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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">v10i7e35684</article-id>
      <article-id pub-id-type="pmid">35830222</article-id>
      <article-id pub-id-type="doi">10.2196/35684</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>Wearing the Future—Wearables to Empower Users to Take Greater Responsibility for Their Health and Care: Scoping Review</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Buis</surname>
            <given-names>Lorraine</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Mantalvanos</surname>
            <given-names>Soula</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Subramaniam</surname>
            <given-names>Suthashini</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Kang</surname>
            <given-names>Harjeevan Singh</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>College of Medical and Dental Sciences</institution>
            <institution>University of Birmingham</institution>
            <addr-line>Edgbaston</addr-line>
            <addr-line>Birmingham, B15 2TT</addr-line>
            <country>United Kingdom</country>
            <phone>44 121 414 3344</phone>
            <email>harjeevankangmedicine@gmail.com</email>
          </address>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-4423-5253</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Exworthy</surname>
            <given-names>Mark</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-4791-7513</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>College of Medical and Dental Sciences</institution>
        <institution>University of Birmingham</institution>
        <addr-line>Birmingham</addr-line>
        <country>United Kingdom</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Health Services Management Centre</institution>
        <institution>University of Birmingham</institution>
        <addr-line>Birmingham</addr-line>
        <country>United Kingdom</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Harjeevan Singh Kang <email>harjeevankangmedicine@gmail.com</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <month>7</month>
        <year>2022</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>13</day>
        <month>7</month>
        <year>2022</year>
      </pub-date>
      <volume>10</volume>
      <issue>7</issue>
      <elocation-id>e35684</elocation-id>
      <history>
        <date date-type="received">
          <day>13</day>
          <month>12</month>
          <year>2021</year>
        </date>
        <date date-type="rev-request">
          <day>6</day>
          <month>1</month>
          <year>2022</year>
        </date>
        <date date-type="rev-recd">
          <day>20</day>
          <month>1</month>
          <year>2022</year>
        </date>
        <date date-type="accepted">
          <day>8</day>
          <month>6</month>
          <year>2022</year>
        </date>
      </history>
      <copyright-statement>©Harjeevan Singh Kang, Mark Exworthy. Originally published in JMIR mHealth and uHealth (https://mhealth.jmir.org), 13.07.2022.</copyright-statement>
      <copyright-year>2022</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 https://mhealth.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://mhealth.jmir.org/2022/7/e35684" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Wearables refer to devices that are worn by individuals. In the health care field, wearables may assist with individual monitoring and diagnosis. In fact, the potential for wearable technology to assist with health care has received recognition from health systems around the world, including a place in the strategic Long Term Plan shared by the National Health Service in England. However, wearables are not limited to specialist medical devices used by patients. Leading technology companies, including Apple, have been exploring the capabilities of wearable health technology for health-conscious consumers. Despite advancements in wearable health technology, research is yet to be conducted on wearables and empowerment.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>This study aimed to identify, summarize, and synthesize knowledge on how wearable health technology can empower individuals to take greater responsibility for their health and care.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>This study was a scoping review with thematic analysis and narrative synthesis. Relevant guidance, such as the Arksey and O’Malley framework, was followed. In addition to searching gray literature, we searched MEDLINE, EMBASE, PsycINFO, HMIC, and Cochrane Library. Studies were included based on the following selection criteria: publication in English, publication in Europe or the United States, focus on wearables, relevance to the research, and the availability of the full text.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>After identifying 1585 unique records and excluding papers based on the selection criteria, 20 studies were included in the review. On analysis of these 20 studies, 3 main themes emerged: the potential barriers to using wearables, the role of providers and the benefits to providers from promoting the use of wearables, and how wearables can drive behavior change.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>Considerable literature findings suggest that wearables can empower individuals by assisting with diagnosis, behavior change, and self-monitoring. However, greater adoption of wearables and engagement with wearable devices depend on various factors, including promotion and support from providers to encourage uptake; increased short-term investment to upskill staff, especially in the area of data analysis; and overcoming the barriers to use, particularly by improving device accuracy. Acting on these suggestions will require investment and constructive input from key stakeholders, namely users, health care professionals, and designers of the technology. As advancements in technology to make wearables viable health care devices have only come about recently, further studies will be important for measuring the effectiveness of wearables in empowering individuals. The investigation of user outcomes through large-scale studies would also be beneficial. Nevertheless, a significant challenge will be in the publication of research to keep pace with rapid developments related to wearable health technology.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>wearable</kwd>
        <kwd>device</kwd>
        <kwd>tracker</kwd>
        <kwd>activity tracker</kwd>
        <kwd>fitness tracker</kwd>
        <kwd>technology</kwd>
        <kwd>MedTech</kwd>
        <kwd>HealthTech</kwd>
        <kwd>sensor</kwd>
        <kwd>monitor</kwd>
        <kwd>gadget</kwd>
        <kwd>smartwatch</kwd>
        <kwd>empowerment</kwd>
        <kwd>self-care</kwd>
        <kwd>management</kwd>
        <kwd>behavior</kwd>
        <kwd>responsibility</kwd>
        <kwd>attitude</kwd>
        <kwd>personalization</kwd>
        <kwd>mobile phone</kwd>
        <kwd>self-management</kwd>
        <kwd>smartphone</kwd>
        <kwd>wearable electronic devices</kwd>
        <kwd>health promotion</kwd>
        <kwd>health behavior</kwd>
        <kwd>mHealth</kwd>
        <kwd>digital health</kwd>
        <kwd>health care wearables</kwd>
        <kwd>scoping review</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <sec>
          <title>Wearable Health Technology</title>
          <p>Wearables are “seamlessly embedded portable computers...worn on the body” [<xref ref-type="bibr" rid="ref1">1</xref>]. Examples include consumer products marketed as wellness gadgets, such as smartwatches produced by Apple [<xref ref-type="bibr" rid="ref2">2</xref>] or activity trackers from Fitbit [<xref ref-type="bibr" rid="ref3">3</xref>], and more specialized medical devices, such as those that can detect electrolyte levels [<xref ref-type="bibr" rid="ref4">4</xref>] or screen blood for cancer cells [<xref ref-type="bibr" rid="ref5">5</xref>].</p>
          <p>Wearable devices can be used in the medical field to monitor individuals and assist with diagnosis, thereby enabling individuals to contribute to their health [<xref ref-type="bibr" rid="ref6">6</xref>] and gain greater control of their lives [<xref ref-type="bibr" rid="ref7">7</xref>]. For example, certain wearables have been developed to recognize the symptoms of COVID-19 infection by measuring individuals’ vital signs [<xref ref-type="bibr" rid="ref8">8</xref>].</p>
