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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JMU</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIR Mhealth Uhealth</journal-id>
      <journal-title>JMIR mHealth and uHealth</journal-title>
      <issn pub-type="epub">2291-5222</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">v8i4e15446</article-id>
      <article-id pub-id-type="pmid">32267239</article-id>
      <article-id pub-id-type="doi">10.2196/15446</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>Improving Engagement Among Patients With Chronic Cardiometabolic Conditions Using mHealth: Critical Review of Reviews</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Eysenbach</surname>
            <given-names>Gunther</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Anderson</surname>
            <given-names>Martin</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Iyawa</surname>
            <given-names>Gloria Ejehiohen</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Fatehi</surname>
            <given-names>Farhad</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Irizarry</surname>
            <given-names>Taya</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Cheikh-Moussa</surname>
            <given-names>Kamila</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-1561-6903</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author" corresp="yes" equal-contrib="yes">
          <name name-style="western">
            <surname>Mira</surname>
            <given-names>Jose Joaquin</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <address>
            <institution>Health Psychology Departament</institution>
            <institution>Miguel Hernández University</institution>
            <addr-line>University Avenue</addr-line>
            <addr-line>Edificio Altamira</addr-line>
            <addr-line>Elche, 03202</addr-line>
            <country>Spain</country>
            <phone>34 966658984</phone>
            <email>jose.mira@umh.es</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-6497-083X</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Orozco-Beltran</surname>
            <given-names>Domingo</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-8231-2635</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>University Hospital San Juan de Alicante</institution>
        <institution>The Foundation for the Promotion of Health and Biomedical Research</institution>
        <addr-line>San Juan de Alicante, Alicante</addr-line>
        <country>Spain</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Health Psychology Departament</institution>
        <institution>Miguel Hernández University</institution>
        <addr-line>Elche</addr-line>
        <country>Spain</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Clinical Medicine Department</institution>
        <institution>Miguel Hernández University</institution>
        <addr-line>San Juan de Alicante, Alicante</addr-line>
        <country>Spain</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Jose Joaquin Mira <email>jose.mira@umh.es</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <month>4</month>
        <year>2020</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>8</day>
        <month>4</month>
        <year>2020</year>
      </pub-date>
      <volume>8</volume>
      <issue>4</issue>
      <elocation-id>e15446</elocation-id>
      <history>
        <date date-type="received">
          <day>11</day>
          <month>7</month>
          <year>2019</year>
        </date>
        <date date-type="rev-request">
          <day>30</day>
          <month>9</month>
          <year>2019</year>
        </date>
        <date date-type="rev-recd">
          <day>24</day>
          <month>10</month>
          <year>2019</year>
        </date>
        <date date-type="accepted">
          <day>26</day>
          <month>1</month>
          <year>2020</year>
        </date>
      </history>
      <copyright-statement>©Kamila J Cheikh-Moussa, Jose Joaquin Mira, Domingo Orozco-Beltran. Originally published in JMIR mHealth and uHealth (http://mhealth.jmir.org), 08.04.2020.</copyright-statement>
      <copyright-year>2020</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR mHealth and uHealth, is properly cited. The complete bibliographic information, a link to the original publication on http://mhealth.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://mhealth.jmir.org/2020/4/e15446" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>The burden imposed by cardiometabolic diseases remains a principal health care system concern. Integration of mobile health (mHealth) interventions is helpful for telemonitoring of these patients, which enables patients to be more active and take part in their treatment, while being more conscious and gaining more control over the outcomes. However, little is known about the degree to which users engage, and the extent to which this interaction matches the usage pattern for which mHealth interventions were designed.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>The aim of this study was to describe the characteristics and results of studies on mHealth solutions that measured the effects of interventions with patient engagement in the context of chronic cardiometabolic diseases.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>A critical review of systematic reviews was conducted to recover data on interventions focused on the engagement of patients with chronic cardiometabolic diseases using mHealth technologies. Articles (from January 1, 2010) were searched in the Medlars Online International Literature Medline (Medline/Pubmed), Embase, Cochrane Library, PsycINFO, and Scielo databases. Only studies that quantified a measure of engagement by patients with cardiometabolic disease were included for analysis. The Critical Appraisal Skills Programme (CASP) was used to determine included studies considering the quality of the data provided. The Scottish Intercollegiate Guidelines Network (SIGN) checklist was used to assess the quality of the evidence according to the methodology used in the studies reviewed. Engagement was defined as the level of patient implication or participation in self-care interventions. Engagement measures included number of logs to the website or platform, frequency of usage, number of messages exchanged, and number of tasks completed.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>Initially, 638 papers were retrieved after applying the inclusion and exclusion criteria. Finally, only three systematic reviews measuring engagement were included in the analysis. No reviews applying a meta-analysis approach were found. The three review articles described the results of 10 clinical trials and feasibility studies that quantified engagement and met the inclusion criteria assessed through CASP. The sample size varied between 6 and 270 individuals, who were predominantly men. Cardiac disease was the principal target in the comparison of traditional and mHealth interventions for engagement improvement. The level of patient engagement with mHealth technologies varied between 50% and 97%, and technologies incorporating smartphones with a reminder function resulted in the highest level of engagement.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>mHealth interventions are an effective solution for improving engagement of patients with chronic cardiometabolic diseases. However, there is a need for advanced analysis and higher-quality studies focused on long-term engagement with specific interventions. The use of smartphones with a single app that includes a reminder function appears to result in  better improvement in active participation, leading to higher engagement among patients with cardiometabolic diseases.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>mHealth</kwd>
