visits (OR<sup>d</sup> 1.019, 95% CI 0.843-1.231; <italic>P</italic>=.85) or readmissions (OR 0.966, 95% CI 0.747-1.249; <italic>P</italic>=.79). Patients who sent secure messages within 90 days from surgery (2200 patients, 48% of active users) were not less likely to present to the ED (<italic>P</italic>=.63) or be readmitted (<italic>P</italic>=.59) within 90 days. For patients who sent two or more messages (1354 patients), provider or staff response rate &#60;75% was significantly associated with 90-day readmission (<italic>P</italic>=.004) with greater 90-day ED visits that neared statistical significance (<italic>P</italic>=.07).</td>
              </tr>
              <tr valign="top">
                <td>Quanbeck, 2018 [<xref ref-type="bibr" rid="ref54">54</xref>]</td>
                <td>United States</td>
                <td>Seva</td>
                <td>Interventional, other than RCT</td>
                <td>268 patients</td>
                <td>Significant reduction in hospitalizations and a trend toward fewer ER<sup>e</sup> visits. Increase in HIV screening rates. Change in the rates of HIV risk behaviors (eg, condom use) and receiving other addiction treatments appeared to be nonsignificant.</td>
              </tr>
              <tr valign="top">
                <td>Riippa, 2015 [<xref ref-type="bibr" rid="ref55">55</xref>]</td>
                <td>Finland</td>
                <td>Patient portal by The Finnish Medical Society, Duodecim</td>
                <td>Interventional, other than RCT</td>
                <td>876 patients</td>
                <td>The effect on the cost of care was ambiguous; costs decreased by an average of €91 in the unadjusted model, but increased by €48 in the adjusted model. Due to the controversial result, the unadjusted analysis showed an 89% probability of cost-effectiveness with no willingness to pay for increased patient activation, whereas in the adjusted sample, the probability of the portal being more cost-effective than care as usual exceeded 50% at a willingness to pay €700 per clinically significant increase in the patient activation score. For doctor visits, portal access (n=80): 3.8 (SD 3.3) and control (n=57): 3.0 (SD 3.1) (<italic>t</italic>=1.4; <italic>P</italic>=.18). For nurse visits, portal access (n=80): 3.5 (SD 2.6) and control (n=57): 4.1 (SD 2.5) (<italic>t</italic>=−1.3; <italic>P</italic>=.18).</td>
              </tr>
              <tr valign="top">
                <td>Tsai, 2019 [<xref ref-type="bibr" rid="ref28">28</xref>]</td>
                <td>United States</td>
                <td>Epic’s personal health record system</td>
                <td>Descriptive, quantitative</td>
                <td>109,200 patients</td>
                <td>Active users had more outpatient and inpatient visits and fewer ER visits. Patients without a portal account had on average fewer outpatient visits per month (0.31 vs 0.89, <italic>P</italic>&#60;.001) and fewer inpatient visits per month (0.007 vs 0.059, <italic>P</italic>&#60;.001), but had more ER visits per month than patients who were active with the portal (0.047 vs 0.014, <italic>P</italic>&#60;.001). The difference between no-show appointments was not significant.</td>
              </tr>
              <tr valign="top">
                <td>Wallace, 2016 [<xref ref-type="bibr" rid="ref58">58</xref>]</td>
                <td>United States</td>
                <td>MyChart by Epic health record system</td>
                <td>Interventional, other than RCT</td>
                <td>36,549 patients</td>
                <td>The number of visits for 12 months was strongly associated with an increased likelihood of MyChart activation and with more frequent MyChart logins.</td>
              </tr>
              <tr valign="top">
                <td>Zhong, 2018 [<xref ref-type="bibr" rid="ref42">42</xref>]</td>
                <td>United States</td>
                <td>MyUFHealth (also known as MyChart by Epic)</td>
                <td>Observational, hypothesis testing</td>
                <td>15,659 nonusers and 5494 users</td>
                <td>At the time of adoption, the quarterly PCP<sup>f</sup> office visit RR<sup>g</sup> of users to nonusers was 1.33 (95% CI 1.27-1.39; <italic>P</italic>&#60;.001). The RRs were between 0.94 and 0.99 up to four quarters after portal adoption (<italic>P</italic>=.75, .10, .13, and .09, respectively), and it was significantly less than 1 at the seventh (RR 0.82, 95% CI 0.73-0.91; <italic>P</italic>&#60;.001) and eighth (RR 0.80, 95% CI 0.70-0.90; <italic>P</italic>&#60;.001) quarters post adoption. The no-show rate proxies in the user group were significantly lower than in the nonuser group. RRs were between 0.60 and 0.83 for eight out of 11 quarters, and for the remaining three quarters, differences were not significant (<italic>P</italic>=.65, .29, and .44, respectively). Differences in cancellation rate proxies were not significant (<italic>P</italic>&#62;.05). Overall, appointment adherence improved after portal adoption.</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table2fn1">
              <p><sup>a</sup>RCT: randomized controlled trial.</p>
            </fn>
            <fn id="table2fn2">
              <p><sup>b</sup>ED: emergency department.</p>
            </fn>
            <fn id="table2fn3">
              <p><sup>c</sup>ASA: American Society of Anesthesiology.</p>
            </fn>
            <fn id="table2fn4">
              <p><sup>d</sup>OR: odds ratio.</p>
            </fn>
            <fn id="table2fn5">
              <p><sup>e</sup>ER: emergency room.</p>
            </fn>
            <fn id="table2fn6">
              <p><sup>f</sup>PCP: primary care physician.</p>
            </fn>
            <fn id="table2fn7">
              <p><sup>g</sup>RR: rate ratio.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>Concerning emergency room (ER) visits, a decreasing trend was described [<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref60">60</xref>], and active portal users showed more outpatient and inpatient visits and fewer ER visits per month, compared with patients without an account [<xref ref-type="bibr" rid="ref28">28</xref>]. The number of visits over 6 months for asthmatic patients was lower among users than among nonusers (3 vs 9) [<xref ref-type="bibr" rid="ref60">60</xref>]. User status was not significantly associated with ED access in the study by Plate et al, and the use of secure messages showed a nonsignificant result [<xref ref-type="bibr" rid="ref39">39</xref>].</p>
        <p>A reduction in hospitalizations was described for asthma [<xref ref-type="bibr" rid="ref60">60</xref>] and mental health conditions [<xref ref-type="bibr" rid="ref54">54</xref>]. Different findings were observed in patients with acute myocardial infarction, congestive heart failure, or pneumonia. In these cases, the odds of 30-day readmission for active users was 66% higher than that for nonusers, while no significant difference was described between nonusers and light users [<xref ref-type="bibr" rid="ref44">44</xref>]. Considering patients who underwent total hip or knee arthroplasty, there was a significant association between 90-day readmission and sending two or more secure messages [<xref ref-type="bibr" rid="ref39">39</xref>].</p>