          <p>As technology advances, it may be expected that wearables will become more advanced in their health care capabilities. A future vision for wearables has been discussed [<xref ref-type="bibr" rid="ref9">9</xref>], concerning the potential application of on-teeth sensors, smart contact lenses, electronic epidermal tattoos, smart patches, and smart textiles. Any data from wearables may be integrated with health systems and potentially inform care plans.</p>
        </sec>
        <sec>
          <title>Empowerment</title>
          <p>Patient empowerment has been well discussed in the literature, but the complexity of the concept is thought to be responsible for the “lack of a consensus definition” [<xref ref-type="bibr" rid="ref10">10</xref>]. The most commonly cited definitions [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref12">12</xref>] indicate that “Patient empowerment starts from the principle of one’s inherent capacity to be responsible for one’s own life, and can be described as a complex experience of personal change, possibly facilitated by health care providers” [<xref ref-type="bibr" rid="ref10">10</xref>]. Other researchers have proposed that patient empowerment encompasses activities that foster self-management [<xref ref-type="bibr" rid="ref13">13</xref>].</p>
          <p>Participatory health informatics (PHI) considers the role of technology in assisting individuals with self-management and decision-making by also improving health literacy and the physician-patient relationship so that individuals can become more involved in the aspects of their health and care [<xref ref-type="bibr" rid="ref14">14</xref>]. Historically, research in the PHI field has predominantly been based on social media and internet-based applications, with patient empowerment having been identified as the most common theme in this body of research [<xref ref-type="bibr" rid="ref14">14</xref>]. However, wearables are just beginning to be considered as part of PHI given recent technological advancements [<xref ref-type="bibr" rid="ref14">14</xref>]. Therefore, similar research is now required to examine whether wearables can empower individuals in ways similar to those mentioned earlier regarding domains such as self-management, decision-making, and the physician-patient relationship.</p>
          <p>There are several ways in which wearables may assist in empowering patients. First, wearables may minimize the impact of health care on the daily routine of patients. Wearables may offer greater convenience [<xref ref-type="bibr" rid="ref15">15</xref>] if they reduce the need for patients to invest time in booking appointments with health care professionals, plan their schedule around such appointments, or commit time and money for appointment-related travel. Wearables have already been shown to reduce the need for certain in-person appointments [<xref ref-type="bibr" rid="ref16">16</xref>].</p>
          <p>Next, wearables collecting data throughout the day may provide a richer data set [<xref ref-type="bibr" rid="ref17">17</xref>] than snapshot reading records obtained during visits to a health care facility. Such data may be collected more readily around individuals’ normal daily activities, whether at rest or on exertion [<xref ref-type="bibr" rid="ref18">18</xref>], which may be useful for heart rate readings, for example.</p>
          <p>Furthermore, patients can take an electrocardiogram (ECG) and other readings multiple times each day over the course of months. This would add to the richness of the data set and potentially better inform diagnosis and treatment while also proving valuable in screening for COVID-19 infection, as Apple Watch could regularly monitor blood oxygen levels [<xref ref-type="bibr" rid="ref19">19</xref>]. Attending appointments for taking such readings would neither allow the degree of frequency nor convenience of doing so at home and while on the move as with wearables.</p>
          <p>Moreover, wearables may help preserve patient dignity when offering an alternative to more privacy-intrusive procedures. For example, an ECG taken by Apple Watch [<xref ref-type="bibr" rid="ref19">19</xref>] may be preferred over a traditional ECG in a medical setting, which would require the removal of clothing to expose the patient’s chest. Data from wearables may also flag early warning signs [<xref ref-type="bibr" rid="ref2">2</xref>], prompting individuals to arrange appropriate medical consultations.</p>
          <p>In addition, wearables may facilitate behavior change and potentially motivate patients to exercise, whether through daily step challenges, goal setting, or otherwise [<xref ref-type="bibr" rid="ref20">20</xref>]. This could deliver associated health benefits [<xref ref-type="bibr" rid="ref21">21</xref>] and help combat the obesity epidemic that faces health systems [<xref ref-type="bibr" rid="ref22">22</xref>] and has been worsened by the COVID-19 pandemic [<xref ref-type="bibr" rid="ref23">23</xref>].</p>
        </sec>
        <sec>
          <title>Benefits for the Health System</title>
          <p>The COVID-19 pandemic has exacerbated the pressure on the National Health Service (NHS) in England, as disruption to services has contributed to a backlog of care that is estimated to cost the NHS £2 billion (US $2.44 billion) to clear [<xref ref-type="bibr" rid="ref24">24</xref>]. The NHS has been persistently overstretched, such that these additional pressures compound pre-existing problems of inadequate funding and understaffing [<xref ref-type="bibr" rid="ref25">25</xref>]. As the NHS continues to face challenges, owing to resource constraints, care must be delivered more efficiently.</p>
          <p>Innovative solutions are known to secure growth [<xref ref-type="bibr" rid="ref26">26</xref>] by redefining care pathways [<xref ref-type="bibr" rid="ref27">27</xref>] to improve patient satisfaction, teamwork, the provision of care, and clinical outcomes. In this way, wearables [<xref ref-type="bibr" rid="ref28">28</xref>] can shift the burden of care from the NHS to the individual. Such a shift would represent greater convenience and independence for patients (as outlined earlier), while reducing costs and staff workloads. In fact, the NHS Long Term Plan has welcomed wearables from an efficiency standpoint [<xref ref-type="bibr" rid="ref29">29</xref>], as the technology has the potential to revolutionize health care [<xref ref-type="bibr" rid="ref28">28</xref>].</p>
          <p>Remote patient monitoring, in the context of reducing the demand for health systems, has been of particular importance during the pandemic [<xref ref-type="bibr" rid="ref30">30</xref>]. However, it should continue to retain its relevance [<xref ref-type="bibr" rid="ref31">31</xref>] by reducing patient consultations [<xref ref-type="bibr" rid="ref32">32</xref>] because of the health care sector’s focus on patient care and the versatility of wearables in catering to a wide spectrum of needs, from acting as a preventive tool in promoting fitness to managing chronic conditions [<xref ref-type="bibr" rid="ref33">33</xref>].</p>
        </sec>
        <sec>
          <title>Challenges Relating to Wearables</title>
          <p>Although it has been stated that wearables can empower and emancipate patients [<xref ref-type="bibr" rid="ref34">34</xref>] to manage their own care, the efficacy of these devices has attracted skepticism from some physicians [<xref ref-type="bibr" rid="ref35">35</xref>], especially because the technology is emerging. However, change should be welcome, as patients are an “untapped resource” [<xref ref-type="bibr" rid="ref7">7</xref>]. If patients were to take a more proactive role in their care, then the effects on the “quality and sustainability of health systems” could be transformative [<xref ref-type="bibr" rid="ref7">7</xref>].</p>
          <p>However, the accuracy of wearables is a concern that may deter their use, especially if they fail to produce reliable data. Therefore, regulatory oversight may be beneficial in ensuring that only accurate, tested devices are in circulation. Medical devices are regulated in the United Kingdom by the Medicines and Healthcare Products Regulatory Agency (MHRA) [<xref ref-type="bibr" rid="ref36">36</xref>]. Nonetheless, certain wearables may not be regulated by the MHRA, as devices such as the Fitbit explicitly state that they are neither medical devices nor are “intended to diagnose, treat, cure or prevent any disease” [<xref ref-type="bibr" rid="ref37">37</xref>]. Therefore, this may undermine the perceived efficacy of such devices and thereby fuel the skepticism of health care professionals. However, as wearables become more accurate, this is likely to change; some consumer-targeted wearables, such as Apple Watch, have already received Food and Drug Administration approval in the United States [<xref ref-type="bibr" rid="ref38">38</xref>]. Consequently, it seems to be only a matter of time before approval is sought under the MHRA.</p>
