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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">v20i4e144</article-id>
    <article-id pub-id-type="pmid">29643048</article-id>
    <article-id pub-id-type="doi">10.2196/jmir.8480</article-id>
    <article-categories>
      <subj-group subj-group-type="heading">
        <subject>Viewpoint</subject>
      </subj-group>
      <subj-group subj-group-type="article-type">
        <subject>Viewpoint</subject>
      </subj-group>
    </article-categories>
    <title-group>
      <article-title>Exploring the Role of In-Person Components for Online Health Behavior Change Interventions: Can a Digital Person-to-Person Component Suffice?</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>Burke-Garcia</surname>
          <given-names>Amelia</given-names>
        </name>
      </contrib>
      <contrib contrib-type="reviewer">
        <name>
          <surname>Muralidharan</surname>
          <given-names>Shruti</given-names>
        </name>
      </contrib>
    </contrib-group>
    <contrib-group>
      <contrib contrib-type="author" id="contrib1" corresp="yes">
      <name name-style="western">
        <surname>Santarossa</surname>
        <given-names>Sara</given-names>
      </name>
      <degrees>MHK</degrees>
      <xref rid="aff1" ref-type="aff">1</xref>
      <address>
        <institution>Department of Kinesiology</institution>
        <institution>University of Windsor</institution>
        <addr-line>401 Sunset Avenue</addr-line>
        <addr-line>Windsor, ON, N9B 3P4</addr-line>
        <country>Canada</country>
        <phone>1 5198198061</phone>
        <email>santaros@uwindsor.ca</email>
      </address>  
      <ext-link ext-link-type="orcid">http://orcid.org/0000-0003-3038-4976</ext-link></contrib>
      <contrib contrib-type="author" id="contrib2">
        <name name-style="western">
          <surname>Kane</surname>
          <given-names>Deborah</given-names>
        </name>
        <degrees>PhD</degrees>
        <xref rid="aff2" ref-type="aff">2</xref>
        <ext-link ext-link-type="orcid">http://orcid.org/0000-0002-9727-8126</ext-link>
      </contrib>
      <contrib contrib-type="author" id="contrib3">
        <name name-style="western">
          <surname>Senn</surname>
          <given-names>Charlene Y</given-names>
        </name>
        <degrees>PhD</degrees>
        <xref rid="aff3" ref-type="aff">3</xref>
        <xref rid="aff4" ref-type="aff">4</xref>
        <ext-link ext-link-type="orcid">http://orcid.org/0000-0002-3463-5704</ext-link>
      </contrib>
      <contrib contrib-type="author" id="contrib4">
        <name name-style="western">
          <surname>Woodruff</surname>
          <given-names>Sarah J</given-names>
        </name>
        <degrees>PhD</degrees>
        <xref rid="aff1" ref-type="aff">1</xref>
        <ext-link ext-link-type="orcid">http://orcid.org/0000-0002-8199-2982</ext-link>
      </contrib>
    </contrib-group>
    <aff id="aff1">
    <sup>1</sup>
    <institution>Department of Kinesiology</institution>
    <institution>University of Windsor</institution>  
    <addr-line>Windsor, ON</addr-line>
    <country>Canada</country></aff>
    <aff id="aff2">
    <sup>2</sup>
    <institution>Faculty of Nursing</institution>
    <institution>University of Windsor</institution>  
    <addr-line>Windsor, ON</addr-line>
    <country>Canada</country></aff>
    <aff id="aff3">
    <sup>3</sup>
    <institution>Department of Psychology</institution>
    <institution>University of Windsor</institution>  
    <addr-line>Windsor, ON</addr-line>
    <country>Canada</country></aff>
    <aff id="aff4">
    <sup>4</sup>
    <institution>Department of Women’s and Gender Studies</institution>
    <institution>University of Windsor</institution>  
    <addr-line>Windsor, ON</addr-line>
    <country>Canada</country></aff>
    <author-notes>
      <corresp>Corresponding Author: Sara Santarossa 
      <email>santaros@uwindsor.ca</email></corresp>
    </author-notes>
    <pub-date pub-type="collection"><month>04</month><year>2018</year></pub-date>
    <pub-date pub-type="epub">
      <day>11</day>
      <month>04</month>
      <year>2018</year>
    </pub-date>
    <volume>20</volume>
    <issue>4</issue>
    <elocation-id>e144</elocation-id>
    <!--history from ojs - api-xml-->
    <history>
      <date date-type="received">
        <day>14</day>
        <month>7</month>
        <year>2017</year>
      </date>
      <date date-type="rev-request">
        <day>16</day>
        <month>1</month>
        <year>2018</year>
      </date>
      <date date-type="rev-recd">
        <day>23</day>
        <month>2</month>
        <year>2018</year>
      </date>
      <date date-type="accepted">
        <day>25</day>
        <month>2</month>
        <year>2018</year>
      </date>
    </history>
    <!--(c) the authors - correct author names and publication date here if necessary. Date in form ', dd.mm.yyyy' after jmir.org-->
    <copyright-statement>©Sara Santarossa, Deborah Kane, Charlene Y Senn, Sarah J Woodruff. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 11.04.2018.</copyright-statement>
    <copyright-year>2018</copyright-year>
    <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
      <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be included.</p>
    </license>  
    <self-uri xlink:href="http://www.jmir.org/2018/4/e144/" xlink:type="simple"/>
    <abstract>
      <p>The growth of the digital environment provides tremendous opportunities to revolutionize health behavior change efforts. This paper explores the use of Web-based, mobile, and social media health behavior change interventions and determines whether there is a need for a face-to-face or an in-person component. It is further argued that that although in-person components can be beneficial for online interventions, a digital person-to-person component can foster similar results while dealing with challenges faced by traditional intervention approaches. Using a digital person-to-person component is rooted in social and behavioral theories such as the theory of reasoned action, and the social cognitive theory, and further justified by the human support constructs of the model of supportive accountability. Overall, face-to-face and online behavior change interventions have their respective advantages and disadvantages and functions, yet both serve important roles. It appears that it is in fact human support that is the most important component in the effectiveness and adherence of both face-to-face and online behavior change interventions, and thoughtfully introducing a digital person-to-person component, to replace face-to-face interactions, can provide the needed human support while diminishing the barriers of in-person meetings. The digital person-to-person component must create accountability, generate opportunities for tailored feedback, and create social support to successfully create health behavior change. As the popularity of the online world grows, and the interest in using the digital environment for health behavior change interventions continues to be embraced, further research into not only the use of online interventions, but the use of a digital person-to-person component, must be explored.</p>