        <p>Concerning clinicians’ attitudes, the portal seemed to enable a new way of managing stable patients, facilitating clinical and cost-effective use of specialist nurses (improved two-way communication, and more optimal use of outpatient appointments and consultant time). The portal also facilitated a single rationalized pathway for stable patients, enabling access to information and proactive support [<xref ref-type="bibr" rid="ref48">48</xref>].</p>
        <p>Portal use by patients reduced missing appointments [<xref ref-type="bibr" rid="ref35">35</xref>] and showed an improvement in appointment adherence after portal adoption [<xref ref-type="bibr" rid="ref42">42</xref>]. However, no significant association between user/nonuser status and no-show appointments was found by one study [<xref ref-type="bibr" rid="ref28">28</xref>]. The difference in cancellation rate proxies was also not significant between the user and nonuser groups [<xref ref-type="bibr" rid="ref42">42</xref>].</p>
        <p>Finally, concerning other aspects, only one study took into consideration the associated costs with ambiguous results. In this study, costs decreased in the unadjusted model but increased after adjusting for relevant variables [<xref ref-type="bibr" rid="ref55">55</xref>]. An increase in HIV screening rates was described, but changes in the rates of HIV risk behaviors (eg, condom use) and modification of addiction treatments appeared nonsignificant in mental health patients [<xref ref-type="bibr" rid="ref54">54</xref>]. Portal use had a positive effect on days of work lost due to asthma patients’ issues [<xref ref-type="bibr" rid="ref60">60</xref>]. Moreover, information services were positively affected by portal use, as it led to a reduced number of requests [<xref ref-type="bibr" rid="ref35">35</xref>].</p>
      </sec>
      <sec>
        <title>Patient Characteristics</title>
        <p>Concerning patients’ characteristics, 32 articles presented relevant results that were mainly related to demographic information, such as age, gender, education, and household status (<xref ref-type="table" rid="table3">Table 3</xref>).</p>
        <table-wrap position="float" id="table3">
          <label>Table 3</label>
          <caption>
            <p>Summary of the findings on patient characteristics.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="100"/>
            <col width="100"/>
            <col width="150"/>
            <col width="150"/>
            <col width="130"/>
            <col width="370"/>
            <thead>
              <tr valign="top">
                <td>First author, year</td>
                <td>Country</td>
                <td>Health information technology</td>
                <td>Study design</td>
                <td>Sample size</td>
                <td>Main findings</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Abel, 2018 [<xref ref-type="bibr" rid="ref31">31</xref>]</td>
                <td>United States</td>
                <td>My HealtheVet (MHV) and Clinical Video Telehealth (CVT)</td>
                <td>Descriptive, quantitative</td>
                <td>2,171,325 patients</td>
                <td>African American and Latino patients were significantly less likely to engage in use compared with White patients. Low-income patients with free care were significantly less likely to be users. Patients with schizophrenia or schizoaffective disorder were significantly less likely to be users than those with other mental health diagnoses (OR<sup>a</sup> 0.50, CI 0.47-0.53 and OR 0.75, CI 0.69-0.80, respectively). Although rural patients had 17% lower odds of My HealtheVet adoption compared with urban patients (OR 0.83, 95% CI 0.80-0.87), they were more likely to engage in Clinical Video Telehealth and dual use (OR 2.45, 95% CI 1.95-3.09 for Clinical Video Telehealth and OR 2.11, 95% CI 1.81-2.47 for dual use).</td>
              </tr>
              <tr valign="top">
                <td>Ancker, 2019 [<xref ref-type="bibr" rid="ref34">34</xref>]</td>
                <td>United States</td>
                <td>Blood glucose flow sheet (EpicCare and Weill Cornell Connect portal)</td>
                <td>Observational, hypothesis testing</td>
                <td>53 patients</td>
                <td>Pregnant patients: Uploaders were similar to the comparison group in terms of race, ethnicity, age, and socioeconomic status. Uploaders had more clinical encounters and portal logins before initial data upload, earlier establishment of patient portal accounts, and worse baseline blood pressure.<break/>30 chronic disease patients: Uploaders were more likely to be Asian-American and younger, but the groups did not have other significant demographic differences.</td>
              </tr>
              <tr valign="top">
                <td>Chan, 2018 [<xref ref-type="bibr" rid="ref18">18</xref>]</td>
                <td>United States</td>
                <td>MyChart (EpicCare, Verona, WI)</td>
                <td>Descriptive, quantitative</td>
                <td>17,699 patients</td>
                <td>Positive associations between portal use and being aged 50-74 years, White, privately insured, English-speaking, and living outside San Francisco.</td>
              </tr>
              <tr valign="top">
                <td>Fiks, 2015 [<xref ref-type="bibr" rid="ref60">60</xref>]</td>
                <td>United States</td>
                <td>MyAsthma (Clinical interface in MyChart)</td>
                <td>RCT<sup>b</sup></td>
                <td>60 families of children</td>
                <td>Parents of children with moderate or severe asthma used the portal more frequently (75% were frequent users vs 47% were parents whose child had mild persistent asthma).</td>
              </tr>
              <tr valign="top">
                <td>Fiks, 2016 [<xref ref-type="bibr" rid="ref32">32</xref>]</td>
                <td>United States</td>
                <td>MyAsthma</td>
                <td>Descriptive, mixed methods</td>
                <td>237 families</td>
                <td>Users were more likely to have children aged 6-9 years (<italic>P</italic>=.009), be White (<italic>P</italic>&#60;.001), be privately insured (<italic>P</italic>&#60;.001), have mild persistent or moderate or severe persistent asthma (<italic>P</italic>=.002), be on an asthma controller medication (<italic>P</italic>&#60;.001), and be receiving a greater number of asthma medications at baseline on average than nonusers (<italic>P</italic>&#60;.001). Those with persistent asthma were twice as likely to use the portal versus those with intermittent asthma (2.37% vs 1.25% at hospital practices where these data were available; <italic>P</italic>&#60;.001). Sustained portal users were more likely than one-time users to be Hispanic (<italic>P</italic>=.02), have private insurance (<italic>P</italic>=.02), and be from the Northeast (<italic>P</italic>=.001). Sustained use parents had higher educational levels (<italic>P</italic>=.002).<break/>Positively associated with portal adoption in multivariable logistic regression: receipt of a controller medication at baseline (OR 2.0, 95% CI 1.5-2.7), private insurance (OR 2.0, 95% CI 1.3-3.1), lower child age (OR 1.4, 95% CI 1.1-1.9), and greater asthma severity (OR 1.9, 95% CI 1.2-3.0 for mild and OR 1.9, 95% CI 1.0-3.5 for moderate or severe persistent vs intermittent).</td>