        <kwd>patients</kwd>
        <kwd>telemedicine</kwd>
        <kwd>engagement</kwd>
        <kwd>chronic disease</kwd>
        <kwd>cardiovascular disease</kwd>
        <kwd>diabetes</kwd>
        <kwd>obesity</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <p>Historically, patient engagement has been an essential factor to obtain better results and outcomes in health care interventions. A medical or health care service focuses on active participation of the patient during treatment to improve the outcome and enhance the patient’s health [<xref ref-type="bibr" rid="ref1">1</xref>-<xref ref-type="bibr" rid="ref4">4</xref>]. Such interventions further increase the patient’s awareness of taking more control over their health status, whereas traditional health care usually places the patient in a passive role during treatment. Recent studies have shown that higher patient engagement levels can be achieved using novel technological solutions such as mobile apps and e-devices [<xref ref-type="bibr" rid="ref5">5</xref>-<xref ref-type="bibr" rid="ref10">10</xref>]. Patient engagement is particularly relevant in cases of chronic diseases in which the outcome of the intervention largely depends on lifestyle choices and self-care capacity, along with the manner in which that patients cope with their daily lives.</p>
      </sec>
      <sec>
        <title>Mobile Health in Chronic Cardiometabolic Diseases</title>
        <p>Mobile health (mHealth) technologies such as the use of mobile phones and other wireless technologies in medical care can empower patients, with promising possibilities for optimizing health systems, enhancing health and care outcomes, and reducing resource consumption [<xref ref-type="bibr" rid="ref11">11</xref>]. The use of mHealth technologies is starting to become more widespread in the case of cardiometabolic diseases (diabetes, coronary diseases, and obesity), which remain top priorities and principal concerns of all health care systems [<xref ref-type="bibr" rid="ref12">12</xref>-<xref ref-type="bibr" rid="ref14">14</xref>]. Indeed, recent studies have shown better clinical indicators, more healthy behaviors, and greater use of preventive behaviors among patients that are motivated by participation in their own health care [<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref16">16</xref>].</p>
        <p>The integration of virtual telemonitoring interventions [<xref ref-type="bibr" rid="ref3">3</xref>,<xref ref-type="bibr" rid="ref4">4</xref>] meets the challenge of ensuring the adequate use of health services by controlling expenditures on medication and diagnostic tests, and in the delivery of effective monitoring of patients at the same time, offering patients greater control of their conditions. These telemonitoring technologies include medical and public health practices supported by mobile devices such as mobile phones, patient monitoring devices, personal digital assistants, and other wireless devices [<xref ref-type="bibr" rid="ref2">2</xref>]. These devices permit patients to make informed decisions on their care options and to have direct interaction with health providers. In addition, health providers can have exhaustive control of the symptoms, adherence to treatment, and engagement of the patients with treatment indications [<xref ref-type="bibr" rid="ref6">6</xref>-<xref ref-type="bibr" rid="ref8">8</xref>].</p>
      </sec>
      <sec>
        <title>Patient Engagement</title>
        <p>Although recent reviews have shown that mHealth technologies are both effective and growing in popularity [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref9">9</xref>], their effectiveness heavily relies on patient engagement, as a lack of such engagement can result in treatment failure. Patient engagement refers to “the process of building the capacity of patients, families, carriers, as well as health care providers, to ease and support the active participation of patients in their care, to enhance safety, quality and people-centeredness of health care service delivery” [<xref ref-type="bibr" rid="ref17">17</xref>]. Despite the many definitions of patient engagement, they all share an underlying theme: the facilitation and strengthening of the role of those using services as coproducers of health, and health care policy and practice. Overall, patient engagement involves active partnership at various levels across the health care system, including direct care, organizational design and governance, and policy making, to improve health and health care.</p>
        <p>Accordingly, the factors that may positively influence this relationship include increases in the patients’ perceived benefit of interacting with the agent (by providing useful information or entertainment) [<xref ref-type="bibr" rid="ref5">5</xref>], decreases in their perceived costs [<xref ref-type="bibr" rid="ref6">6</xref>], increases in their perceived investment in the system, and decreases in their perceptions of viable alternatives to using the system [<xref ref-type="bibr" rid="ref7">7</xref>]. These factors all tend to increase user commitment in continuing to participate with the agent and thereby ensures their long-term engagement [<xref ref-type="bibr" rid="ref3">3</xref>,<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref19">19</xref>].</p>
        <p>Engagement has been related to the coproduction concept, which describes how patients may individually or collectively engage in the delivery of their treatments and services in partnership with doctors and other health professionals [<xref ref-type="bibr" rid="ref20">20</xref>]. Thereby, the engagement concept considers the inclusion of patients and family members as active members of the health care team and collaborative partnerships with providers and provider organizations.</p>