          <p>Furthermore, Accenture [<xref ref-type="bibr" rid="ref39">39</xref>] advised that physicians should promote digital engagement and awareness of such devices among patients. This recommendation followed the findings that more than half of those surveyed [<xref ref-type="bibr" rid="ref39">39</xref>] would take more responsibility for their care if their health care provider encouraged them to. However, only one-tenth of the respondents [<xref ref-type="bibr" rid="ref39">39</xref>] reported having been recommended any digital tools to manage their care. It has been argued that despite initial reservations from patients, typically arising from a lack of confidence or knowledge, “it is incumbent on providers to foster [patients’] self-reliance” [<xref ref-type="bibr" rid="ref7">7</xref>]. Clearly, with “self-management gaining ascendancy as a concept” [<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref41">41</xref>], there is more to be done, including possibly reshaping the perceptions of providers and patients [<xref ref-type="bibr" rid="ref7">7</xref>].</p>
        </sec>
      </sec>
      <sec>
        <title>Objectives</title>
        <p>This study aims to identify, summarize, and synthesize knowledge to answer the following research question: “How can wearable health technology empower individuals to take greater responsibility for their health and care?” To the researcher’s knowledge, a review has yet to be conducted in this area; other reviews did not specifically focus their research on the concept of empowerment. Hence, research is needed to fill this gap and convey the importance of wearables to health care professionals.</p>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Design</title>
        <p>A scoping review design was chosen for its exploratory nature [<xref ref-type="bibr" rid="ref42">42</xref>], which is useful when the international evidence base is heterogeneous [<xref ref-type="bibr" rid="ref43">43</xref>]. In addition, this design enables the researcher to determine the range of available evidence and identify research gaps to guide future research [<xref ref-type="bibr" rid="ref44">44</xref>].</p>
        <p>Furthermore, the need to integrate research from a wide variety of sources and perspectives [<xref ref-type="bibr" rid="ref43">43</xref>] across a broad area lends itself to a scoping review over alternative designs. A systematic review was found to be too restrictive and limited the materials considered [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref46">46</xref>], whereas research in the wearable field did not seem to place the same emphasis on theory as would be required for a realist review [<xref ref-type="bibr" rid="ref47">47</xref>].</p>
        <p>The 22-item PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) [<xref ref-type="bibr" rid="ref48">48</xref>] checklist was used, as it indicates what should be included in a scoping review. Background reading was conducted to ensure adherence to the latest guidelines. For example, there have been numerous additions [<xref ref-type="bibr" rid="ref49">49</xref>-<xref ref-type="bibr" rid="ref53">53</xref>] following the publication of a seminal paper by Arksey and O’Malley [<xref ref-type="bibr" rid="ref44">44</xref>], which initially proposed a methodological framework for undertaking scoping reviews. The guidance document published by the Joanna Briggs Institute (JBI) [<xref ref-type="bibr" rid="ref54">54</xref>] was also followed.</p>
      </sec>
      <sec>
        <title>Selection Criteria</title>
        <p>Selection criteria were set to ensure the coverage of evidence, while excluding irrelevant papers. Hence, the inclusion criteria were as follows: English-language articles, a focus on wearables rather than other digital health technologies, and relevance to the research objective (by offering information that may relate to empowerment, such as barriers to use or discussions of the efficacy of certain wearables, even if such information had not been explicitly linked to empowerment). The researcher was selective in only including sources where there was a substantive focus on wearables rather than those that only mentioned wearables in passing. Regarding the inclusion of literature reviews, the individual studies of the review were screened. If many of these met the inclusion criteria, the review was included instead of the individual studies.</p>
        <p>Despite wearable technology being a fast-moving area, no limits were imposed on the publication year of articles. Studies were excluded if the full text was unavailable or the studies were published outside of Europe or the United States. The latter was determined after preliminary searches indicated the presence of sufficient evidence. At this point, it was necessary to refine the selection criteria during the literature search phase because of practical constraints. In fact, Arksey and O’Malley [<xref ref-type="bibr" rid="ref44">44</xref>] encouraged an iterative approach to research by using broad searches to first gain a <italic>sense</italic> of the field and thereafter setting any search parameters more strictly to meet the research requirements. Such an approach is further supported by the fact that “reading is central to reviewing literature” [<xref ref-type="bibr" rid="ref55">55</xref>] and informing literature searches.</p>
      </sec>
      <sec>
        <title>Search Strategy</title>
        <p>Database searches included MEDLINE, EMBASE, PsycINFO, HMIC, and Cochrane Library. Gray literature was also considered by searching OpenGrey, Google Scholar, and independent think tanks. The literature search was completed in early February 2021. A further search was conducted in May 2021 to account for any articles that may have been subsequently published.</p>
        <p>The literature search involved relevant subject heading index terms, and subject headings were <italic>exploded</italic> as required. The search strategy (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>) was adjusted to reflect variations in subject headings and syntax across the databases. For the breadth of coverage, a multipurpose search was used to search for keywords across numerous fields. A librarian was consulted to identify additional keywords.</p>
        <p>Various strategies have been used to mitigate the risk of missing relevant evidence, including the use of synonymous terms, wildcard symbols, and truncation symbols. Boolean operators were used to combine the keywords and exclude others. Parentheses were used to group keywords joined by different Boolean operators, which yielded more relevant results than if a nesting approach had not been followed. In cases where quotation marks for phrase searching would potentially omit relevant results, proximity operators were used instead. The above-mentioned publication limits for language and location were also applied to the results. Furthermore, there was forward citation searching, and reference lists were snowballed for relevance to find studies that had not been identified in the initial literature search.</p>
        <p>Duplicate records were identified using EndNote (Clarivate). The software-generated list of duplicates was manually reviewed to mitigate the risk of any records being incorrectly categorized as duplicates. The researcher then screened the remaining results and manually removed duplicates that had not been automatically flagged.</p>
      </sec>
      <sec>
        <title>Data Collection</title>
        <p>The single researcher screened the literature by using a 2-step process, with a review of the title and abstract before the full text. If neither the title nor the abstract seemed relevant to the research, the article was excluded. If the title and abstract appeared relevant, the full-text article was read. Papers that did not meet the inclusion criteria were excluded, and the main reasons for exclusion were noted.</p>
        <p>Scoping reviews do not typically address the appraisal of sources [<xref ref-type="bibr" rid="ref44">44</xref>]. However, this would have resulted in a much larger sample size of evidence of questionable quality. Therefore, the JBI critical appraisal tool was used because of its relatively greater sensitivity to validity [<xref ref-type="bibr" rid="ref56">56</xref>] to help ensure that any emergent findings would be based on high-quality evidence. This involved considering the limitations of the evidence, while assessing the congruity between the research aims, methodology, and findings [<xref ref-type="bibr" rid="ref57">57</xref>].</p>