              </tr>
              <tr valign="top">
                <td>Foster, 2019 [<xref ref-type="bibr" rid="ref43">43</xref>]</td>
                <td>United States</td>
                <td>Epic MyChart</td>
                <td>Observational, hypothesis testing</td>
                <td>208,635 tests</td>
                <td>Females (5546/13,149, 42.18%) were significantly more likely to activate the portal than males (3897/12,212, 31.91%; <italic>P</italic>&#60;.001). Activation rates were highest for Asian (262/451, 58.1%) and White individuals (8155/20,637, 39.52%) and lower for African American/Black (491/2254, 21.78%; <italic>P</italic>&#60;.001 compared with White), Hispanic/Latino (333/1257, 26.49%; <italic>P</italic>&#60;.001 compared with White), and other individuals (241/762, 31.6%; <italic>P</italic>&#60;.001 compared with White). The activation rate for patients aged 18-70 years was 41.61% (7593/18,246). The overall pattern of radiologic image viewing with respect to age and gender showed similar trends to those described for laboratory testing.</td>
              </tr>
              <tr valign="top">
                <td>Gordon, 2016 [<xref ref-type="bibr" rid="ref20">20</xref>]</td>
                <td>United States</td>
                <td>Kaiser Permanente Northern California patient portal</td>
                <td>Observational, hypothesis testing/descriptive, quantitative</td>
                <td>231,082 patients/4980 patients</td>
                <td>Older seniors (aged 70-74 and 75-79 years) were significantly less likely than those aged 65-69 years to have registered, and to have used the patient portal to send a secure message, view laboratory test results online, or order prescription refills at least once by the end of the year. Slightly over 70% had been diagnosed with a chronic cardiovascular condition, and 90% reported taking at least one prescription medication for a chronic condition.</td>
              </tr>
              <tr valign="top">
                <td>Gossec, 2017 [<xref ref-type="bibr" rid="ref59">59</xref>]</td>
                <td>France</td>
                <td>Sanoia</td>
                <td>RCT</td>
                <td>320 patients</td>
                <td>In multivariate analyses, the only factor related to connecting more than twice to the platform was being a member of a patient association (OR 1.44, 95% CI 1.17-1.77; <italic>P</italic>&#60;.001). In the groups with high and low numbers of connections, the percentages of patient association members were 24.7% and 6.5%, respectively.</td>
              </tr>
              <tr valign="top">
                <td>Griffin, 2016 [<xref ref-type="bibr" rid="ref44">44</xref>]</td>
                <td>United States</td>
                <td>My UNC Chart</td>
                <td>Observational, hypothesis testing</td>
                <td>2975 patients</td>
                <td>Active users had a higher proportion of Caucasian patients, higher Charlson Comorbidity scores, and a higher proportion of patients admitted to an academic medical center than light users.</td>
              </tr>
              <tr valign="top">
                <td>Huang, 2019 [<xref ref-type="bibr" rid="ref45">45</xref>]</td>
                <td>United States</td>
                <td>myPennMedicine (branded version of Epic MyChart)</td>
                <td>Observational, hypothesis testing</td>
                <td>10,000 patients</td>
                <td>Users were more likely to be younger (63.46 years [users] vs 66.08 years [nonusers]; <italic>P</italic>&#60;.001) and have higher income (US $74,172 [users] vs US $62,940 [nonusers]; <italic>P</italic>&#60;.001) than nonusers. The percentage of White race was substantially higher among users (72.77% [4317/5932] [users] vs 52.58% [2139/4068] [nonusers]; <italic>P</italic>&#60;.001). For users, the percentage of payments by commercial insurance was higher (60.99% [3618/5932] [users] vs 40.12% [1632/4068] [nonusers]; <italic>P</italic>&#60;.001) and the percentage of payments by Medicare or Medicaid was lower (Medicare: 34.91% [2071/5932] [users] vs 48.72% [1982/4068] [nonusers]; <italic>P</italic>&#60;.001; and Medicaid: 3.49% [207/5932] [users] vs 10.08% [410/4068] [nonusers]; <italic>P</italic>&#60;.001). The difference in sex between users and nonusers was not statistically significant. No significant difference was found in any provider-level characteristic between the two groups.</td>
              </tr>
              <tr valign="top">
                <td>Jhamb, 2015 [<xref ref-type="bibr" rid="ref46">46</xref>]</td>
                <td>United States</td>
                <td>Free patient portal tethered to an ambulatory EHR<sup>c</sup></td>
                <td>Observational, hypothesis testing</td>
                <td>1098 patients</td>
                <td>Users were younger and more likely to be non-Black, be married, have private insurance, and have higher neighborhood median household income. Users were less likely to have diabetes, coronary artery disease, or congestive heart failure, but were more likely to have had a kidney transplant. Older age, Black race, unmarried status, Medicaid or Medicare insurance (vs private), and lower neighborhood median household income were associated with not using the portal.</td>
              </tr>
              <tr valign="top">
                <td>Kipping, 2016 [<xref ref-type="bibr" rid="ref35">35</xref>]</td>
                <td>Canada</td>
                <td>Ontario Shores HealthCheck Patient Portal</td>
                <td>Observational, hypothesis testing</td>
                <td>91 patients</td>
                <td>A similar proportion of patients (1756/3158, 55.6%) and portal users (266/432, 61.6%) were female. Age distribution was relatively similar. The majority of users were between 25 and 34 years.</td>
              </tr>
              <tr valign="top">
                <td>Krist, 2014 [<xref ref-type="bibr" rid="ref33">33</xref>]</td>
                <td>United States</td>
                <td>AllscriptsTouchworks EHR</td>
                <td>Descriptive, mixed methods</td>
                <td>112,893 patients</td>
                <td>Older patients were more likely to create a PHR<sup>d</sup> account as they had chronic conditions.</td>
              </tr>
              <tr valign="top">
                <td>Laranjo, 2017 [<xref ref-type="bibr" rid="ref22">22</xref>]</td>
                <td>Australia</td>
                <td>Portuguese National patient portal</td>
                <td>Descriptive, quantitative</td>
                <td>109,619 participants</td>
                <td>Geographic analysis revealed higher proportions of PHR adoption in urban centers when compared with rural noncoastal districts.</td>
              </tr>
              <tr valign="top">
                <td>Lau, 2014 [<xref ref-type="bibr" rid="ref36">36</xref>]</td>
                <td>Canada</td>
                <td>BCDiabetes.ca</td>
                <td>Observational, hypothesis testing</td>
                <td>1957 patients</td>