    </abstract>
    <kwd-group>
      <kwd>digital person-to-person</kwd>
      <kwd>in-person</kwd>
      <kwd>online intervention</kwd>
      <kwd>behavior change</kwd>
      <kwd>health, digital media</kwd>
      <kwd>health care</kwd>
    </kwd-group></article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <p>Several aspects of the digital environment offer opportunity to support behavior change efforts, including reach, engagement, accessibility, collaboration and advocacy, and research potential [<xref ref-type="bibr" rid="ref1">1</xref>]. Notably, there has been an increased interest from both public health organizations and those in academia, around using Web-based, mobile, and social media health behavior change interventions. It is believed that these popular digital media channels can play a valuable role in leveraging health messaging and consequently, behavior change. Although traditional face-to-face interventions or interventions with in-person components are (and continue to be) successful in health behavior change [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref3">3</xref>], traditional approaches can present with various barriers such as logistic problems, a challenge of keeping participants actively engaged, can be labor intensive, and expensive to scale for larger populations. Using components of the digital environment may offer solutions to traditional challenges because of their low cost, high reach, anonymity, adaptability, and scalability [<xref ref-type="bibr" rid="ref4">4</xref>]. Furthermore, comparisons of online interventions with traditional face-to-face interventions indicate that online treatment is generally at least as effective as conventional approaches and also possess several advantages [<xref ref-type="bibr" rid="ref5">5</xref>-<xref ref-type="bibr" rid="ref7">7</xref>]. Similarly, supplementary literature within the health behavior change domain has shown no significant treatment differences between the face-to-face and the online intervention groups [<xref ref-type="bibr" rid="ref5">5</xref>-<xref ref-type="bibr" rid="ref8">8</xref>], suggesting that online-only interventions may be just as valuable as face-to-face interventions. However, as a majority of online interventions are used in adjunct to traditional approaches [<xref ref-type="bibr" rid="ref1">1</xref>], there is a need to understand what role in-person components play in online interventions. Furthermore, research indicates that the effectiveness of, and adherence to, online interventions is enhanced by human support [<xref ref-type="bibr" rid="ref9">9</xref>-<xref ref-type="bibr" rid="ref11">11</xref>]. As intervention adherence is important in predicting behavior change, the inclusion of a digital person-to-person component for an online behavior change intervention can help to combine the effectiveness and socialization opportunities of in-person meetings with the technologically enhanced active learning possibilities of the digital environment [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref5">5</xref>-<xref ref-type="bibr" rid="ref8">8</xref>].</p>
        <p>Perhaps, the dynamic, socially supportive, and interactive elements of digital media channels (ie, Web, mobile, and social media) may obviate the need for further interpersonal in-person components [<xref ref-type="bibr" rid="ref6">6</xref>], as a digital person-to-person component can be used to cultivate a similar interpersonal connection, while overcoming the barriers of face-to-face interventions. Online human-supported interventions or digital person-to-person components have, in recent meta-analyses [<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref13">13</xref>], obtained larger effect sizes than online self-guided programs, suggesting a need to further explore the role of the digital person-to-person relationship. For the purpose of this viewpoint paper, a “digital person-to-person” component will encompass any type of online feature that creates a sense of interpersonal connection or virtual interaction, thus, embodying qualities of a physical in-person or face-to-face components such as guidance, feedback, and support. For example, a digital person-to-person component can include human support provided through peers via online message groups or by posting or reading bulletins [<xref ref-type="bibr" rid="ref14">14</xref>], as well as other elements of online systems that create social support such as chat forums and/or chat rooms [<xref ref-type="bibr" rid="ref15">15</xref>]. Similarly, the digital person-to-person component can be offered on a one-to-one basis through virtual coaches, therapists, counselors, or facilitators via email, instant messaging sessions (eg, text message), and teleconferencing (eg, webcam and Skype). Digital person-to-person features create accountability, feedback, and social support, emulating traditional, physical in-person or face-to-face components and can foster motivation, encouragement, and commonality [<xref ref-type="bibr" rid="ref16">16</xref>]. Furthermore, expectations about the digital person-to-person, such as accountability, feedback, and social support, may be grounded in social or behavioral theories including the theory of reasoned action [<xref ref-type="bibr" rid="ref17">17</xref>] and the social cognitive theory [<xref ref-type="bibr" rid="ref18">18</xref>], while being guided by the human support constructs of the model of supportive accountability (<xref ref-type="fig" rid="figure1">Figure 1</xref>) [<xref ref-type="bibr" rid="ref11">11</xref>].</p>
      </sec>
      <sec>
        <title>Objectives</title>
        <p>Thus, the purpose of this viewpoint paper is to suggest that based on a comprehensive review of the literature, there is a need for a face-to-face component in Web-based, mobile, and social media health behavior change interventions but that a digital person-to-person component can foster similar results while dealing with challenges faced by traditional intervention approaches.</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>Model of supportive accountability (Mohr, Cuijpers &#38; Lehman [<xref>11</xref>]).</p>