      </sec>
      <sec>
        <title>Data Charting</title>
        <p>Key details were extracted to assess the relevance of a study [<xref ref-type="bibr" rid="ref58">58</xref>], including publication details and study details relating to the objectives, findings, and type of wearable device. A data charting form (<xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>) was adapted from the JBI [<xref ref-type="bibr" rid="ref59">59</xref>] to incorporate other relevant details described elsewhere [<xref ref-type="bibr" rid="ref60">60</xref>]. This form was piloted and updated with additional data that the researcher wished to chart.</p>
      </sec>
      <sec>
        <title>Data Analysis</title>
        <p>Oftentimes, reviews fail to go beyond a summary of the evidence. Hence, this research followed the 6-step process of thematic analysis by Braun and Clarke [<xref ref-type="bibr" rid="ref61">61</xref>], which involved familiarization with the data, coding of the data, generation of themes based on the codes, refinement of the themes, naming and defining the themes, and final write-up.</p>
        <p>NVivo (QSR International) was used for a more structured analysis, as each source was individually uploaded and coded, which enabled the identification of themes from a wide evidence base. Themes were refined, with the findings being presented in the style of a narrative synthesis and related to the research question.</p>
        <p>Such an approach to analysis and synthesis accords with guidance from Arksey and O’Malley [<xref ref-type="bibr" rid="ref44">44</xref>], which stated the need for a scoping review to potentially use a “thematic construction in order to present a narrative account of existing literature.” This has been reflected in the PRISMA-ScR [<xref ref-type="bibr" rid="ref48">48</xref>] and guidance on advancing the methodology of scoping reviews [<xref ref-type="bibr" rid="ref49">49</xref>]. There are also examples of scoping reviews incorporating such an approach to analysis [<xref ref-type="bibr" rid="ref62">62</xref>-<xref ref-type="bibr" rid="ref64">64</xref>].</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Literature Search</title>
        <p>The search (<xref rid="figure1" ref-type="fig">Figure 1</xref>) identified 1887 records. Following screening, 20 studies were included in the final data set, as summarized in <xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref> [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref84">84</xref>]. Some of these studies were identified for inclusion in gray literature searches [<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref83">83</xref>] or snowballing the reference lists of the included studies [<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref80">80</xref>].</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) flow diagram to illustrate the literature search.</p>
          </caption>
          <graphic xlink:href="mhealth_v10i7e35684_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Study Characteristics</title>
        <p>The 20 included sources represent a significant body of literature, collectively accounting for &#62;7000 participants. The studies were published between 2015 and 2021, with the number of studies appearing to have generally increased year-on-year. Most studies were published in the United States (12/20, 60%). The studies used quantitative (10/20, 50%), qualitative (8/20, 40%), and mixed methods (2/20, 10%; <xref ref-type="supplementary-material" rid="app4">Multimedia Appendix 4</xref>). Funding details were provided by 65% (13/20) of the studies (<xref ref-type="supplementary-material" rid="app5">Multimedia Appendix 5</xref>). Although Fitbit was the most common brand of wearable used (10/20, 50%), several studies (9/20, 45%) included multiple brands or discussed wearables in general.</p>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <p>A total of 3 main themes, relevant to user empowerment, emerged from the literature, namely, <italic>Health Care Providers—Benefits and Involvement</italic>, <italic>Behavior Change</italic>, and <italic>Barriers to Use</italic>. <xref ref-type="supplementary-material" rid="app6">Multimedia Appendix 6</xref> [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref84">84</xref>] lists the contributions of the included studies to each theme.</p>
      <sec>
        <title>Theme: Health Care Providers—Benefits and Involvement</title>
        <sec>
          <title>Collaboration Between Providers and Patients</title>
          <p>Health care providers are an important part of health care systems [<xref ref-type="bibr" rid="ref85">85</xref>]. Therefore, it may be expected that providers would be considered as part of the literature on how wearables can empower patients.</p>
          <p>Collaboration between research management and health care staff is imperative, especially during the study design process, as such a partnership may benefit patient compliance, particularly for those with cognitive impairments [<xref ref-type="bibr" rid="ref65">65</xref>]. However, the role of clinicians may extend further. Outside of the research context, patients may rely on the clinicians’ acceptance of their decision to use a wearable device for other purposes, including as part of rehabilitation; hence, it would be incorrect to limit the role of health care professionals to simply prescribing medication without considering their role in educating patients [<xref ref-type="bibr" rid="ref66">66</xref>]. The significance of such support and backing from clinicians may be easily overlooked.</p>
          <p>Users seem to appreciate that consumer wearables are not medically accurate devices and that clinicians would not solely rely on data from such devices to make clinical decisions [<xref ref-type="bibr" rid="ref84">84</xref>]. An open-minded, supportive approach may encourage patients to share data with their clinicians [<xref ref-type="bibr" rid="ref84">84</xref>]. However, clinicians who are unwilling to engage with wearables and support their empowered patients, on the grounds of potential inaccuracies regarding data [<xref ref-type="bibr" rid="ref84">84</xref>], may risk foregoing the benefits attributable to wearables.</p>
        </sec>
        <sec>
          <title>Benefits to Providers and Patients</title>
          <p>Wearables may offer several benefits to clinicians. First, wearables may offer objective, real-time patient data [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref76">76</xref>]. This would allow clinicians to remotely supervise progress [<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref76">76</xref>] and provide comfort to patients who may otherwise feel that they are just communicating their subjective experiences and perceptions [<xref ref-type="bibr" rid="ref76">76</xref>]. In such cases, it would be possible to use such data to inform clinicians of a patient’s history, thereby enabling a more personalized approach to treatment tailored to individual needs that can be adjusted according to the management plan [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref76">76</xref>]. This should enable more timely feedback so that clinicians can be more responsive to situational changes [<xref ref-type="bibr" rid="ref80">80</xref>]. Access to data such as nutrition and activity-related information over an extended period may offer a solution to the issues of conventional health measurements and tests, as clinicians would benefit from a more complete picture of a patient’s health status [<xref ref-type="bibr" rid="ref80">80</xref>]. In addition, data from wearables may eventually be used for risk stratification and early intervention [<xref ref-type="bibr" rid="ref83">83</xref>], which should prevent further deterioration.</p>
          <p>Furthermore, the accessibility of wearable data to patients may facilitate communication and assist with patient education [<xref ref-type="bibr" rid="ref66">66</xref>]. Better-informed patients can offer more worthwhile contributions to any discussion, thereby promoting shared decision-making [<xref ref-type="bibr" rid="ref66">66</xref>] and assisting with adherence to what is agreed [<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref83">83</xref>]. In fact, a higher quality of life was associated with patients taking a more proactive role in their health [<xref ref-type="bibr" rid="ref66">66</xref>]. There is the important caveat that to maximize these benefits, health care professionals should first identify patients with the willingness and ability to self-manage, especially because sustaining engagement can be challenging [<xref ref-type="bibr" rid="ref83">83</xref>].</p>