                <td>Users tended to be younger (mean difference of 4.28 years; <italic>P</italic>=.06), have lower baseline HbA<sub>1c</sub> (mean difference of 0.89%; <italic>P</italic>&#60;.01), and have higher baseline weight (mean difference of 7.53 kg; <italic>P</italic>=.06) than nonusers. There was no difference in gender or total follow-up time. Follow-up HbA<sub>1c</sub> levels tended to be lower in users than nonusers (mean difference of 0.75%; <italic>P</italic>&#60;.01), and users were significantly more likely to have HbA<sub>1c</sub> of 7% at their last follow-up visit (<italic>P</italic>=.01). No significant differences in LDL<sup>e</sup> and SBP<sup>f</sup> were observed between users and nonusers at initial visits and follow-up visits.</td>
              </tr>
              <tr valign="top">
                <td>Manard, 2016 [<xref ref-type="bibr" rid="ref37">37</xref>]</td>
                <td>United States</td>
                <td>Online patient portal</td>
                <td>Observational, hypothesis testing</td>
                <td>1571 patients</td>
                <td>Users were significantly younger (<italic>P</italic>&#60;.001), more often White (<italic>P</italic>&#60;.001), and more often married (<italic>P</italic>&#60;.001) than nonusers. Users were significantly from upper-middle to the highest socioeconomic status compared with nonusers (<italic>P</italic>&#60;.001). Portal use was more common among FM<sup>g</sup> patients than GIM<sup>h</sup> patients (<italic>P</italic>&#60;.001), and users were more often high health care utilizers (<italic>P</italic>&#60;.02). Portal use was less common among current smokers (<italic>P</italic>&#60;.001). Users were more likely to have depression (<italic>P</italic>&#60;.01) and lower comorbidity scores (<italic>P</italic>&#60;.001).</td>
              </tr>
              <tr valign="top">
                <td>Mishra, 2019 [<xref ref-type="bibr" rid="ref23">23</xref>]</td>
                <td>United States</td>
                <td>OpenNotes within the HealtheLife patient portal</td>
                <td>Descriptive, quantitative</td>
                <td>1487 patients</td>
                <td>Overall, 90% (n=784) were above 30 years, with 8% between 18 and 29 years; 40% were above 60 years; and 50% were between 30 and 59 years. One participant stated accessing the portal for a minor and another as a family surrogate. Moreover, 92% (n=797) had a college degree or greater, 24% (n=205) had a graduate degree, and 1% (n=12) had less than 12th grade education. Individuals in the 18-29 and &#62;60 years groups were more likely to find the notes helpful. Greater note comprehension was correlated with greater education. Noncollege participants were more likely to access notes “many times” than college participants (<italic>P</italic>=.02).</td>
              </tr>
              <tr valign="top">
                <td>North, 2014 [<xref ref-type="bibr" rid="ref38">38</xref>]</td>
                <td>United States</td>
                <td>Mayo Clinic Health System</td>
                <td>Observational, hypothesis testing</td>
                <td>2357 primary care patients</td>
                <td>The majority of patients sending messages were female, were White, lived locally, and were employed by the Mayo Clinic.</td>
              </tr>
              <tr valign="top">
                <td>Plate, 2019 [<xref ref-type="bibr" rid="ref39">39</xref>]</td>
                <td>United States</td>
                <td>MyChart; Epic Systems Corporation</td>
                <td>Observational, hypothesis testing</td>
                <td>6426 patients</td>
                <td>Overall, 4623 people registered on MyChart logged into the patient portal at least once within 1 year from surgery, and 1803 (28%) patients were not registered users. Active users were significantly more likely to be young, have a healthy ASA<sup>i</sup> score (ASA 1 or 2), be Caucasian, be married, be employed, be privately insured, and be discharged to home. Patients not using MyChart had a higher ASA score (ASA 3 or 4) and were more likely to be African American, unmarried, and unemployed. Patients without MyChart were more likely to have Medicare or Medicaid insurance and be discharged to a skilled nursing facility.</td>
              </tr>
              <tr valign="top">
                <td>Portz, 2019 [<xref ref-type="bibr" rid="ref52">52</xref>]</td>
                <td>United States</td>
                <td>My Health Manager (Kaiser Permanente Colorado patient portal)</td>
                <td>Qualitative descriptive study</td>
                <td>24 patients</td>
                <td>The mean age was 78 years. Patients were primarily White (12, 80%) and women (12, 80%). Education: high school graduate, 1 (7%); some college graduate, 7 (47%); and college graduate, 7 (47%). Income: &#60;US $30,000, 2 (13%); US $30,000-49,999, 7 (47%); US $50,000-74,999, 2 (13%); &#62;US $75,000, 2 (13%); chose not to answer, 2 (13%).</td>
              </tr>
              <tr valign="top">
                <td>Powell, 2018 [<xref ref-type="bibr" rid="ref40">40</xref>]</td>
                <td>United States</td>
                <td>FollowMyHealth portal</td>
                <td>Observational, hypothesis testing</td>
                <td>500 patients</td>
                <td>No significant relationship between the number of logins and any of the demographic variables; however, when those with zero logins were removed from the model, age, distance separating the patient from his or her provider, and having a diagnosis of heart failure were all significant predictors of portal use (<italic>P</italic>&#60;.05).</td>
              </tr>
              <tr valign="top">
                <td>Price-Haywood, 2017 [<xref ref-type="bibr" rid="ref25">25</xref>]</td>
                <td>United States</td>
                <td>MyOchsner patient portals (Epic System), wearable technology, smartphone mobile apps</td>
                <td>Descriptive, quantitative</td>
                <td>247 patients</td>
                <td>Portal users had higher levels of education, lower rates of inadequate health literacy, and higher rates of using the internet and having an interest in websites or smartphone apps for tracking health. The odds of portal use increased with total eHEALS scores (health literacy scale) and decreased among Black patients.</td>
              </tr>
              <tr valign="top">
                <td>Riippa, 2014 [<xref ref-type="bibr" rid="ref56">56</xref>]</td>
                <td>Finland</td>
                <td>No specific portal</td>
                <td>Interventional, other than RCT</td>
                <td>876 patients</td>
                <td>Patients with a severe diagnosis during the intervention showed the greatest positive change in patient activation (mean change 5.4, SD 8.4). Patients diagnosed 1-2 years ago (mean change 2.3, SD 15.7) and patients with no severe diagnoses (mean change 1.6, SD 13.1) showed a positive change in patient activation.</td>
              </tr>
              <tr valign="top">
                <td>Ronda, 2014 [<xref ref-type="bibr" rid="ref26">26</xref>]</td>
                <td>Netherlands</td>
                <td>Digitaal Logboek</td>
                <td>Descriptive, quantitative</td>
                <td>1390 patients</td>
                <td>Multivariable analysis showed that increasing age and smoking were associated with not using the portal. A higher educational level, treatment by an internist, using insulin, polypharmacy, better diabetes knowledge, and more hyperglycemic episodes were less likely to be associated with not using the portal.</td>