          </caption>
          <graphic xlink:href="jmir_v20i4e144_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <p>To delineate the scope of the study and make it more replicable, the focus was on published references searchable through major bibliographic databases. This review adhered to the defining characteristics of Web-based, mobile, and social media health behavior change interventions, and this review excluded unpublished and untested programs. Due to the emerging state of Web 2.0 research, this viewpoint paper will not limit studies further by methodology, being inclusive of study design, participant, and setting. In particular, a wide variety of platforms were included in the search, including blogs and microblogging technologies, social networking sites, video sharing programs, and mobile health (mHealth) apps. Literature search strategies were developed using subject headings related to Web-based, mobile, and social media health behavior change interventions. Proquest Social Sciences, Web of Science, PsycINFO, Scopus, and PubMed were searched for “digital person-to-person,” “in-person,” “online intervention,” “behavior change,” “digital media,” “health care,” “social media,” and “Web 2.0” from 2004 to April 2017. The search began with studies published since 2004 because that is when the term “Web 2.0” was coined to describe the shift to a more participatory online landscape. However, studies before 2004 were used to develop an understanding of the impact of in-person and/or traditional therapies or interventions. Finally, to ensure literature saturation, the reference lists of included studies or relevant reviews identified through the search were scanned.</p>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Using Digital Media Channels in Health Behavior Change Interventions</title>
        <p>The digital environment consists of digital media, and although difficult to define, partly because it is ever changing, digital media in its broadest sense are content that can be transmitted over the internet or computer or phone networks [<xref ref-type="bibr" rid="ref1">1</xref>]. Digital media channels such as the internet, mobile phones, and social media have become increasingly popular and have altered the nature of interactions around health issues. A once-passive one-way transfer of information, now it has become a network of multidirectional conversations [<xref ref-type="bibr" rid="ref19">19</xref>]. The sense of interaction and multidirectional communication [<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref21">21</xref>] offered by digital media channels cultivates active engagement [<xref ref-type="bibr" rid="ref22">22</xref>-<xref ref-type="bibr" rid="ref24">24</xref>] and information dissemination to a larger number of individuals [<xref ref-type="bibr" rid="ref25">25</xref>]. On the basis of the popularity of these channels, an opportunity is presented to connect with individuals in their daily lives on issues concerning health and health behavior change [<xref ref-type="bibr" rid="ref1">1</xref>].</p>
        <p>Vast numbers of North Americans use the internet daily [<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref27">27</xref>]. As presented in a meta-analysis of 5 papers, the literature presents substantial evidence that the use of Web-based interventions improves behavior change outcomes [<xref ref-type="bibr" rid="ref28">28</xref>]. Web-based health interventions can be defined as “primarily self-guided intervention programs, delivered through a website, aiming to create positive change and/or improve or enhance knowledge, awareness, and understanding” [<xref ref-type="bibr" rid="ref14">14</xref>]. Specific behavior change techniques of Web-based interventions may include real-time support, goal setting tools, alarms, reminders, and platforms to share with friends or family [<xref ref-type="bibr" rid="ref1">1</xref>]. Particularly with health behavior change, Web-based interventions have seen several successful outcomes, including increased exercise time, increased knowledge of nutritional status, increased knowledge of asthma treatment, increased participation in health care, slower health decline, improved body shape perception, weight loss maintenance [<xref ref-type="bibr" rid="ref28">28</xref>], and weight loss [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref29">29</xref>]. It has been proposed that structured (ie, lessons and activities) Web-based interventions are able to replicate health outcomes expected of a traditional, in-person intervention [<xref ref-type="bibr" rid="ref30">30</xref>] and tend to be a more cost-effective approach [<xref ref-type="bibr" rid="ref31">31</xref>]. However, other literature has shown that although Web-based interventions resulted in greater behavior change compared with control conditions (ie, waitlist or usual care), they had significantly less change compared with face-to-face interventions [<xref ref-type="bibr" rid="ref32">32</xref>-<xref ref-type="bibr" rid="ref34">34</xref>].</p>
        <p>Particularly in North America [<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref35">35</xref>], mobile phones are becoming a primary means of online access, as vast majority of individuals now own a mobile phone. Mobile phone are recommended as a good access point for a health behavior change intervention, since usage is high across various populations, including those considered to be underserved (ie, racial or ethnic minorities, youth, low and social economic status). [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref36">36</xref>]. mHealth interventions involve the use of mobile computing and communication technologies such as mobile phones, personal digital assistants, tablets, and portable media players to disseminate health information [<xref ref-type="bibr" rid="ref37">37</xref>]. Subsequently, mHealth interventions are successful in creating health behavior change, as well as higher patient adherence, satisfaction, and acceptability than Web- or paper-based interventions [<xref ref-type="bibr" rid="ref38">38</xref>]. Specifically, mHealth interventions have shown small but positive effects on weight loss behavior [<xref ref-type="bibr" rid="ref39">39</xref>] and are a promising tool for decreasing risky sexual behaviors and drug use [<xref ref-type="bibr" rid="ref40">40</xref>]. Furthermore, the use of tailored text messages as an adjunct to an in-person multidisciplinary weight management intervention resulted in improved feasibility, acceptance, and adherence [<xref ref-type="bibr" rid="ref41">41</xref>]. The use of mobile phones offers health professionals an opportunity to engage with patients and colleagues on a scale when and where people are open to communicating and perhaps behavior change [<xref ref-type="bibr" rid="ref42">42</xref>]. Future research on the effectiveness of text message delivery characteristics is needed to establish longer term intervention effects [<xref ref-type="bibr" rid="ref43">43</xref>]. Moreover, the acceptance of mobile phones has helped to increase the popularity of online interactive platforms such as social media [<xref ref-type="bibr" rid="ref44">44</xref>].</p>