        <p>The World Health Organization declared engagement as a main factor indicating patient safety in health care, which is considered a global challenge. However, the majority of studies and policies are focused on issues related to hospital care. Therefore, such policies also need to be adapted for primary care because most health care is now offered in this setting. Recently, mHealth interventions have been proposed as a solution to improve patient use of health services, thereby increasing their participation in their own care and the safety of treatments. Studies of the Valcrònic research group demonstrated higher engagement and safer usage of treatments, along with better knowledge of the disease for patients using daily mHealth devices [<xref ref-type="bibr" rid="ref8">8</xref>-<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref18">18</xref>-<xref ref-type="bibr" rid="ref25">25</xref>]. However, little is known about the degree to which patients engage and if this matches the usage pattern of mHealth interventions.</p>
        <p>Based on this background, the engagement concept has been addressed from different viewpoints, and thus it is important to clarify its primary purpose in the management of health results. Several review articles on the topic have led to renewed interest in the concept of engagement. Therefore, from a practical point of view, a comprehensive review or meta-analysis could offer more information about engagement usage in patients with cardiometabolic diseases considering their prevalence, high consumption of health care resources, and recent findings showing that a high level of patient engagement was related to better health care outcomes [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref26">26</xref>].</p>
        <p>Toward this end, the aim of this study was to describe the characteristics and results of mHealth solutions based on systematic reviews and meta-analyses of studies that investigated and measured the effects of interventions according to patient engagement in the context of chronic cardiometabolic diseases.</p>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Study Design</title>
        <p>We conducted a critical review of systematic reviews and meta-analyses on studies of mHealth interventions focused on the engagement of patients with cardiometabolic diseases. The Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) protocol was applied [<xref ref-type="bibr" rid="ref27">27</xref>].</p>
      </sec>
      <sec>
        <title>Data Sources</title>
        <sec>
          <title>Search Strategy</title>
          <p>Studies were searched from the Medlars Online International Literature (Medline) database, via PubMed, Embase, The Cochrane Library, American Psychology Association (PsycINFO), and Scientific Electronic Library Online (Scielo) databases, using Medical Subject Headings (MeSH) and key terms searched in the title and abstracts using the Boolean connectors in <xref ref-type="boxed-text" rid="box1">Textbox 1</xref>.</p>
          <boxed-text id="box1" position="float">
            <title>Boolean connectors used for database search.</title>
            <p>(“TREATMENT ADHERENCE AND COMPLIANCE” [title/abstract] OR “HEALTH BEHAVIOR” [title/abstract] OR “ENGAGEMENT” [title/abstract]) AND (“TELEMEDICINE” [title/abstract] OR “TELECARE” [title/abstract] OR “telehealth” [title/abstract] OR “homecare” [title/abstract] OR “telemonitoring” [title/abstract] OR “home monitoring” [title/abstract] OR “remote monitoring” [title/abstract] OR “ehealth” [title/abstract] OR “telerehabilitation” [title/abstract] OR “mobile health” [title/abstract] OR “mhealth” [title/abstract] OR “assisted living” [title/abstract] OR “technology-based” [title/abstract] OR “information technology” OR “health communication” [title/abstract] OR “internet-based” [title/abstract] OR “web-based” [title/abstract] OR “on-line” [title/abstract] OR “smartphones” [title/abstract] OR “mobile apps” [title/abstract] OR “mobile phone” OR “monitoring devices” [title/abstract])</p>
          </boxed-text>
          <p>The filters “Humans”, “Meta-Analysis”, “Review”, and “10 years” were used to identify all relevant, peer-reviewed systematic reviews and meta-analyses of interventional studies published as of January 1, 2010.</p>
          <p>The studies included among the retrieved reviews were also checked for compliance with inclusion criteria using the Critical Appraisal Skills Programme (CASP). A manual search of the references was performed to reduce possible publication bias and to identify undetected studies. Both systematic reviews and meta-analyses were considered regardless of the country, institution, author, or language.</p>
        </sec>
        <sec>
          <title>Inclusion and Exclusion Criteria</title>
          <p>Articles were eligible for inclusion in the analysis when they met the following criteria: systematic review or meta-analysis of randomized or controlled clinical trials, or a feasibility, usability, and utility (FUU) design measuring the effects of mHealth interventions on engagement of adult (&#62;18 years old) patients with chronic cardiometabolic conditions. Studies were excluded if they assessed nonchronic diseases, cancer, respiratory disease, mental health, substance abuse, did not involve engagement measurement or telemonitoring, or assessed a pediatric population.</p>
        </sec>
        <sec>
          <title>Type of Intervention</title>
          <p>Reviews or meta-analyses that investigated the effectiveness of interventions applying text messages, smartphones or phones with internet, mobile apps, videos, and websites were all considered.</p>
        </sec>
        <sec>
          <title>Outcome Measures</title>
          <p>The main outcome assessed was patient engagement, which was measured as the number of logs to the website or platform, frequency of usage, amount of messages exchanged, and task completion.</p>
        </sec>
      </sec>
      <sec>
        <title>Information Extraction</title>
        <p>Quantitative and qualitative information on patient engagement suffering from chronic cardiometabolic conditions was extracted from systematic reviews or meta-analyses. An electronic form was developed to group the papers by the following items: review, author information, year, study design, participants, intervention, outcomes assessed and comparisons performed, pooled sizes of outcomes meta-analyzed, and the main conclusion. The availability of meta-analysis studies and the quality of evidence provided by the studies included in the systematic reviews were considered in the selection of studies for subsequent review. From this initial selection, a reconceptualization of the findings provided by systematic review studies was conducted.</p>
        <p>Two authors assessed the relevance and adequacy of the studies (CM and JM). The selection was valid when the concordance between the two authors (kappa index) was higher than 0.80 (representing a high or very high strength of concordance). The third author was available for arbitration in case of persistent disagreements, followed by consensus among all authors.</p>