              </tr>
              <tr valign="top">
                <td>Smith, 2015 [<xref ref-type="bibr" rid="ref27">27</xref>]</td>
                <td>United States</td>
                <td>EpicCare</td>
                <td>Descriptive, quantitative</td>
                <td>534 patients</td>
                <td>Significant predictors of registering were as follows: gender (male 65.3% vs female 55.1%), race (White 71.7% vs African American 27.7% vs “other” races 41.7%), education (more educated people were more likely to register), number of chronic conditions (70.9% with zero conditions, 63.2% with one condition, and 50.0% with two or more conditions), health literacy (adequate 72.7% vs marginal 46.4% vs limited health literacy 21.7%).</td>
              </tr>
              <tr valign="top">
                <td>Sun, 2019 [<xref ref-type="bibr" rid="ref41">41</xref>]</td>
                <td>United States</td>
                <td>Epic’s personal health record system</td>
                <td>Observational, hypothesis testing</td>
                <td>38,399 patients</td>
                <td>Almost one-third of patients (n=12,615; 32.9%, 95% CI 32.38%-33.32%) had used the portal for a mean of 2.5 (SD 1.9) years prior to the study period. Portal use was higher on weekdays (<italic>P</italic>&#60;.001). An increase in portal use was observed in response to email reminders. A nonlinear relationship between age and portal use was observed and depended on several other predictors (<italic>P</italic>&#60;.05). Patients living in more rural areas with low income were at lower odds to use the portal (<italic>P</italic>=.02), and this finding also applied to non‐Whites with low income (<italic>P</italic>&#60;.001). More chronic conditions and a higher initial HbA<sub>1c</sub> value were associated with portal use (<italic>P</italic>=.01).</td>
              </tr>
              <tr valign="top">
                <td>Tsai, 2019 [<xref ref-type="bibr" rid="ref28">28</xref>]</td>
                <td>United States</td>
                <td>Epic’s personal health record system</td>
                <td>Descriptive, quantitative</td>
                <td>109,200 patients</td>
                <td>Active portal users were on average older (49.45 vs 46.22 years) and frequently female (62.59% vs 54.91%). Both the differences in mean age (<italic>P</italic>=.008) and gender (<italic>P</italic>=.04) were significant. There was a bimodal peak in terms of active users, with active users more likely to be in their 30s and 60s. The difference among age groups was significant (<italic>P</italic>&#60;.001). Differences in racial composition, insurance, and language were not significant.</td>
              </tr>
              <tr valign="top">
                <td>Van der Vaart, 2014 [<xref ref-type="bibr" rid="ref57">57</xref>]</td>
                <td>Netherlands</td>
                <td>Medisch Spectrum Twente</td>
                <td>Interventional, other than RCT</td>
                <td>360 patients</td>
                <td>Univariate analyses showed that age, marital status, education level, employment, health literacy, and internet-related characteristics were significantly related to portal use. Nonusers were more often older, single, lower educated, and unemployed. Respondents with higher health literacy were more inclined to login on the portal, and respondents who used the internet more often had more years of experience and perceived their own skills as better.</td>
              </tr>
              <tr valign="top">
                <td>Wade-Vuturo, 2013 [<xref ref-type="bibr" rid="ref8">8</xref>]</td>
                <td>United States</td>
                <td>MyHealthAtVanderbilt patient portal</td>
                <td>Descriptive, quantitative</td>
                <td>54 patients</td>
                <td>Participant age, gender, race, income, and education level were not associated with using SM<sup>j</sup> to send a message to a provider for any reason or using SM to schedule an appointment.</td>
              </tr>
              <tr valign="top">
                <td>Wallace, 2016 [<xref ref-type="bibr" rid="ref58">58</xref>]</td>
                <td>United States</td>
                <td>MyChart by Epic health record system</td>
                <td>Interventional, other than RCT</td>
                <td>36,549 patients</td>
                <td>Men, non-White patients, and Hispanic patients were significantly less likely to login once, 2 to 23 times, or 24 times than women, White patients, or non-Hispanic patients. Patients with public insurance were less likely to login than those with private insurance across all MyChart usage categories. Patients with income levels 100% of the FPL<sup>k</sup> were more likely to login one time than those below the FPL level.</td>
              </tr>
              <tr valign="top">
                <td>Wedd, 2019 [<xref ref-type="bibr" rid="ref30">30</xref>]</td>
                <td>United States</td>
                <td>Unspecified patient portal</td>
                <td>Descriptive, quantitative</td>
                <td>710 patients</td>
                <td>Black patients were less likely to use the portal vs White patients among both kidney (Black 57% vs White 74%) and liver (Black 28% vs White 55%) transplant recipients. In adjusted multivariable analyses, kidney transplant recipients were more likely to use the portal if they had higher education. Among liver recipients, patients who were White and had higher education were more likely to use the portal.</td>
              </tr>
              <tr valign="top">
                <td>Zhong, 2018 [<xref ref-type="bibr" rid="ref42">42</xref>]</td>
                <td>United States</td>
                <td>MyUFHealth (also known as MyChart by Epic)</td>
                <td>Observational, hypothesis testing</td>
                <td>15,659 nonusers and 5494 users</td>
                <td>The user group comprised 53.1% patients with more than four chronic problems (vs 40.2% of the matched nonuser group), and had more patients bearing 10 or more chronic problems (18.2% vs 12.2%). Individuals enrolled in the patient portal were mostly middle aged (31-64 years) and female. Married patients were more likely to adopt the portal. Medicare and Medicaid patients, and Black or African American patients were less likely to be adopters. Portal adoption was also associated with the baseline number of active medical problems (<italic>P</italic>&#60;.05).</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table3fn1">
              <p><sup>a</sup>OR: odds ratio.</p>
            </fn>
            <fn id="table3fn2">
              <p><sup>b</sup>RCT: randomized controlled trial.</p>
            </fn>
            <fn id="table3fn3">
              <p><sup>c</sup>EHR: electronic health record.</p>
            </fn>
            <fn id="table3fn4">
              <p><sup>d</sup>PHR: personal health record.</p>
            </fn>
            <fn id="table3fn5">
              <p><sup>e</sup>LDL: low-density lipoprotein.</p>
            </fn>
            <fn id="table3fn6">
              <p><sup>f</sup>SBP: systolic blood pressure.</p>
            </fn>