        <p>Social media are a broader concept that encompasses sites that allow users to generate and share content [<xref ref-type="bibr" rid="ref21">21</xref>]. There are 6 main social media platforms, which include blogs, social networking sites, virtual worlds, online collaborative projects, content communities, and virtual game worlds [<xref ref-type="bibr" rid="ref45">45</xref>]. As the use of social media continues to rise [<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref46">46</xref>], it may indicate the potential for its role as a tool in the public health care system, specifically, health behavior change interventions. Social media platforms have been found to be successful in health behavior change interventions, with meta-analyses finding that the direction of effect for the primary outcomes favors interventions with social media components [<xref ref-type="bibr" rid="ref45">45</xref>] and a slight positive effect of social networking site interventions on health behavior change outcomes [<xref ref-type="bibr" rid="ref47">47</xref>]. However, there is a lack of clear evidence of the effectiveness of social media in behavior change interventions [<xref ref-type="bibr" rid="ref24">24</xref>,<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref48">48</xref>], as most studies are not measuring an isolated effect of social media, thus creating a lack of ecological validity [<xref ref-type="bibr" rid="ref49">49</xref>]. Furthermore, challenges of social media can include the spreading of misinformation and privacy breaches [<xref ref-type="bibr" rid="ref45">45</xref>], which might suggest that using social media alone may be insufficient to promote health [<xref ref-type="bibr" rid="ref48">48</xref>].</p>
      </sec>
      <sec>
        <title>Role of In-Person Components in Online Health Behavior Change Interventions</title>
        <p>It has been suggested that using a face-to-face approach is the “gold standard” in behavior change interventions [<xref ref-type="bibr" rid="ref50">50</xref>]. Face-to-face interactions have greater bandwidth (ie, the number of communication cues a medium can convey), and this can lead to a greater ability to complete tasks, better interpersonal relations, and greater social presence [<xref ref-type="bibr" rid="ref14">14</xref>]. Combining the verbal, nonverbal, and contextual cues of face-to-face communication could be assumed to provide the richest source of information and perhaps most positively influence behavior change. Furthermore, in face-to-face interventions, the human support created by the in-person component offers the core of the intervention while simultaneously coordinating a relationship with the participant in a way that will efficiently promote the use of the interpersonal connection to continue in the intervention [<xref ref-type="bibr" rid="ref11">11</xref>]. In contrast, online behavior change interventions separate the content of the treatment, which is provided in a standardized manner via a website, mobile device, or social media platform, from support provided by humans, which is often intended to increase adherence [<xref ref-type="bibr" rid="ref51">51</xref>-<xref ref-type="bibr" rid="ref53">53</xref>]. However, Web-based, mobile, and social media interventions have shown promising results in health behavior change, but a majority of the literature focuses on these digital media platforms used in adjunct to traditional approaches [<xref ref-type="bibr" rid="ref1">1</xref>]. The combination of online and face-to-face interventions may be reflective of the argument that it should not be necessary for online interventions to prove more effective than face-to-face treatments but rather to provide close to equivalent benefits and outcome results [<xref ref-type="bibr" rid="ref50">50</xref>], thus, implying that online interventions are meant to provide an alternative or adjunctive component to already well-established and highly effective face-to-face interventions.</p>
        <p>As such, some literature suggests that the idea of having a combination of online and face-to-face components within an intervention or program is ideal [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref54">54</xref>]. For example, a weight loss study that used Facebook to provide social support between monthly in-person meetings found that engagement in the Facebook support groups was significantly associated with weight loss during the 4-month maintenance period of this study, even after adjusting for face-to-face meeting attendance [<xref ref-type="bibr" rid="ref55">55</xref>]. Furthermore, in a meta-analysis that focused on Web-based interventions and weight loss, it was reported that additional weight loss occurred when Web-based interventions were used to supplement face-to-face interventions; however, substituting face-to-face interventions with Web-based interventions resulted in significantly less weight loss [<xref ref-type="bibr" rid="ref56">56</xref>]. These findings suggest that when digital media channels are used in conjunction with traditional approaches such as in-person behavior change interventions, they tend to be beneficial components [<xref ref-type="bibr" rid="ref57">57</xref>] and perhaps will not be as successful if used alone. Conversely, it is important to note that some reviews have concluded that a meta-analysis could not reliably detect the effectiveness of online interventions because of the heterogeneity of designs and the small number of comparable studies [<xref ref-type="bibr" rid="ref58">58</xref>-<xref ref-type="bibr" rid="ref60">60</xref>].</p>