      </sec>
      <sec>
        <title>Quality Assessment</title>
        <p>The CASP tool was used for appraisement by two authors. Reviews that did not meet at least 6 of 10 screening items were excluded. The Scottish Intercollegiate Guidelines Network (SIGN) criteria were applied to classify the quality of the evidence provided by the retrieved reviews.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Retrieved Papers</title>
        <p>The initial search returned 627 records (186 Medline, 50 Cochrane, 51 Scielo, 170 PsycINFO, and 170 Embase); no meta-analysis studies were detected. Eleven additional articles were identified from the reference lists of the studies included in the initial screen. After applying the inclusion and exclusion criteria and removal of duplicates, three systematic reviews with engagement evaluation in cardiometabolic patients that met all quality criteria were extracted and included in the final analysis [<xref ref-type="bibr" rid="ref28">28</xref>-<xref ref-type="bibr" rid="ref30">30</xref>]. <xref rid="figure1" ref-type="fig">Figure 1</xref> summarizes the overall search strategy and article selection process.</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>Flowchart of article selection process.</p>
          </caption>
          <graphic xlink:href="mhealth_v8i4e15446_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <p>The three reviews ultimately included for analysis only described the main results without providing quantitative data and with no statistical pooling analysis performed. These reviews included evidence from a total of 150 papers (93 clinical trials and 57 FUU or qualitative studies), but only 10 of these studies quantified engagement specifically. Therefore, the results of these 10 studies were extracted from the reviews and their findings were also summarized. The remaining 140 empirical studies focused on the fulfillment of tasks, rather than engagement, and did not include specific measurements of engagement.</p>
      </sec>
      <sec>
        <title>Concordance Between Reviewers</title>
        <p>The concordance (kappa index) between the authors identifying and extracting information from these studies was 90%, demonstrating very good agreement to reach consensus about the inclusion of articles without requiring intervention of a third author. The assessment of quality was performed using the CASP tool and returned a score of 8-10 for the accepted systematic reviews. All three of the selected systematic reviews studies were published within the last four years (2016-2018).</p>
      </sec>
      <sec>
        <title>Study Characteristics</title>
        <p><xref ref-type="table" rid="table1">Table 1</xref> summarizes the measures and interventions used in the empirical studies included in the systematic reviews analyzed. Cardiac disease was the main chronic disease of focus [<xref ref-type="bibr" rid="ref28">28</xref>], followed by diabetes mellitus type 2 [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>] and obesity [<xref ref-type="bibr" rid="ref29">29</xref>]. These studies described the characteristics of different engagement tools, collected information of mHealth interventions that examined the usage of smartphones or computer self-assessment on health outcomes [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref29">29</xref>], and described how text messages were used as reminders to improve engagement in patients with type 2 diabetes [<xref ref-type="bibr" rid="ref30">30</xref>].</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Characteristics of systematic reviews and patient engagement.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="140"/>
            <col width="140"/>
            <col width="90"/>
            <col width="140"/>
            <col width="210"/>
            <col width="280"/>
            <thead>
              <tr valign="top">
                <td>Review</td>
                <td>Quality/source</td>
                <td>Disease</td>
                <td>mHealth type/source</td>
                <td>Engagement measure (%)</td>
                <td>Description</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Hamilton et al [<xref ref-type="bibr" rid="ref28">28</xref>]</td>
                <td>SIGN<sup>a</sup>: ++<break/>N<sup>b</sup>: 7 of 9 studies<break/>2 RCT<sup>c</sup><break/>2 CT<sup>d</sup><break/>3 FUU<sup>e</sup><break/>  <break/>  <break/>  <break/>  </td>
                <td>Cardiac disease and heart failure</td>
                <td>Smartphone</td>
                <td>Outdoor walking-based exercise program<break/>Follow-up &#62; 180 days<break/>Adherence to protocol<break/>Engagement with technology<break/>Adherence<break/>Visits (0 to 6 weeks or 4 months)<break/>Response to blood glucose reminder measure<break/>Access to core sessions<break/>Access to optional sessions</td>
                <td>Step counter<break/>Blood pressure self-measurement and data entry<break/>Daily readings<break/>Lifestyle counseling and usual care<break/>Daily messages and tasks  <break/>  
            Educational material and videos  <break/>  
            Medication reminders  <break/>  
            Physical activity prompts  <break/>  
            Screenings and surveys  <break/>  
            Wellness diary  <break/>  
            Relaxation audio files  <break/>  
            Community care team  <break/>  
            Internet Web portal for viewing of patient data  <break/>  
            Text messages  <break/>  
            Video and telephone mentoring</td>
              </tr>
              <tr valign="top">
                <td>Perski et al<break/>[<xref ref-type="bibr" rid="ref29">29</xref>]</td>
                <td>SIGN: +<break/>N: 2 of 117 studies<break/>1 RCT<break/>1 FUU</td>
                <td>Diabetes<break/>Obesity</td>
                <td>Computer-assisted self-management program with or without expert support</td>
                <td>Visited (0 to 6 weeks)<break/>Visited (6 weeks to 4 months)<break/>Access to core sessions<break/>Access to optional sessions</td>
                <td>Internet-based website “My Path” (“<italic>Mi Camino</italic>”) for self-management with or without the addition of social support from the health care team and peer group meetings.<break/>  <break/>  <break/>12 weekly online sessions to control and review weight goals.<break/>  <break/>  </td>
              </tr>
              <tr valign="top">
                <td>Nelson et al [<xref ref-type="bibr" rid="ref30">30</xref>]</td>
                <td>SIGN: +<break/>N: 1 of 24 studies<break/>1 FUU</td>
                <td>Type 2 diabetes</td>
                <td>Text message reminders for blood glucose measurement</td>
                <td>Response to blood glucose reminder measure</td>
                <td>Three text messages per week requesting blood glucose readings and three text messages with appointment reminders before each scheduled appointment.</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table1fn1">