          <p>It is not difficult to imagine the potential for a large-scale rollout of wearables, which may help reduce the contact time and offer a more cost-effective approach to providers [<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref76">76</xref>]. Such improvements in efficiency would likely free up resources, thereby alleviating the burden on health systems. The achievement of this is realistic, as supported by the Nuffield Trust [<xref ref-type="bibr" rid="ref83">83</xref>], which has reported that “professional monitoring interventions for chronic conditions, whereby data is sent to the health care team, have had very positive results on health outcomes and resource use.”</p>
          <p>Data from wearables can also be integrated into medical records to facilitate care [<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref80">80</xref>], which can help overcome current barriers to reporting and retrieving data for inpatients and remote monitoring [<xref ref-type="bibr" rid="ref80">80</xref>]. Patients living with chronic conditions often feel undersupported in managing their conditions [<xref ref-type="bibr" rid="ref83">83</xref>]; therefore, wearables may offer this support. This is largely why wearables and other patient-facing technologies have been praised as a “bright hope” in the health care sector horizon [<xref ref-type="bibr" rid="ref83">83</xref>].</p>
        </sec>
        <sec>
          <title>Challenges to Wearables Advocation in the Health Care Sector</title>
          <p>Certain health care services do not have the best track record for the uptake of technology. For example, in the United Kingdom, the NHS has been portrayed as “one of the most backward industries in responding to digital technology” [<xref ref-type="bibr" rid="ref83">83</xref>]. The Nuffield Trust has captured the fact that the NHS has the potential to capitalize on consumer wearables [<xref ref-type="bibr" rid="ref83">83</xref>]. However, consumer wearables may not be suitable for use, in their current state, by health care professionals. In fact, poorly calibrated devices can work counterproductively by worsening health outcomes and increasing staff workload [<xref ref-type="bibr" rid="ref83">83</xref>]. Nevertheless, care should be taken not to be overly critical about the lack of accuracy of certain wearables because of benefits associated with aspects such as the provision of insights over extended periods [<xref ref-type="bibr" rid="ref17">17</xref>].</p>
          <p>Staff may require further upskilling to encourage engagement with wearables and facilitate behavior change [<xref ref-type="bibr" rid="ref83">83</xref>]. This may demand professional monitoring and the provision of feedback on an ongoing basis [<xref ref-type="bibr" rid="ref83">83</xref>]. In the short term, this may impose greater pressure on staff as it will add to workers’ responsibilities and may therefore appear unfeasible given the existing strain on staff. However, the short-term increase in workload may result in an overall reduction in workers’ commitments over the long term because of benefits associated with self-measurement of readings and the consequential reduction in appointments for such purposes [<xref ref-type="bibr" rid="ref86">86</xref>].</p>
          <p>Ultimately, providers have much to gain from patients taking steps to monitor their own health. To realize these benefits, health care professionals should encourage patients by adopting a supportive attitude, recognizing that wearables offer a means for patients to take a more proactive role in managing their health rather than viewing the devices too critically. In fact, diffusion of innovations theory [<xref ref-type="bibr" rid="ref87">87</xref>] classifies adopters into categories, ranging from those who easily embrace change to <italic>laggards</italic> who are more skeptical about the innovation. Applying this theory [<xref ref-type="bibr" rid="ref87">87</xref>] to the adoption of wearables, providers can play an important role in seeking to convince laggards about the benefits of wearables.</p>
        </sec>
      </sec>
      <sec>
        <title>Theme: Behavior Change</title>
        <sec>
          <title>Overview</title>
          <p>Breaking bad habits and establishing good ones, as part of a sustainable change to one’s lifestyle, requires positive actions whereby attitudes or behaviors may need to shift. The potential for wearables to draw on various behavior change techniques to prompt positive behavior change [<xref ref-type="bibr" rid="ref20">20</xref>] holds promise for individuals willing to take greater responsibility for their health and care. Behavior change through wearables can take many forms, from reminders and positive reinforcement associated with progress tracking and reporting to social group support for motivational purposes. However, such aspects, among others, can also give rise to negative outcomes if not carefully catered for, as discussed in the following sections.</p>
        </sec>
        <sec>
          <title>Behavior Change Techniques and Support</title>
          <p>Continually providing information to users through wearables may be useful for consolidating patients’ understanding of their conditions and prompting behavior changes [<xref ref-type="bibr" rid="ref66">66</xref>]. Furthermore, the ability of wearables to track progress and achievements could bolster adherence to exercise, which aligns with the behavior change theory [<xref ref-type="bibr" rid="ref66">66</xref>]. It has also been suggested that introducing behavioral counseling based on feedback from wearables may lead to better results [<xref ref-type="bibr" rid="ref70">70</xref>]. Another study has suggested the potential for activity trackers to complement behavioral counseling because of the behavior change techniques embedded in wearables, including those related to goal setting and social support [<xref ref-type="bibr" rid="ref74">74</xref>]. These behavior change techniques have been leveraged by certain wearables [<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref80">80</xref>] to help achieve positive changes, such as by promoting an active lifestyle [<xref ref-type="bibr" rid="ref83">83</xref>]. Wearables seem to support behavior change, as another study has concluded that wearables further benefit patients in achieving their outcomes, as opposed to counseling alone [<xref ref-type="bibr" rid="ref75">75</xref>].</p>
          <p>Contrary to the position that has been taken in these studies, which have suggested that wearables can be effective, and the results for patients can be enhanced through the additional use of behavioral counseling, wearables’ value as a positive behavior change strategy may be context dependent. This is supported by a study that found that activity tracking was insufficient for improving pain-related outcomes or daily activity without behavior change support [<xref ref-type="bibr" rid="ref72">72</xref>]. Despite not tracking changes in variables linked to behavior change theories, it has been argued that wearables may not be effective from a behavior change standpoint when promoting physical activity in college students [<xref ref-type="bibr" rid="ref73">73</xref>].</p>
          <p>In one study, only a few participants recognized specific behavior changes arising from the use of wearables [<xref ref-type="bibr" rid="ref71">71</xref>]. These participants were more disciplined and conscious about activity levels and which exercises were more effective [<xref ref-type="bibr" rid="ref71">71</xref>]. Although only a few commented on any behavior changes, the subjective nature of these changes may mean that others made similar progress but did not recognize such progress. Another study stated that their effect size for behavioral outcomes ranged between small and medium but could not identify which aspects of the devices resulted in this finding; instead, they speculated that this was because of greater intrinsic motivation for exercise [<xref ref-type="bibr" rid="ref74">74</xref>].</p>
          <p>An analysis of behavior change techniques used by activity trackers suggested that wearables commonly have more <italic>controlling</italic> features than those that promote autonomy [<xref ref-type="bibr" rid="ref69">69</xref>]. For some users, this focus on rewards or social comparison may only appear detrimental to their physical activity in the long term [<xref ref-type="bibr" rid="ref69">69</xref>] and may not be reflected in the findings of relatively short studies.</p>