            <fn id="table3fn7">
              <p><sup>g</sup>FM: family medicine.</p>
            </fn>
            <fn id="table3fn8">
              <p><sup>h</sup>GIM: general internal medicine.</p>
            </fn>
            <fn id="table3fn9">
              <p><sup>i</sup>ASA: American Society of Anesthesiology.</p>
            </fn>
            <fn id="table3fn10">
              <p><sup>j</sup>SM: secure messaging.</p>
            </fn>
            <fn id="table3fn11">
              <p><sup>k</sup>FPL: federal poverty level.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>In terms of age, results were not homogeneous. Higher use in older patients (aged &#62;50 years) was described in four studies [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref33">33</xref>]. In a middle age and elderly cohort, the mean age of users was significantly lower [<xref ref-type="bibr" rid="ref45">45</xref>]. On the other hand, younger patients were also the major users in disease/specialty-specific cohorts [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref46">46</xref>].</p>
        <p>A total of 19 studies mentioned the origin and ethnicity of users [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref30">30</xref>-<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref37">37</xref>-<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref42">42</xref>-<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref58">58</xref>]. White patients were usually the most likely to use the portals described in the different studies [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref30">30</xref>-<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref43">43</xref>,<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref52">52</xref>]. Two studies found no significant association between ethnicity and portal use [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref28">28</xref>].</p>
        <p>Most of the articles found a positive association between female gender and portal use [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref43">43</xref>,<xref ref-type="bibr" rid="ref58">58</xref>]. Only one study, conversely, found male gender to be a predictor of registering [<xref ref-type="bibr" rid="ref27">27</xref>]. No statistically significant association between sex and user/nonuser status was found in two articles [<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref45">45</xref>].</p>
        <p>In a cohort of patients with mental disorders, having schizophrenia or schizoaffective disorders was negatively associated with portal use [<xref ref-type="bibr" rid="ref31">31</xref>]. Instead, depression was positively associated [<xref ref-type="bibr" rid="ref37">37</xref>]. Moderate or severe asthma was more linked to portal use [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref60">60</xref>]. Moreover, having a diagnosis of diabetes, hypertension, heart failure, or cardiovascular disease was a significant predictor of portal use [<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref40">40</xref>], with one exception [<xref ref-type="bibr" rid="ref46">46</xref>]. On the other hand, there were contrasting results concerning the association between the number of comorbidities and portal use [<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref41">41</xref>,<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref44">44</xref>].</p>
        <p>People living in rural areas were less likely to use patient portals than urban citizens in three studies [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref41">41</xref>], while higher education levels were often related to broader use of portals [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref25">25</xref>-<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref57">57</xref>]. Only one study showed no significant association [<xref ref-type="bibr" rid="ref8">8</xref>]. Higher income was also generally associated with portal use [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref58">58</xref>]. Only one study found no association between income and the use of secure messages [<xref ref-type="bibr" rid="ref8">8</xref>].</p>
        <p>Studies conducted in the United States showed that having a private insurance was positively associated with portal use [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref58">58</xref>], with only one study reporting the absence of this association [<xref ref-type="bibr" rid="ref28">28</xref>].</p>
        <p>Other patient characteristics positively associated with portal use were being a member of a patient association [<xref ref-type="bibr" rid="ref59">59</xref>] and being admitted to an academic medical center [<xref ref-type="bibr" rid="ref44">44</xref>].</p>
      </sec>
      <sec>
        <title>Attitudes and Satisfaction</title>
        <p>Patient attitudes were evaluated in terms of perceived barriers and facilitators toward portal use. The overall satisfaction was also assessed, and it refers to the extent to which the patient is content about health care. Thirty articles addressed these topics (<xref ref-type="supplementary-material" rid="app4">Multimedia Appendix 4</xref>).</p>
        <p>Nine articles clearly addressed the barriers to portal use. Some of the main issues were related to perceived or preconceived security concerns [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref48">48</xref>], limited knowledge [<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref51">51</xref>], satisfaction with current care [<xref ref-type="bibr" rid="ref51">51</xref>], paying for the service [<xref ref-type="bibr" rid="ref54">54</xref>], disinterest in managing one’s own disease [<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref57">57</xref>], personal/time constraints and not thinking about accessing the portal [<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref61">61</xref>], doubts about the reliability of the patient portal to facilitate a timely and productive message exchange with providers [<xref ref-type="bibr" rid="ref8">8</xref>], and prior negative experiences with secure messaging [<xref ref-type="bibr" rid="ref8">8</xref>]. Other barriers were related to population characteristics, such as being a clinician older than 55 years or younger than 35 years and being male [<xref ref-type="bibr" rid="ref33">33</xref>], and variation in provider availability for online appointment scheduling and response times to medical messages [<xref ref-type="bibr" rid="ref25">25</xref>]. Limited computer and internet access [<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref57">57</xref>], knowledge of technology [<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref57">57</xref>], security concerns [<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref48">48</xref>], and data integration [<xref ref-type="bibr" rid="ref48">48</xref>] were also negative predictors of portal use.</p>