              <p><sup>a</sup>SIGN: (-) low, (+) acceptable, (++) high quality.</p>
            </fn>
            <fn id="table1fn2">
              <p><sup>b</sup>N: number of eligible studies.</p>
            </fn>
            <fn id="table1fn3">
              <p><sup>c</sup>RCT: randomized controlled clinical trial.</p>
            </fn>
            <fn id="table1fn4">
              <p><sup>d</sup>CT: controlled clinical trial.</p>
            </fn>
            <fn id="table1fn5">
              <p><sup>e</sup>FUU: feasibility, usability, and utility.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>There was substantial variation in how intervention engagement was reported across the three studies [<xref ref-type="bibr" rid="ref28">28</xref>-<xref ref-type="bibr" rid="ref30">30</xref>]. The FUU-based studies of the mHealth interventions delivered for cardiovascular diseases are typically analyzed based on significant improvement in the quality of life with higher rates of patient engagement for patients unable to attend traditional center-based programs [<xref ref-type="bibr" rid="ref28">28</xref>]. Engagement with mHealth interventions rates decreased over time, and longer interventions, patients of older age, more familiarity with the use of these technologies, and lower health literacy showed progressively poor engagement [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]. The impact of these mHealth interventions to reduce hospital utilization was inconsistent [<xref ref-type="bibr" rid="ref29">29</xref>].</p>
        <p>Since all three reviews were descriptive in nature, no quantitative results were discussed, and there was no statistical pooling. These studies included only four randomized trials [<xref ref-type="bibr" rid="ref31">31</xref>-<xref ref-type="bibr" rid="ref34">34</xref>], one controlled trial [<xref ref-type="bibr" rid="ref35">35</xref>], and five FUU designs [<xref ref-type="bibr" rid="ref36">36</xref>-<xref ref-type="bibr" rid="ref40">40</xref>] in which engagement outcomes were quantified. One of the systematic reviews [<xref ref-type="bibr" rid="ref28">28</xref>] included six empirical studies that assessed engagement with mHealth strategies in which outcomes were compared with those in patients receiving traditional care [<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="ref35">35</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref38">38</xref>].</p>
      </sec>
      <sec>
        <title>Participants and Study Design</title>
        <p>The sample size of studies included in the reviews varied between 6 and 270 individuals [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref36">36</xref>]. The age of the patients was between 50 and 66 years [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref37">37</xref>]. Men were in higher proportion in general, although one of the studies included equal numbers of men and women [<xref ref-type="bibr" rid="ref33">33</xref>]. Most of the studies included two groups for assessment: the intervention group (mHealth, S) and the traditional control group (TC); only one study included a three-group design (<xref ref-type="table" rid="table2">Tables 2</xref> and <xref ref-type="table" rid="table3">3</xref>). The follow-up period varied from 3 months to 4 months. The studies used different measures of engagement, and the global percentage of adherence/engagement or daily readings was used.</p>
        <table-wrap position="float" id="table2">
          <label>Table 2</label>
          <caption>
            <p>Characteristics and design quality of included reviews.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="230"/>
            <col width="150"/>
            <col width="180"/>
            <col width="190"/>
            <col width="0"/>
            <col width="90"/>
            <col width="0"/>
            <col width="130"/>
            <thead>
              <tr valign="top">
                <td colspan="2">Review and included studies</td>
                <td>Participants, n (% male)</td>
                <td>S<sup>a</sup> (% male);<break/>TC<sup>b</sup>, (% male)</td>
                <td colspan="2">Age (years);<break/>median (IQR),<break/>mean (SD), or range</td>
                <td>Design</td>
                <td colspan="2">Evidence quality (SIGN<sup>c</sup>)</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="9">
                  <bold>Hamilton et al [<xref ref-type="bibr" rid="ref28">28</xref>]</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Scherr D, 2006 [<xref ref-type="bibr" rid="ref37">37</xref>]</td>
                <td>20<break/>  <break/>  </td>
                <td>S1, 14 (93);<break/>S2, 6 (83)</td>
                <td colspan="2">50 (14)</td>
                <td>FUU<sup>d</sup></td>
                <td colspan="2">+</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Scherr D, 2009 [<xref ref-type="bibr" rid="ref31">31</xref>]</td>
                <td>120<break/>  <break/>  </td>
                <td>S, 66 (69.5);<break/>TC, 54 (72)</td>
                <td colspan="2">66 (64-74)</td>
                <td>RCT<sup>e</sup></td>
                <td colspan="2">++</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Worringham C, 2011 [<xref ref-type="bibr" rid="ref36">36</xref>]</td>
                <td>6</td>
                <td>—<sup>f</sup></td>
                <td colspan="2">53.6 (42-67)</td>
                <td>FUU</td>
                <td colspan="2">+</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Blasco A, 2012 [<xref ref-type="bibr" rid="ref32">32</xref>]</td>
                <td>203 (80)<break/>  <break/>  </td>
                <td>S, 102 (81);<break/>TC, 101 (79)</td>
                <td colspan="2">60.6 (23.8)</td>
                <td>RCT</td>
                <td colspan="2">++</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Seto E, 2012 [<xref ref-type="bibr" rid="ref35">35</xref>]</td>
                <td>100<break/>  <break/>  </td>
                <td>S, 50 (82);<break/>TC, 50 (76)</td>
                <td colspan="2">53.5 (14)</td>
                <td>CT<sup>g</sup></td>
                <td colspan="2">+</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Varnfield M, 2014 [<xref ref-type="bibr" rid="ref34">34</xref>]</td>
                <td>94<break/>  <break/>  </td>
                <td>S, 53 (91);<break/>TC, 41 (83)</td>
                <td colspan="2">52.13 (9.2)</td>
                <td>RCT</td>
                <td colspan="2">+</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Forman D, 2014 [<xref ref-type="bibr" rid="ref38">38</xref>]</td>
                <td>26 (77)</td>
                <td>—</td>
                <td colspan="2">59 (43-76);<break/>33%&#62;65</td>
                <td>FUU</td>
                <td colspan="2">+</td>
              </tr>
              <tr valign="top">
                <td colspan="9">