        <p>Only a few Web-based, mobile, and social media interventions have truly measured behavior change; overall, there is a lack of comprehensive evaluation [<xref ref-type="bibr" rid="ref1">1</xref>]. In the limited studies that investigated solely online interventions, it was recommended that having an in-person component could increase engagement and allow participants to interact and get to know each other before expecting them to interact online [<xref ref-type="bibr" rid="ref61">61</xref>]. In addition, online behavior change interventions have had higher fidelity (ie, actual usage or intended usage of the online component) when participants knew each other before recruitment [<xref ref-type="bibr" rid="ref24">24</xref>]. Specifically to social media, considering an in-person component has been suggested because of the “stranger phenomenon” [<xref ref-type="bibr" rid="ref49">49</xref>]. This is based on the idea that social media are currently being used for conversations and maintenance of existing relationships and thus not being used to cultivate new acquaintances (ie, strangers). Supplementing with a face-to-face meet up (ie, more traditional way of forming acquaintances) may help overcome this particular barrier of social media. In a small pilot intervention study utilizing Facebook, which included an optional face-to-face meeting of all participants, only 3 of 8 participants attended [<xref ref-type="bibr" rid="ref16">16</xref>]. Moreover, similar rates of participation existed in those who did not attend the in-person meeting compared with those who did [<xref ref-type="bibr" rid="ref16">16</xref>]. Thus, further research into the need and role of in-person meetings in online interventions is warranted.</p>
        <p>Albeit, many online interventions have supplemented with some form of in-person meeting or counseling [<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]. These face-to-face interactions can be time-consuming, inconvenient, and logistically challenging. Research suggests that the use of a virtual health coach or online communication with a counselor or facilitator can be just as effective in behavior change as an in-person interaction [<xref ref-type="bibr" rid="ref63">63</xref>,<xref ref-type="bibr" rid="ref64">64</xref>], with implications for cost savings. Similarly, online interventions offer a promising alternative to traditional peer interventions, home visits, and/or pediatric office-based strategies to promote healthful behaviors [<xref ref-type="bibr" rid="ref16">16</xref>], as online participants can interact frequently and at their convenience, a pattern that facilitates engagement, retention, and delivers a high intervention dose at a low cost with minimal resources [<xref ref-type="bibr" rid="ref20">20</xref>]. These digital media channels provide a mechanism for participants to receive new information instantaneously, obtain immediate personalized automated feedback, and interact within a virtual group network, while at the same time allow for flexibility around work or school schedules and childcare responsibilities [<xref ref-type="bibr" rid="ref65">65</xref>]. In addition, the potential anonymity of an online intervention group and its faceless quality allows participants to feel valued for the strength of their contributions rather than being evaluated on their physical appearance or disabilities [<xref ref-type="bibr" rid="ref66">66</xref>]. Participants are likely to feel empowered, and in a safe environment, where they are able to digest the information at their own pace and better use it to enhance behavior change efficacy. However, the effectiveness of and adherence to online interventions is enhanced by human support [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref10">10</xref>]; and thus, the positive findings of online interventions coupled with the drawbacks of in-person components present an opportunity for the digital person-to-person.</p>
      </sec>
      <sec>
        <title>Using a Digital Person-to-Person Component</title>
        <p>For a digital person-to-person component to be considered and be successful, certain adjustments need to be examined. During in-person meetings, participants are able to view nonverbal communication cues, including body language and voice qualities. These nonverbal cues may not be as obvious in online interactions. Several steps can be taken to overcome this limitation and to maintain accurate and a more complete understanding between the participant and the digital person-to-person component. Strategies to overcome nonverbal cues absent in a digital person-to-person component may include extended wording, various stylistic procedures for emphasizing text and using emoticons [<xref ref-type="bibr" rid="ref14">14</xref>]. Extending wording and verbal expressions can help clarify messages, and the use of emoticons can enrich messages by mimicking a missing intonation or gesture [<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref68">68</xref>]. In addition, participants should be well aware of the fact that messages may be misunderstood, hence a need for more probing and clarifications than in face-to-face sessions [<xref ref-type="bibr" rid="ref14">14</xref>]. Furthermore, although possible and effective in online communications, the expression of feelings is not as automatic as in in-person meetings or relationships. This means that the digital person-to-person component must consciously consider using words and expressions that might not be used in face-to-face contact, to communicate empathy, care, concern, and warmth toward participants [<xref ref-type="bibr" rid="ref14">14</xref>]. Again, participants have to be aware that their feelings are not as obvious and vivid as they would be in a face-to-face meeting [<xref ref-type="bibr" rid="ref14">14</xref>]. Overall, the possibility does exist that if thoughtfully executed, a digital person-to-person component can perhaps be leveraged to substitute in-person and face-to-face components of online behavior change interventions, while overcoming traditional barriers and maintaining a sense of interpersonal connectedness. Moreover, the possibilities about the digital person-to-person relationship and opportunities for a successful alternative to in-person meetings are grounded in theory.</p>
        <p>Research has not only shown a positive effect of grounding behavior change interventions in theory [<xref ref-type="bibr" rid="ref48">48</xref>], but it is suggested as a necessity [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]. Using a digital person-to-person component in the delivery of an online behavior change intervention allows one to incorporate the best features of in-person interaction and the live instruction to personalize learning, allow thoughtful reflection, and differentiate instruction from participant to participant across a diverse group of learners. Thus, using a digital person-to-person component may be grounded in social and behavioral theories such as the theory of reasoned action [<xref ref-type="bibr" rid="ref17">17</xref>] and the social cognitive theory [<xref ref-type="bibr" rid="ref18">18</xref>], while being guided by the human support constructs of the model of supportive accountability (<xref ref-type="fig" rid="figure1">Figure 1</xref>) [<xref ref-type="bibr" rid="ref11">11</xref>].</p>