        <p>On the other hand, nine articles specified the elements that facilitated portal use, including improved communication with specialists [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref60">60</xref>]; availability of information that led to an increased awareness of the health status [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref60">60</xref>] and tracking of disease control [<xref ref-type="bibr" rid="ref32">32</xref>]; time-saving, convenient, and easy to use elements [<xref ref-type="bibr" rid="ref19">19</xref>]; accuracy, timeliness, usefulness, and convenience of the functionalities included in the portal [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref50">50</xref>]; availability of surrogates (ie, daughter or family member) to act as intermediaries [<xref ref-type="bibr" rid="ref51">51</xref>]; active involvement of the practice/staff in the promotion of the portal (ie, team approach strategy to engage staff in notifying patients) [<xref ref-type="bibr" rid="ref33">33</xref>]; and active training of the patient for portal use [<xref ref-type="bibr" rid="ref61">61</xref>]. Concerning satisfaction, patients were generally satisfied with the portals [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref59">59</xref>-<xref ref-type="bibr" rid="ref61">61</xref>].</p>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <p>Due to the considerable amount of literature published on the topic of patient portals, the aim of this review was to provide evidence and to gather information systematically. Similar to the review published in 2013 by Goldzweig et al [<xref ref-type="bibr" rid="ref4">4</xref>], the outcomes were grouped into four aspects, namely, health outcomes and adherence, health care efficiency, patient characteristics, and attitudes and satisfaction, and showed nonunique results in terms of benefits brought by patient portals concerning patient experience and health. The functionalities available in the portals described by Goldzweig et al and our review were likewise the same.</p>
      <p>Positive results were described relating to the enhancement of preventive behaviors [<xref ref-type="bibr" rid="ref45">45</xref>], changes in chronic condition control with higher control of diabetes parameters [<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref36">36</xref>], and asthma flares [<xref ref-type="bibr" rid="ref60">60</xref>]. However, conflicting results were described concerning blood pressure control [<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref37">37</xref>], mental health conditions [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref55">55</xref>], and medication adherence [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref57">57</xref>]. A possible explanation of these results is that these particular studies involved patients (often with a low sample size) who utilized portals for a short period of time, preventing them from having a possible consistent outcome. Similarly, concerning health outcomes, Goldzweig et al found generally positive results, which documented improvement in patients’ disease control and maintenance [<xref ref-type="bibr" rid="ref4">4</xref>], even though many of the included studies in our review did not find a significant difference between portal users and nonusers. Adherence to therapy was always improved [<xref ref-type="bibr" rid="ref4">4</xref>] similar to that in this review.</p>
      <p>The number of clinical and ED visits [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref60">60</xref>] and hospital readmissions [<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref60">60</xref>] did not always decline in patients using portals. The number of missed appointments decreased [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref42">42</xref>], but this finding was not always significant [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref42">42</xref>]. The nondeclining trends of hospitalizations and outpatient visits as a consequence of portal use are concordant in the two studies, although different findings were described. Indeed, different from our review, in which we found more often a decrease in the utilization of in-person services, the review by Goldzweig et al reported that most of the studies found an increased number of outpatient visits and hospitalizations. As patient portals are normally designed to reduce inappropriate health care utilization, this might be partially explained by the fact that provider and patient adaptations to the patient portals have evolved over time.</p>
      <p>The studies differed also in terms of the population included, with conflicting results in portal adoption and age, gender, ethnicity, kind of disease, and number of comorbidities. Generally, having a higher income [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref58">58</xref>] and having a private insurance were associated with increased portal use [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref58">58</xref>].</p>
      <p>The main barriers faced in using the portals were (1) user-related issues, such as time constraints [<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref61">61</xref>], disinterest in managing the disease [<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref57">57</xref>], and limited digital knowledge [<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref51">51</xref>]; (2) clinician-related issues, such as age [<xref ref-type="bibr" rid="ref33">33</xref>] and attitude toward the portal [<xref ref-type="bibr" rid="ref33">33</xref>]; and (3) technology-related issues, such as limited internet access [<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref57">57</xref>] or ability to use technology [<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref57">57</xref>] and security concerns [<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref48">48</xref>]. Privacy and security concerns, and ability to use technological appliances and systems were the most important barriers to utilization described in the studies retrieved by Goldzweig et al [<xref ref-type="bibr" rid="ref4">4</xref>]. Indeed, other recent reviews on patient attitudes highlighted that privacy and security problems are the main barriers to the use of patient portals. These barriers are as evident in elderly patients (in whom there is also a limitation of portal use related to age) as in younger patients [<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref63">63</xref>]. Moreover, technical problems due to patient capacity and difficulties in using the portal also represent important barriers. Thus, correct and adequate information on safety issues and education on the technical use of the portal represent the best facilitators. Furthermore, engaging patients and making them realize that the portal represents a useful tool to support the management of their pathology (especially for chronic diseases) without replacing the doctor-patient relationship are important to encourage the use of digital portals [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref64">64</xref>]. In addition, technical improvements in the usability of portals could increase patient enrollment.</p>
      <p>Security problems are complex issues that must be considered in any part of medical care. The use of information technologies in health care that can be accessed by multiple types of users (physician, patient, caregiver, and hospital administrative staff) represents the basis of the discussion about computer security [<xref ref-type="bibr" rid="ref65">65</xref>]. Indeed, uncertainties about security of clinical data might hinder adoption of systems by both hospitals and patients [<xref ref-type="bibr" rid="ref48">48</xref>]. Patients expressed concern about their privacy and the privacy of their family members, and asked for further information about confidentiality, as vulnerable data might be accessed by external providers, such as insurance providers, who are the main actors of health care access in many countries [<xref ref-type="bibr" rid="ref47">47</xref>].</p>