                  <bold>Nelson et al [<xref ref-type="bibr" rid="ref30">30</xref>]</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fischer H, 2012 [<xref ref-type="bibr" rid="ref39">39</xref>]</td>
                <td>47</td>
                <td>—</td>
                <td colspan="2">50-59</td>
                <td>FUU</td>
                <td colspan="2">+</td>
              </tr>
              <tr valign="top">
                <td colspan="9">
                  <bold>Perski et al [<xref ref-type="bibr" rid="ref29">29</xref>]</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Glasgow R, 2011 [<xref ref-type="bibr" rid="ref33">33</xref>]</td>
                <td>270</td>
                <td>S1, 137 (54.7);<break/>S2, 133 (48.9)</td>
                <td>57.8 (9.3)</td>
                <td colspan="3">RCT</td>
                <td>++</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Arden-Close E, 2015 [<xref ref-type="bibr" rid="ref40">40</xref>]</td>
                <td>132</td>
                <td>S1, 137 (54.7);<break/>S2, 133 (48.9)</td>
                <td>57.8 (9.3)</td>
                <td colspan="3">FUU</td>
                <td>+</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table2fn1">
              <p><sup>a</sup>S: mHealth study group.</p>
            </fn>
            <fn id="table2fn2">
              <p><sup>b</sup>TC: traditional control group.</p>
            </fn>
            <fn id="table2fn3">
              <p><sup>c</sup>SIGN: (-) low, (+) acceptable, (++) high quality.</p>
            </fn>
            <fn id="table2fn4">
              <p><sup>d</sup>FUU: feasibility, usability, utility.</p>
            </fn>
            <fn id="table2fn5">
              <p><sup>e</sup>RCT: randomized clinical trial.</p>
            </fn>
            <fn id="table2fn6">
              <p><sup>f</sup>Not available.</p>
            </fn>
            <fn id="table2fn7">
              <p><sup>g</sup>CT: controlled clinical trial.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <table-wrap position="float" id="table3">
          <label>Table 3</label>
          <caption>
            <p>Outcomes of engagement using mHealth interventions.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="160"/>
            <col width="130"/>
            <col width="70"/>
            <col width="190"/>
            <col width="170"/>
            <col width="250"/>
            <thead>
              <tr valign="top">
                <td colspan="2">Review and included studies</td>
                <td>Disease</td>
                <td>Study period (months)</td>
                <td>mHealth type</td>
                <td>Non-mHealth</td>
                <td>Result</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="7">
                  <bold>Hamilton et al [<xref ref-type="bibr" rid="ref28">28</xref>]</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Scherr D, 2006 [<xref ref-type="bibr" rid="ref37">37</xref>]</td>
                <td>S<sup>a</sup>1: CHF<sup>b</sup>;<break/>S2: HT<sup>c</sup></td>
                <td>3</td>
                <td>Clinical app</td>
                <td>TC<sup>d</sup><break/>Blood pressure automatic monitor</td>
                <td>S1: 94%;<break/>S2: 84%;<break/>follow-up &#62;90 days</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Scherr D, 2009 [<xref ref-type="bibr" rid="ref31">31</xref>]</td>
                <td>S/TC: CHF</td>
                <td>6</td>
                <td>Clinical app, email</td>
                <td>TC</td>
                <td>S: 95% adherence</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Worringham C, 2011 [<xref ref-type="bibr" rid="ref36">36</xref>]</td>
                <td>S: ACS<sup>e</sup><break/>TC: none</td>
                <td>1.5</td>
                <td>Real-time monitoring post exercise sessions, emergency mobile phone contact</td>
                <td>none</td>
                <td>87% of sessions (outdoor walking-based exercise program) completed</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Blasco A, 2012 [<xref ref-type="bibr" rid="ref32">32</xref>]</td>
                <td>S/TC: CVD<sup>f</sup> and risk factors<sup>g</sup></td>
                <td>12</td>
                <td>Wireless app protocol, web portal</td>
                <td>TC</td>
                <td>98% completed &#62;50% of sessions;<break/>83% completed &#62;75% of sessions</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Seto E, 2012 [<xref ref-type="bibr" rid="ref35">35</xref>]</td>
                <td>S: CHF</td>
                <td>6</td>
                <td>Clinical app, email, text messages, website</td>
                <td>TC<break/>Telephone contact</td>
                <td>S: 50% adherence in 80% of patients;<break/>80% adherence in 66% of patients;<break/>95% adherence in 32% of patients;<break/>follow-up &#62;180 days</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Varnfield M, 2014 [<xref ref-type="bibr" rid="ref34">34</xref>]</td>
                <td>S/TC: myocardial infarction</td>
                <td>6</td>
                <td>Smartphone</td>
                <td>TC<break/>Qualitative patient and clinician feedback</td>
                <td>S: 94% adherence;<break/>TC: 68% adherence (<italic>P</italic>&#60;.05)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Forman D, 2014 [<xref ref-type="bibr" rid="ref38">38</xref>]</td>
                <td>S: CHF<break/>TC: none</td>
                <td>1</td>
                <td>Heart coach app</td>
                <td>TC<break/>Qualitative patient and clinician feedback</td>
                <td>90% daily engagement with technology</td>
              </tr>
              <tr valign="top">
                <td colspan="7">
                  <bold>Nelson et al [<xref ref-type="bibr" rid="ref30">30</xref>]</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fischer H, 2012 [<xref ref-type="bibr" rid="ref39">39</xref>]</td>
                <td>S: diabetes II</td>
                <td>3</td>
                <td>Text message reminder for blood glucose measurements</td>
                <td>None</td>
                <td>S: 79% of users responded regularly to &#62;50% of blood glucose reminder message prompts</td>
              </tr>
              <tr valign="top">
                <td colspan="7">
                  <bold>Perski et al [<xref ref-type="bibr" rid="ref29">29</xref>]</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Glasgow R, 2011 [<xref ref-type="bibr" rid="ref33">33</xref>]</td>
                <td>S1: diabetes II;<break/>S2: diabetes II</td>
                <td>6</td>
                <td>S1/S2: computer-assisted self-management program with human support</td>
                <td>None</td>
                <td>S1: 66% visits 0-6 weeks, 74% visits 6 weeks to 4 months (<italic>P</italic>=.14);<break/>S2: 44% visits 0-6 weeks, 51% visits 6 weeks to 4 months (<italic>P</italic>=.22)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Arden-Close E, 2015 [<xref ref-type="bibr" rid="ref40">40</xref>]</td>