          <p>Moreover, physical activity levels seem to affect users’ perceptions of wearables, as those who are more active generally found the devices to have a higher number of <italic>motivational affordances</italic>, which refer to the features of technology that motivate and support users to meet their goals [<xref ref-type="bibr" rid="ref79">79</xref>]. It has been suggested that this is because of greater familiarity with the motivational features of wearables, whereas novice exercisers may not understand or notice these features, such as the symbol denoting calorie burn [<xref ref-type="bibr" rid="ref79">79</xref>]. Therefore, guided studies may not generalize to first-time, real-world use [<xref ref-type="bibr" rid="ref79">79</xref>,<xref ref-type="bibr" rid="ref80">80</xref>].</p>
        </sec>
        <sec>
          <title>Self-efficacy</title>
          <p>Self-efficacy refers to an individual’s belief that they can perform a task [<xref ref-type="bibr" rid="ref88">88</xref>]. The strength of self-efficacy is important in influencing behavior change and how the individual responds to adversity [<xref ref-type="bibr" rid="ref88">88</xref>].</p>
          <p>Wearables appeared to draw on 3 sources of self-efficacy proposed by Bandura [<xref ref-type="bibr" rid="ref88">88</xref>]; these have been credited with increasing user compliance and positive behavior change [<xref ref-type="bibr" rid="ref77">77</xref>]. The first source relates to personal accomplishments [<xref ref-type="bibr" rid="ref88">88</xref>], which are encompassed by the various features of wearable devices, including awards, progress toward activity goals, and performance over time [<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref82">82</xref>]. The use of activity reminders forms part of the second source of self-efficacy, related to verbal persuasion [<xref ref-type="bibr" rid="ref88">88</xref>], as motivational notifications can encourage users to progress and meet their goals [<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref84">84</xref>]. The third source is termed “vicarious experience” [<xref ref-type="bibr" rid="ref88">88</xref>] and links to the social aspects of wearables, whereby seeing users of a similar ability complete activities motivate certain users to believe that they can execute the same tasks [<xref ref-type="bibr" rid="ref77">77</xref>].</p>
          <p>However, it may be detrimental to self-efficacy when users believe that they are significantly underachieving relative to their peers [<xref ref-type="bibr" rid="ref77">77</xref>]. Therefore, individuals should be matched to fellow users with whom they identify and who are successfully achieving their goals, as otherwise they may be discouraged [<xref ref-type="bibr" rid="ref84">84</xref>]. Of course, this must be balanced with the privacy implications associated with personal data use, as individuals must be provided with transparent information about how their data will be used, coupled with data minimization techniques to ensure that only data required for the particular objective are being used and shared [<xref ref-type="bibr" rid="ref89">89</xref>]. Nevertheless, designers should continue to consider sources of self-efficacy when developing features for wearables [<xref ref-type="bibr" rid="ref77">77</xref>].</p>
        </sec>
        <sec>
          <title>Contextual Factors</title>
          <p>Importantly, users’ perceptions of self-efficacy seem context dependent [<xref ref-type="bibr" rid="ref77">77</xref>]. The internal context comprises cognitive, behavioral, and emotional factors [<xref ref-type="bibr" rid="ref77">77</xref>], whereas the external context considers factors outside the user’s control, such as the weather or time of the day [<xref ref-type="bibr" rid="ref77">77</xref>]. The internal context is particularly important for self-efficacy, as it can either neutralize or compound a negative external context, meaning that users will either persevere in the face of adversity or stop using the wearable device [<xref ref-type="bibr" rid="ref77">77</xref>]. In the interest of long-term behavior change and compliance, users should be supported to develop positive internal processes. For example, it would be valuable for wearables to be capable of adjusting their feedback based on the momentary state of the user [<xref ref-type="bibr" rid="ref84">84</xref>] to reinforce their successes while supporting them through any difficulties in meeting targets.</p>
          <p>Wearables offer a safe environment, as users can try to meet their goals even after repeatedly falling short; this establishes the intrinsic motivation to stay committed [<xref ref-type="bibr" rid="ref84">84</xref>]. However, the support offered by wearables may need to be individualized to reflect the uniqueness of users’ personalities and priorities, which can factor into the affordances of wearables [<xref ref-type="bibr" rid="ref80">80</xref>], as better engagement may convert to positive steps for behavior change. In addition, it is believed to foster self-efficacy, thereby supporting self-management [<xref ref-type="bibr" rid="ref84">84</xref>]. For example, less conscientious individuals may require additional motivational support to assist with goal setting [<xref ref-type="bibr" rid="ref79">79</xref>]. In addition, because self-set targets may not aid motivation, it may be beneficial for wearables to suggest feasible goals after monitoring the user [<xref ref-type="bibr" rid="ref84">84</xref>]. Less agreeable users may respond better to increased support for their autonomy or greater transparency to build trust in the technology [<xref ref-type="bibr" rid="ref79">79</xref>]. Introverts may prefer greater privacy, whereas extroverts may be more receptive to social aspects, such as comparing activities with others [<xref ref-type="bibr" rid="ref79">79</xref>].</p>
          <p>Users comparing their own data against expected standards may prompt positive behavior change [<xref ref-type="bibr" rid="ref82">82</xref>], as not meeting such standards may lead to discomfort, referred to as cognitive dissonance [<xref ref-type="bibr" rid="ref80">80</xref>]. The companion app plays an important role in enabling users to process information, as it visualizes and contextualizes their data [<xref ref-type="bibr" rid="ref82">82</xref>]; this positively affects self-reported health metrics [<xref ref-type="bibr" rid="ref82">82</xref>]. Of course, the privacy implications, as discussed earlier, of identifying peer comparators with respect to expected standards must still be observed.</p>
        </sec>
        <sec>
          <title>Incentivization</title>
          <p>Economic incentives, such as offering discounts on insurance premiums or wellness products, also appear to increase the willingness of individuals to use wearables [<xref ref-type="bibr" rid="ref81">81</xref>]. Such an approach, in terms of offering discounts, has been undertaken by health and life insurance providers who are motivated to minimize claims on their issued policies. For example, Vitality offers a discount on Apple Watch [<xref ref-type="bibr" rid="ref90">90</xref>] and encourages members to track their activities via the app.</p>
          <p>Consequently, incentivizing uptake may facilitate behavior change through regular use, but this would seem to be contingent on users’ satisfaction with the data privacy and technical provisions of the wearable device. Therefore, it is important to address any barriers so that they do not hinder the use of wearables and prevent users from beginning the process of positive behavior change.</p>
        </sec>
        <sec>
          <title>Motivational Profile</title>
          <p>The subsequent discussion on barriers to use centers primarily on the design of the wearable, among other factors. However, there may be a case for considering the motivational profile (degree of autonomy and motivation) of users [<xref ref-type="bibr" rid="ref69">69</xref>] and the motivational affordances of devices [<xref ref-type="bibr" rid="ref79">79</xref>] when using wearables as a tool for empowerment, as is evident that there may be contextual factors that affect the ability of wearables to inspire behavior change.</p>
          <p>For wearables to empower individuals, it would be worth undertaking a preliminary assessment of individuals who may require additional support in the form of behavioral counseling. This will help ensure that patients receive appropriate support, as individuals whose motivational profiles are not matched to the wearable device may become demotivated and experience negative emotions from persistently failing to meet goals [<xref ref-type="bibr" rid="ref69">69</xref>].</p>