      <p>The facilitators retrieved were the prompt availability of health information that caused an increase in the awareness of the health status [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref60">60</xref>], improved communication with health care professionals [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref60">60</xref>], and the accuracy, timeliness, usefulness, and convenience of the functionalities included in the portal [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref50">50</xref>]. In this latter argument, some functionalities of the portal were found to be more useful than others, including laboratory tests and imaging [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref24">24</xref>,<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref43">43</xref>,<xref ref-type="bibr" rid="ref52">52</xref>], medical notes [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref26">26</xref>], messaging with providers [<xref ref-type="bibr" rid="ref52">52</xref>], medication refill [<xref ref-type="bibr" rid="ref52">52</xref>], and current medication list [<xref ref-type="bibr" rid="ref29">29</xref>]. Generally and as observed by Goldzweig et al [<xref ref-type="bibr" rid="ref4">4</xref>], patients declared being satisfied with the use of digital tools [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref59">59</xref>-<xref ref-type="bibr" rid="ref61">61</xref>].</p>
      <p>Despite the considerable number of studies included, the high heterogeneity in terms of outcomes and described portal functionalities did not allow us to perform meta-analyses and to draw generalizable and strong conclusions concerning the utility of the unique features of the portals.</p>
      <p>Technological and digital innovations in health care could contribute to achieving the health system goals of equity, efficiency, accessibility, quality, and sustainability, if they are purposefully designed and cost-effectively implemented. When designing a new patient portal or a new functionality, developers and providers should always consider to which health care need they are trying to respond and if other nondigital interventions may be more effective or as effective at a lower cost.</p>
      <p>Moreover, the adoption of a new technology is a complex process, depending on the content and the context in which it is introduced. As an example, our review demonstrated that it is feasible to achieve better medication adherence in chronic disease patients through portal use, and highlighted the main facilitators (eg, prompt availability of reliable information and accessibility of communication with disease specialists) and barriers (eg, security and usability concerns, and limited digital knowledge) to portal use. Keeping in mind these contextual factors could ease the difficult task of identifying the best digital tool for a specific population.</p>
      <p>Before designing or implementing a new tool, it can be useful to analyze the ideal conditions needed for the adaptation, transfer, absorption, up-scaling, and enhancement of digital technologies. By ideal conditions, we basically mean a situation where the new technology has demonstrated effectiveness in trials or pilots, the provider is committed to guarantee continuous improvement in user accessibility and usability, and the main barriers in the target population are given due consideration. In the absence of these conditions, satisfactory results may be difficult to reach or may take many years to be observed.</p>
      <p>The benefits of digitalization cannot be taken for granted and the use of technology does not always lead to an improvement in patient care and health system performance; thus, there is a need for evidence, which is, to date, scarce. The identification of a set of main features with proven efficacy for a patient portal is a useful starting point for the development and implementation of patient-oriented portals. Further studies should be conducted in different aspects of digitalization in health care. None of the studies retrieved analyzed the cost-effectiveness of portal use. Similarly, none of the studies compared the portals to each other, which could be interesting to point out the best practices and features.</p>
      <p>Even though a patient portal is not a new concept, its real utilization and implementation are still far from optimal, and it seem to be still considered a “future technology.” It is important to adapt the portal functions to the needs and capacities of patients, in order to facilitate the use of this technology and improve its dissemination. In particular, overcoming ethnic and literacy barriers to portal use represents a fundamental goal to create more equitable, effective, and safe health care systems.</p>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>Search string.</p>
        <media xlink:href="jmir_v23i9e26189_app1.docx" xlink:title="DOCX File , 12 KB"/>
      </supplementary-material>
      <supplementary-material id="app2">
        <label>Multimedia Appendix 2</label>
        <p>Functions and details of patient portals.</p>
        <media xlink:href="jmir_v23i9e26189_app2.docx" xlink:title="DOCX File , 25 KB"/>
      </supplementary-material>
      <supplementary-material id="app3">
        <label>Multimedia Appendix 3</label>
        <p>Qualitative descriptions of the portals and/or features studied in the included articles.</p>
        <media xlink:href="jmir_v23i9e26189_app3.docx" xlink:title="DOCX File , 30 KB"/>
      </supplementary-material>
      <supplementary-material id="app4">
        <label>Multimedia Appendix 4</label>
        <p>Summary of the findings on patient attitudes and satisfaction.</p>
        <media xlink:href="jmir_v23i9e26189_app4.docx" xlink:title="DOCX File , 27 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">ED</term>
          <def>
            <p>emergency department</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">EMR</term>
          <def>
            <p>electronic medical record</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">ER</term>
          <def>
            <p>emergency room</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">RCT</term>
          <def>
            <p>randomized controlled trial</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <fn-group>
      <fn fn-type="con">
        <p>All authors contributed to the study conception and design. Material preparation and data collection were performed by EC, LV, AMP, AG, and AB. EC and LV screened the articles, with any disagreement finally discussed and resolved with AMP. The first draft of the manuscript was written by EC, LV, AMP, AG, and AB. WR and SB commented on the latest version of the manuscript. WR and SB supervised the study. All authors read and approved the final manuscript.</p>
      </fn>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
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