                <td>S: BMI &#62;30 with HT or diabetes</td>
                <td>6-12</td>
                <td>Web weight management intervention</td>
                <td>None</td>
                <td>47% access to core sessions;<break/>47% access to optional sessions;<break/>3% no access</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table3fn1">
              <p><sup>a</sup>S: mHealth study group.</p>
            </fn>
            <fn id="table3fn2">
              <p><sup>b</sup>CHF: congestive heart failure.</p>
            </fn>
            <fn id="table3fn3">
              <p><sup>c</sup>HT: hypertension.</p>
            </fn>
            <fn id="table3fn4">
              <p><sup>d</sup>TC: traditional control group.</p>
            </fn>
            <fn id="table3fn5">
              <p><sup>e</sup>ACS: acute coronary syndrome.</p>
            </fn>
            <fn id="table3fn6">
              <p><sup>f</sup>CVD: cardiovascular disease.</p>
            </fn>
            <fn id="table3fn7">
              <p><sup>g</sup>Risk factors include tobacco smoking, low-density lipoprotein cholesterol≤100 mg/dL (2.6 mmol/L), hypertension, or diabetes mellitus.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Mobile Health Technologies</title>
        <p>Internet-based technologies were predominant within studies, including the use of smartphones with health-integrated applications [<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref28">28</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>], audio-visual devices (iPod and iPod touch) [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref38">38</xref>], and computers [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref40">40</xref>] focused on patient self-management. The features of the apps and programs are described in <xref ref-type="table" rid="table1">Table 1</xref>.</p>
        <p>The randomized clinical trial included in the review by Perski et al [<xref ref-type="bibr" rid="ref29">29</xref>] assessed improvement of engagement with or without instructions provided for use of the mHealth tool (computer) [<xref ref-type="bibr" rid="ref33">33</xref>], whereas Nelson et al [<xref ref-type="bibr" rid="ref30">30</xref>] reported the results of a feasibility study in patients with type 2 diabetes who were reinforced with reminder tools such as text messages or email to regulate the measurement of glucose blood levels [<xref ref-type="bibr" rid="ref39">39</xref>]. Hamilton et al [<xref ref-type="bibr" rid="ref28">28</xref>] included studies assessing a principal mHealth tool that was combined with other features such as email reminders or Web portals [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref35">35</xref>-<xref ref-type="bibr" rid="ref38">38</xref>]. However, we categorized the study types based on the main technology used in such cases.</p>
        <p>When the mHealth intervention was compared with a traditional clinical practice [<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="ref35">35</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref38">38</xref>], this was based on face-to-face interventions during regular consultations and diagnosis evaluating equipment, with qualitative information on patients and clinical feedback, as described in <xref ref-type="table" rid="table2">Tables 2</xref> and <xref ref-type="table" rid="table3">3</xref>.</p>
      </sec>
      <sec>
        <title>Measurement of Engagement</title>
        <p>Studies included in the Perski et al [<xref ref-type="bibr" rid="ref29">29</xref>] review registered the number of visits to a Web-based program or platform [<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref40">40</xref>]. Papers extracted from Hamilton et al [<xref ref-type="bibr" rid="ref28">28</xref>] registered task completion, whereas those included in the Nelson et al [<xref ref-type="bibr" rid="ref30">30</xref>] review measured the interaction level with agent messages. All empirical studies included in the reviews used self-management systems; however, two of them also included support features as reminders along with a human support system [<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref40">40</xref>]. The engagement was measured by the frequency of responses, and two studies considered the number of follow-up days [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref37">37</xref>].</p>
      </sec>
      <sec>
        <title>Findings of the Studies</title>
        <p>Overall, mHealth interventions demonstrated high engagement, with the level of patient participation varying between 50% and 97%. Clinical trials from the Hamilton et al [<xref ref-type="bibr" rid="ref28">28</xref>] review [<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref24">24</xref>,<xref ref-type="bibr" rid="ref35">35</xref>] showed the highest level of engagement (95%) when the interventions were limited to one or two tools using smartphones, whereas a higher number of tools resulted in lower patient interaction. Websites and surveys resulted in less engagement with the intervention (47%-74%) [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref40">40</xref>].</p>
      </sec>
      <sec>
        <title>Quality of Evidence</title>
        <p>The SIGN scale determined that the three selected systematic reviews met 10 of the 12 items of evidence quality, and the 10 selected studies included in the identified reviews presented a high evidence quality level (<xref ref-type="table" rid="table2">Tables 2</xref> and <xref ref-type="table" rid="table3">3</xref>).</p>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>Emerging evidence suggests that mHealth promotes more engagement than traditional interventions. However, few reviews were identified that included a measure of quantitative engagement, and there was poor quality evidence owing to the lack of advanced study designs such as meta-analysis. For the included studies, the duration was not sufficiently long to compensate for the attraction potential that the innovation of these technological solutions implies. In addition, a long-term study (24 months or longer) could decrease participation. Despite the important role that participants should have in mHealth studies, few studies used a specific intervention or measurement of their engagement.</p>
        <p>The engagement approach differed among studies, with most focused on the promotion of quality of life and patient behavior with the internet-based intervention [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref38">38</xref>]. The feasibility of these interventions was mainly examined as a solution to overcome barriers in health systems in attracting the attention to patients that are compromised by the current high costs [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref34">34</xref>-<xref ref-type="bibr" rid="ref36">36</xref>]. Analysis of the causes of early dropouts has not been carried out due to incompatibility with these technological solutions (eg, in the case of patients that are technologically illiterate). Consequently, the reviews could not discuss potential solutions for enhancing the usability of mHealth interventions.</p>