        <p>The theory of reasoned action [<xref ref-type="bibr" rid="ref17">17</xref>] predicts that norms of significant people in an individual’s social circles (ie, subjective norms) have a strong impact on the influence in the individual’s behavioral intentions. In the digital media literature, descriptive norms, which are similar to engaging in social comparison (ie, comparing if you should or should not engage in a behavior based on what others like you are doing), are found to be more powerful in behavior change than injunctive norms [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]. Moreover, digital media channels such as social media thrive off social comparison and can motivate user participation by a desire to belong [<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref70">70</xref>]. Similarly, the social cognitive theory [<xref ref-type="bibr" rid="ref18">18</xref>] predicts social learning by observation, which can take place in both online and offline social networks. For example, the use of virtual coaches or facilitators can provide positive reinforcement for participation and model desirable behavior outcomes (ie, photographs, videos) [<xref ref-type="bibr" rid="ref16">16</xref>]. The social cognitive perspective of social support proposes that perceived support (ie, an individual’s belief that he or she is well supported) leads to better coping skills and higher self-esteem [<xref ref-type="bibr" rid="ref71">71</xref>]. In addition, the social cognitive theory encompasses the idea of social diffusion and innovation as the way new ideas or cultural practices are transmitted or reinforced throughout a society [<xref ref-type="bibr" rid="ref18">18</xref>]. According to Bandura [<xref ref-type="bibr" rid="ref18">18</xref>], social innovation and diffusion can only be reinforced by media (eg, digital media) but not innovated; it is influential people who create innovation. Bandura [<xref ref-type="bibr" rid="ref18">18</xref>] also suggested that the more media dominate people’s lives, the more they will learn from it and less from people. Hence, there is a need for a digital person-to-person element in online behavior change interventions. Finally, using the human support constructs of the model of supportive accountability [<xref ref-type="bibr" rid="ref11">11</xref>], it is suggested that the role of the digital person-to-person component can improve adherence, and consequently behavior change.</p>
        <p>The term accountability refers to the implicit or explicit expectation that an individual may be called on to justify his or her actions or inactions [<xref ref-type="bibr" rid="ref72">72</xref>], and being accountable to someone other than oneself enhances motivation to continue with behavioral change. Thus, adherence is an important element to consider in the development of a behavior change intervention. In the model of supportive accountability [<xref ref-type="bibr" rid="ref11">11</xref>], human support increases adherence through accountability to a virtual coach (ie, a digital person-to-person component) who is seen as trustworthy, benevolent, and having expertise. Adherence will be further enhanced when the relationship with the virtual coach is perceived as reciprocal, clear goals and expectations are defined, and coaches are clear about the accountability process [<xref ref-type="bibr" rid="ref11">11</xref>]. Moreover, people respond more positively to accountability demands from a coach who is perceived as legitimate [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref73">73</xref>]. Throughout the literature, the use of a virtual health coach has shown positive results in both weight loss [<xref ref-type="bibr" rid="ref70">70</xref>] and physical activity adherence interventions [<xref ref-type="bibr" rid="ref74">74</xref>]. Creating social accountability can help individuals self-monitor and follow through on their goals. Furthermore, in the model of supportive accountability [<xref ref-type="bibr" rid="ref11">11</xref>], there are several human support constructs that are identified (see <xref ref-type="fig" rid="figure1">Figure 1</xref>) as integral components to how accountability is cultivated and maintained.</p>
        <p>The existence of another human, or social presence [<xref ref-type="bibr" rid="ref11">11</xref>], can influence accountability and subsequently adherence to behavior change interventions. For example, research suggests that although automated systems that monitor and encourage adherence, such as email reminders, can improve adherence to online interventions, digital person-to-person support enhances adherence to a significantly greater degree [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref75">75</xref>]. Expectations of the desired behavior change also play an important part in adherence [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref72">72</xref>]. The more people understand and agree with the fundamental justification for the expected behavior, the greater the compliance. Such expectations need to be not only known but also clear and process, not outcome, focused [<xref ref-type="bibr" rid="ref11">11</xref>]. Expectations should be monitored; research has shown an important feature of self-monitoring for online weight loss interventions appears to be emailing daily food intake and energy expenditure journals to a weight loss counselor rather than keeping a private record [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref76">76</xref>]. Thus, implying further rationale in need for virtual coaches (ie, digital person-to-person) support. It should be noted that the aim of performance monitoring is to provide feedback, to inform that failure to meet goals provides opportunity for self-reflection and growth, and to establish that there are no negative consequences [<xref ref-type="bibr" rid="ref11">11</xref>]. In addition, it is suggested that supplementing online interventions with feedback and communication components can be effective in creating or generating behavior change [<xref ref-type="bibr" rid="ref15">15</xref>].</p>