        </sec>
      </sec>
      <sec>
        <title>Theme: Barriers to Use</title>
        <p>Barriers to the adoption and use of wearables could have significant ramifications for empowerment.</p>
        <p>Although individuals expressed willingness to use wearables, use seemed to be inconsistent; a study reported that &#62;90% of the participants suspended use [<xref ref-type="bibr" rid="ref65">65</xref>]. As this is not an isolated case, with the issue of compliance mentioned elsewhere [<xref ref-type="bibr" rid="ref68">68</xref>], it is worth considering factors that may have contributed to this.</p>
        <p>The barriers to use that were identified [<xref ref-type="bibr" rid="ref65">65</xref>] include forgetting to apply, hospitalization, loss of interest, and temporary loss of the wearable device. Aside from the concerns of wearability, accuracy, and price, feelings of fatigue stemming from the use of technology highlight the need for wearables to constantly engage users, as loss of interest is a key reason for disuse [<xref ref-type="bibr" rid="ref73">73</xref>]. It is perhaps surprising that losing wearables does not seem to be uncommon; this is evidenced by other studies [<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref73">73</xref>], some of which have also reported malfunctioning devices that require replacement by the manufacturer [<xref ref-type="bibr" rid="ref68">68</xref>].</p>
        <sec>
          <title>Design-Related Aspects</title>
          <p>In addition, although certain design aspects, such as color and size, may inﬂuence use [<xref ref-type="bibr" rid="ref65">65</xref>], an aesthetically pleasing appearance may be a more important consideration for younger individuals [<xref ref-type="bibr" rid="ref76">76</xref>].</p>
          <p>Concerns regarding stigma arising from the use of certain wearables have also been raised. For instance, children who are overweight that wear the <italic>badge</italic> of an activity tracker may be bullied [<xref ref-type="bibr" rid="ref91">91</xref>]. Similarly, this seems to factor into the decisions of patients who would prefer a sleek, discreet device rather than one that is overtly medical [<xref ref-type="bibr" rid="ref76">76</xref>].</p>
        </sec>
        <sec>
          <title>Technical Aspects</title>
          <p>The technology itself may deter use. A study [<xref ref-type="bibr" rid="ref67">67</xref>] has added the following to the list of potential barriers: health difficulties, technical difficulties, a lack of personalized advice, and an inability to track other types of physical activity such as strength exercises. These clearly represent barriers, as reported elsewhere [<xref ref-type="bibr" rid="ref76">76</xref>]. Such concerns may also discourage regular use over a prolonged period [<xref ref-type="bibr" rid="ref76">76</xref>], especially if individuals come to perceive that these issues are associated with all wearables.</p>
          <p>Annoyances may also prevent users from engaging with the technology [<xref ref-type="bibr" rid="ref71">71</xref>]. For example, users may be frustrated by the perceived inaccuracies of sleep or pulse monitors [<xref ref-type="bibr" rid="ref71">71</xref>], as some have stopped using wearables for being unreliable [<xref ref-type="bibr" rid="ref84">84</xref>]. Device inaccuracies have been cited elsewhere together with issues related to battery life [<xref ref-type="bibr" rid="ref72">72</xref>].</p>
        </sec>
        <sec>
          <title>Barriers That Are More Common for Older Users</title>
          <p>In addition, a lack of familiarity [<xref ref-type="bibr" rid="ref71">71</xref>] or not being tech-savvy [<xref ref-type="bibr" rid="ref84">84</xref>] may mean that some individuals are put off by wearables that appear too complicated at first use. Such difficulties may be more common among the older generation [<xref ref-type="bibr" rid="ref79">79</xref>], in the context of connecting wearables to smartphones and accessing metrics [<xref ref-type="bibr" rid="ref71">71</xref>]. In fact, not owning a smartphone, through which many wearables tend to display such metrics, seemed to limit interest in tracking activities altogether [<xref ref-type="bibr" rid="ref71">71</xref>].</p>
          <p>Certain other barriers seem to apply to an older user base. Devices that require a high level of manual dexterity to operate proved unsuitable for older individuals to easily use [<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]. Another complaint was that the displayed text was too small to read easily [<xref ref-type="bibr" rid="ref79">79</xref>]. Furthermore, many users were frustrated by the lack of availability of instructions and guides for the execution of basic tasks. This may be more of an issue in research studies, as users typically have access to any device manual when they make a purchase themselves. However, technical issues are common and tend to be resolved by the staff leading the research study [<xref ref-type="bibr" rid="ref72">72</xref>].</p>
        </sec>
        <sec>
          <title>Cost</title>
          <p>Cost may be another barrier, as even relatively low-cost trackers may be inaccessible to older adults [<xref ref-type="bibr" rid="ref72">72</xref>]. For others, the cost is a nonissue, as it was suggested that if the device is beneficial, then it is a matter of answering the question, “What’s my health worth to me?” [<xref ref-type="bibr" rid="ref76">76</xref>]. This highlights the possible need for individuals to weigh the advantages offered by a wearable device against its shortcomings to ascertain whether the device is of value and justifies the investment in one’s health.</p>
          <p>Importantly, wearables should not seek to widen the health inequalities that have worsened during the COVID-19 pandemic [<xref ref-type="bibr" rid="ref92">92</xref>], especially for the poorest in society who tend to be in the greatest need of care but least likely to receive such care [<xref ref-type="bibr" rid="ref93">93</xref>]. Therefore, wearables should serve as an additional option for individuals to proactively manage their health care rather than acting as a replacement for any traditional mode of delivery.</p>
        </sec>
        <sec>
          <title>Barriers Arising From Long-term Use</title>
          <p>The nature of wearables, as a newly emerging technology that has gained traction in recent years, warrants further research and development [<xref ref-type="bibr" rid="ref78">78</xref>] to allay concerns surrounding durability, comfort, power consumption, standardization, interoperability, accuracy, privacy, and conﬁdentiality. These potential issues are more likely to arise from regular, long-term use of wearables; however, they are often missed in shorter clinical studies [<xref ref-type="bibr" rid="ref78">78</xref>]. If the barriers and concerns that have been raised are deemed by users to outweigh the benefits offered by the wearable, then this may discourage individuals from using such devices to monitor their health, thereby potentially interfering with their ability to follow an active lifestyle [<xref ref-type="bibr" rid="ref80">80</xref>].</p>
        </sec>
        <sec>
          <title>Privacy</title>
          <p>Moreover, privacy concerns have often been raised [<xref ref-type="bibr" rid="ref84">84</xref>]. This is illustrated by the recent acquisition of Fitbit by Google [<xref ref-type="bibr" rid="ref94">94</xref>], which gave rise to concerns about how personal and health data were going to be used by a <italic>tech giant</italic> that is active in the AdTech and data commercialization fields [<xref ref-type="bibr" rid="ref95">95</xref>]. Consequently, it is necessary to balance privacy and security concerns with potential benefits to users and the health system [<xref ref-type="bibr" rid="ref80">80</xref>].</p>
          <p>Another high-profile example of significant privacy concerns from the use of portable technology in the context of health care has arisen from the development and use of COVID Track and Trace apps around the world [<xref ref-type="bibr" rid="ref96">96</xref>-<xref ref-type="bibr" rid="ref98">98</xref>]. Although this does not fall within the strict definition of a wearable, the privacy concerns raised [<xref ref-type="bibr" rid="ref99">99</xref>] with respect to the apps with regard to location tracking of individuals and the sharing and aggregation of personal data are equally applicable to the use of wearables that capture and process such types of user data.</p>
        </sec>
        <sec>
          <title>Technology-Specific or General Barriers</title>