        <p>A high number of interventions focused on evaluating engagement in patients with cardiac diseases, suggesting that there is a need to approach cardiovascular disease as the leading cause of global mortality (85% due to heart attack and stroke) [<xref ref-type="bibr" rid="ref41">41</xref>]. High heterogeneity was found for almost all variables, including sample size and sex, and only one study included proportional representation of men and women [<xref ref-type="bibr" rid="ref29">29</xref>].</p>
      </sec>
      <sec>
        <title>Quality of Evidence</title>
        <p>Although the overall internal quality of the selected papers was high, a large number of papers were discarded owing to the low quality of current evidence. The clinical trials retrieved in the detected reviews indicated improvement of engagement with the use of these new strategies. In addition, the FUU studies demonstrated high participation of patients using mHealth interventions; this was reinforced by the high quality of evidence detected with the SIGN scale.</p>
        <p>No long-term follow-up period appeared to jeopardize the aim of interventions. This is related to the extensive use of pilot projects in the mHealth sector, which may be due to limited government ownership, multiple barriers around prioritizing funding, overall cost, and acceptance by health authorities and populations [<xref ref-type="bibr" rid="ref42">42</xref>].</p>
      </sec>
      <sec>
        <title>Reliability and Applicability of the Evidence</title>
        <p>There were also differences between the type of mHealth interventions, with higher engagement observed with the use of smartphones. This finding is in line with the results of a survey of the Global Observatory for eHealth in which 62% of the participating countries used mHealth tools for patient monitoring, 69% of which used mobile devices (text, voice, or multimedia reminders) [<xref ref-type="bibr" rid="ref42">42</xref>].</p>
        <p>The characteristics of the engagement assessment tools varied, with some focused on self-measurement and others using tasks or survey complements, with lack of support from physicians or experienced agents as a common feature. These differences reflect the complexity of engagement measurement, which depends of two distinguishable components: the directional component determined by the hedonic quality of the object, and other sources of force intensity (eg, opposition to interfering forces, regulatory fit, overcoming personal resistance) that are included in the construct labeled as “strength of engagement” [<xref ref-type="bibr" rid="ref43">43</xref>].</p>
        <p>Overall, we found that the use of mobile devices was related to an improvement of engagement to mHealth interventions, with a higher level of user commitment observed when a single tool was used with limited functions and with expert support. There is a need for studies with homogeneity in design, engagement measurement, and the type of mHealth tool. Further clinical trials can provide more information about the effectivity and efficiency of mobile technologies in patients with chronic conditions. This could permit comprehensive investigations of outcomes using meta-analysis techniques.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>The few retrieved reviews is one of the principal limitations of this analysis, which was due to the lack of studies with engagement measurement. More homogeneity in the design of studies and participant characteristics could facilitate advanced statistical analyses such as systematic reviews and meta-analyses. In addition, these studies could help in the development of new tools focused on patient participation. Moreover, studies on patient social networks could provide more information on engagement.</p>
      </sec>
      <sec>
        <title>Future Research</title>
        <p>It is expected that active engagement has a direct impact on the reduction of health costs, but this aspect has rarely been analyzed to date. The number of dropouts or poor engagement with mHealth interventions requires more attention in further studies. Moreover, it could be of interest to study the characteristics of patients who have taken better advantage of these tools. There is also a need to detect patients that obtained relatively less benefits using mHealth interventions, which could help to better personalize the technologies or increase availability for this population.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>Smartphones and other mobile devices with a single tool that includes reminders can improve participation and induce higher engagement with mHealth interventions in patients with chronic conditions.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group/>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">CASP</term>
          <def>
            <p>Critical Appraisal Skills Programme</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">FUU</term>
          <def>
            <p>feasibility, usability and utility</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">MeSH</term>
          <def>
            <p>Medical Subject Headings</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">Medline</term>
          <def>
            <p>Medlars Online International Literature</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">mHealth</term>
          <def>
            <p>mobile health</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb6">PRISMA</term>
          <def>
            <p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb7">Scielo</term>
          <def>
            <p>Scientific Electronic Library Online</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb8">SIGN</term>
          <def>
            <p>Scottish Intercollegiate Guidelines Network</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb9">S</term>
          <def>
            <p>mHealth study group</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb10">TC</term>
          <def>
            <p>traditional control group</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>This study was supported by the project Prometeo/2017/173, Valencian Ministry of Education, Research, Culture and Sports.</p>
    </ack>
    <fn-group>
      <fn fn-type="con">
        <p>All authors contributed to the development of the study. KM, JM, and DB participated equally in the study design, concept, literature search, and the review of papers. Analysis was performed by KM and supervised by JM and DB; these three authors participated equally in the writing and manuscript review.</p>
      </fn>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
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