        <p>Although all online interventions require participants to act by themselves to some extent, the type and degree of feedback that can be offered by a digital person-to-person component can vary considerably [<xref ref-type="bibr" rid="ref14">14</xref>], from very little (ie, minimal guidance or supportive feedback mechanism provided) to high (ie, delivery of adequate amounts of tailored feedback). Moreover, immediacy of response is dependent on which communication modality is being employed. Emails and forum postings generally provide delayed feedback, whereas chat room or instant messaging sessions, Skype, and webcam calls provide participants with immediate feedback. Notably, it appears that feedback can be effective whether delivered by the internet [<xref ref-type="bibr" rid="ref43">43</xref>] or through specific channels such as the use of text messaging [<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]. Use of text messages can allow for immediate feedback on the basis of their response [<xref ref-type="bibr" rid="ref25">25</xref>], and throughout the literature, the use of text messaging has been found to be a successful behavior change technique [<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. Although differentiating in their degree of direct digital person-to-person contact, feedback channels create an opportunity to foster interpersonal relationships within interactive platforms and create improvements in users’ knowledge, health behavior, clinical outcomes, and social supports [<xref ref-type="bibr" rid="ref78">78</xref>].</p>
        <p>As previously stated, aside from accountability, a virtual coach or online counselor or facilitator aids in creating the feeling of interpersonal connectedness and can provide feedback, which tends to be effective in supportive behavior change [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref75">75</xref>]. Studies have found small to medium effect sizes in internet interventions that incorporate communicative functions such as online advisors [<xref ref-type="bibr" rid="ref61">61</xref>] and use of an online counselor, compared with no counselor, resulted in greater behavior changes [<xref ref-type="bibr" rid="ref15">15</xref>]. Similarly, in a Web-based randomized controlled trial that used no counseling, computer-automated feedback (ie, automated tailored messages), or human email counseling (ie, weekly email feedback from a counselor), results indicated that participants who had received computer-automated feedback or human email counseling had better weight loss than those with no counseling [<xref ref-type="bibr" rid="ref29">29</xref>]. Moreover, in a 3-arm randomized controlled trial, the Facebook Plus group (ie, text messaging, personalized feedback, online support person) had significantly greater weight loss than the Facebook alone and waiting list control groups [<xref ref-type="bibr" rid="ref25">25</xref>]. Feedback and communication components such as virtual coaches or online facilitators can also help make up an online social support system. Social support networks play an important role in determining health outcomes [<xref ref-type="bibr" rid="ref79">79</xref>], and as more and more individuals are spending time online, research must examine the role of online social networks and their contribution to health behavior change. In addition, future research must consider the age of the virtual coaches or online facilitators, years of work experience they may have, and their accessibility to digital platforms in the workplace, as these factors play a role in the self-efficacy and utilization of digital platforms in health education organizations [<xref ref-type="bibr" rid="ref80">80</xref>]. For optimal results, appropriate training for these platforms should be provided to those who will be providing online social support [<xref ref-type="bibr" rid="ref80">80</xref>].</p>
        <p>Increasing social support for a behavior change intervention can be an effective way to enhance desirable outcomes in both traditionally delivered behavioral interventions [<xref ref-type="bibr" rid="ref79">79</xref>] as well as those delivered online [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref81">81</xref>]. Although utilization and seeking behaviors have been higher in women [<xref ref-type="bibr" rid="ref82">82</xref>], research suggests that social support may be the most important aspect of online behavior change interventions, as it is the highest predictor of behavior change [<xref ref-type="bibr" rid="ref48">48</xref>]. Online interventions that do not include some form of social support have lower utilization rates and lack of behavior change [<xref ref-type="bibr" rid="ref83">83</xref>]. Social support can be encouraged through online social networks. Online social networks, often facilitated through social media platforms and/or a virtual coach/facilitator, have the ability to create high levels of intimacy and immediacy, meaning that support is available despite members’ distance from one another. These characteristics naturally lead to high levels of social support and allow participants to provide each other with social support interactions that are present in face-to-face delivery by adding the possibility of in-the-moment posts and responses [<xref ref-type="bibr" rid="ref84">84</xref>]. In addition, participants in a study that utilized Facebook [<xref ref-type="bibr" rid="ref16">16</xref>] were not only successful in supporting one another in a virtual group format, but after the online intervention, the participants reported becoming Facebook “friends.” Evidently, this continued peer support and gained knowledge through digital person-to-person relationships could result in further behavior change.</p>
        <p>Online social networks can fill a void in participants, as they increase the feelings of support and connectedness. It has been found that those who reported less baseline social support had lower dropout rates, as the online social network appeared to be filling a gap [<xref ref-type="bibr" rid="ref49">49</xref>]. Thus, it should be of no surprise that online social networks can be leveraged to foster an online community [<xref ref-type="bibr" rid="ref85">85</xref>], as many share their personal stories, struggles, or successes [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref24">24</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref86">86</xref>], fostering a sense of interpersonal connectedness. Moreover, this sense of community can also lead to cyber worlds or communities in which people who used to feel isolated now feel a sense of togetherness [<xref ref-type="bibr" rid="ref87">87</xref>]. The potential anonymity of online communities is particularly important in cases where health topics may be considered “taboo” or sensitive [<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref88">88</xref>]. Subsequently, it is important to assess and consider the amount and/or quality of received advice or emotional support provided in online social networks as stress and stigmatization around the health topic can be induced [<xref ref-type="bibr" rid="ref82">82</xref>]. Online social networks appear to be a predominant component in altering social norms and health behaviors on a large, often times anonymous, and cost-effective scale. Therefore, researchers should examine strategies that will further develop online social support, which can then be used to promote continued adherence and desirable behavior change in online interventions.</p>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>The growth of the digital environment provides tremendous opportunities to revolutionize health behavior change efforts. Using digital media channels such as Web-based, mobile, or social media in online behavior change interventions can facilitate enhanced communications, research, and education and allows for the generation of multidirectional dialogs [<xref ref-type="bibr" rid="ref19">19</xref>]. Web-based interventions have used specific behavior change techniques (eg, real-time support, reminders, and sharing platforms) [<xref ref-type="bibr" rid="ref1">1</xref>] to produce desired behavior change outcomes [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref29">29</xref>]. Moreover, the use of mobile technology and social media in delivering health behavior change interventions also produces successful outcomes [<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref47">47</xref>], and as these platforms continue to rise in popularity, continued efforts should be made to use them in the health research and health advocacy. Overall, digital media channels can be a more cost-effective approach [<xref ref-type="bibr" rid="ref31">31</xref>] and can have a greater impact on behavior change because of high reach, anonymity, adaptability, and accessibility [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref4">4</xref>] than traditional face-to-face interventions. Furthermore, online technologies have been able to replicate similar results as traditional, in-person interventions [<xref ref-type="bibr" rid="ref5">5</xref>-<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]. Thus, online interventions now offer a real alternative, or supplement, to traditional, face-to-face interventions [<xref ref-type="bibr" rid="ref14">14</xref>]. Although many benefits of using online behavior change interventions are documented, mixed reviews still exist on the delivery of these digital media interventions, whether or not face-to-face interventions are better, and whether in-person components are necessary [<xref ref-type="bibr" rid="ref36">36</xref>]; thus, future research is justified.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>Overall, face-to-face and online behavior change interventions have their respective advantages and disadvantages (ie, differing degrees of broad reach capability, anonymity, levels of treatment efficacy, and cost) and functions (ie, individual clinical treatment vs public health prevention programs), yet both serve important roles. It is suggested that perhaps the best opportunity for behavior change can be facilitated when there is a combination of face-to-face and online components [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref54">54</xref>]. It is the view of the authors that <italic>human support</italic> is the most important component in the effectiveness and adherence of both face-to-face and online behavior change interventions [<xref ref-type="bibr" rid="ref9">9</xref>-<xref ref-type="bibr" rid="ref11">11</xref>]. Thus, thoughtfully introducing a digital person-to-person component to replace face-to-face interactions can provide the needed human support while diminishing the barriers of in-person meetings. As human support in face-to-face interventions combines verbal, nonverbal, and contextual cues during in-person communications, a digital person-to-person interaction must implement strategies to overcome these challenges (ie, extended wording, various stylistic procedures for emphasizing text and using emoticons) [<xref ref-type="bibr" rid="ref14">14</xref>]. Furthermore, using a digital person-to-person component is rooted in social and behavioral theories such as the theory of reasoned action [<xref ref-type="bibr" rid="ref17">17</xref>] and the social cognitive theory [<xref ref-type="bibr" rid="ref18">18</xref>] and further justified by the human support constructs of the model of supportive accountability [<xref ref-type="bibr" rid="ref11">11</xref>]. For example, social comparison, social diffusion and innovation, accountability and adherence, feedback, and perhaps most importantly, social support and connectedness can all be accounted for using digital technology. Therefore, it must be ensured that a digital person-to-person component creates accountability [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref76">76</xref>], generates opportunities for tailored feedback [<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref62">62</xref>], and creates social support [<xref ref-type="bibr" rid="ref84">84</xref>,<xref ref-type="bibr" rid="ref87">87</xref>]—all key elements in producing successful behavior change. The digital environment is ever changing, and the potential for its use in health behavior change interventions has yet to be fully harnessed [<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref24">24</xref>,<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref47">47</xref>]. As the popularity of the online world grows and the interest in using the digital environment for health behavior change interventions continues to be embraced, further research into not only the use of online interventions but also the use of a digital person-to-person component must be explored.</p>
      </sec>
    </sec>
  </body>
  <back>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">mHealth</term>
          <def>
            <p>mobile health</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <fn-group>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
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            <surname>Eslami</surname>
            <given-names>S</given-names>
          </name>
        </person-group>
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