          <p>It must be acknowledged that some of the criticisms of wearables that seem to hinder use could be specific to the brand of wearables used in a study. Therefore, although the aforementioned concerns should be considered, it is important to distinguish the specific nature of some barriers rather than applying them to wearables in general. For example, the inability to measure strength exercises appears to be specific to the wearable used in a study as part of a review [<xref ref-type="bibr" rid="ref67">67</xref>]. In reality, the availability of a range of wearables, some of which are designed to track strength exercises, may present less of a barrier to use.</p>
          <p>However, the fact that the aforementioned barriers have been described in the literature seems to suggest that such issues are prevalent rather than being restricted to a single brand of wearable technology, as <xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref> shows the diversity of wearables included in this review. In addition, the barriers are significant and clearly need to be overcome to avert any further negative effects on user perceptions, which may otherwise discourage the use of wearables. Failure to take appropriate steps for damage control may erode public trust in wearables, thereby limiting the potential to empower new users to manage their health more proactively. Therefore, although all technologies seem to have their own shortcomings or barriers, issues relating to wearable health technology may be viewed more critically, as such wearables can inform decisions related to one’s health and care.</p>
        </sec>
      </sec>
      <sec>
        <title>Principal Findings</title>
        <p>A summary of the principal findings with respect to these themes is provided in the following sections.</p>
        <sec>
          <title>Health Care Providers—Benefits and Involvement</title>
          <p>Providers play an important role in empowering patients to use wearables. Therefore, providers require support because of the short-term resource constraints that they are likely to face. However, data from wearables may help create a more holistic understanding of a patient’s health status, thereby accelerating the delivery of personalized advice. Better-informed patients should aid in communication and improve their adherence to advice.</p>
        </sec>
        <sec>
          <title>Behavior Change</title>
          <p>Wearables may lead to positive behavior changes. This may arise from the ability to set goals, receive motivational reminders, track progress, and contextualize user data via a companion app to facilitate understanding. Furthermore, peer comparison of activity data may benefit some in meeting their goals but may be detrimental to those who become discouraged from feeling that they are underperforming relative to their peers. Ultimately, wearables may better empower individuals by offering tailored support with positive reinforcement of users’ successes while encouraging users when they fail to meet their targets.</p>
        </sec>
        <sec>
          <title>Barriers to Use</title>
          <p>Barriers to user empowerment include a perceived lack of accuracy and overly complex devices. However, lack of accessibility may be a greater issue, with concerns about pricing and how not owning a smartphone may mean that individuals miss out on the interpretation of data facilitated by the companion app. Another major concern relates to privacy, in which wearables collect sensitive health data. Consequently, strategies are required to mitigate the associated risks.</p>
        </sec>
      </sec>
      <sec>
        <title>Strengths and Limitations</title>
        <p>This review has its limitations. The nature of this research and its focus on wearable technology as a broad area may mean that relevant studies have been inadvertently missed. For example, although gray literature may reduce publication bias, it may give rise to selection bias because there is no gold standard method for retrieval [<xref ref-type="bibr" rid="ref100">100</xref>]. Another potential source of bias may be the use of judgment when selecting studies for inclusion. Furthermore, the selection criteria may have excluded populations from low- and middle-income countries, where wearables can also be of benefit.</p>
        <p>In certain circumstances, literature reviews have been included without including individual studies for review. It is important to note the reliance on the analysis undertaken as part of these reviews and that those reviews should be read alongside this review to see the full picture. Although this approach has its shortcomings from an analytic perspective, it was more practical as the individual studies that were screened met the inclusion criteria. It is also worth noting that although some studies that formed part of the literature review were identified from the initial literature searches for this scoping review, others were not. Although this only became apparent when the reference lists of the literature reviews were cross-checked against the records collated in the EndNote library, it gives rise to the question of how many other potential studies may have been missed and why?</p>
        <p>The researcher took steps to minimize any bias and its effect on the research findings. The researcher consulted with senior academics throughout the research. A librarian guided the search strategy. Moreover, the researcher adhered to best practice recommendations from the PRISMA-ScR checklist and appraised the literature (which is not a requirement of scoping reviews) to further strengthen the rigor of this research. In fact, the very act of acknowledging these limitations has enabled the reader to contextualize the findings of the research within its limitations while demonstrating compliance with the recommended practice documented by the PRISMA-ScR [<xref ref-type="bibr" rid="ref50">50</xref>].</p>
        <p>The main consideration for this review was to balance the practicalities of research as a single researcher with the need to review representative, relevant evidence. This is where feedback on the research protocol and the availability of published scoping reviews (particularly those cited in the PRISMA-ScR “Tip Sheets” [<xref ref-type="bibr" rid="ref48">48</xref>] as examples to illustrate good practice) have helped develop the methodology. Consequently, this review has been successful in meeting its aims and answering the research question; therefore, it should serve as a meaningful contribution to the literature in a dynamic, emerging area.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>Although this scoping review has its limitations, its value is underscored by the fact that it fills a gap in the literature by addressing the research question and aims.</p>
        <p>Considerable literature findings support the proposition that wearable health technology can empower users and, in turn, benefit providers and patients. Even if patients are unable to entirely self-manage their conditions, wearables have the potential to empower users to take more responsibility for their health and inspire positive behavior changes.</p>
        <p>However, the ability of wearables to empower users may be limited by several factors. To maximize the potential for consumer wearables to integrate with the health system, support from health care professionals is critical. In addition, user feedback should be considered with respect to common barriers to use, such as technical issues and privacy concerns. As part of this process, designers of wearables should seek to incorporate more personalized support by way of positive reinforcement of any successes alongside encouragement for users who fail to meet their targets.</p>
        <p>Future research may report whether there has been any progress in overcoming the barriers to use, including those mentioned earlier and others raised as part of this review. Further investigation of the long-term effects of wearables on individuals’ outcomes through larger studies is warranted, as much of the literature revolves around small-scale studies. Moreover, despite the abundance of literature on wearables, what seems to be missing is the focus on the people who wear them. This may be because wearables, as viable instruments to assist with health care, have only been introduced in recent years. Specifically, future research may focus more closely on wearables and empowerment, especially as technology continues to evolve and advance over time. However, the challenge is for the publication of research to keep pace with rapid developments related to wearable health technology.</p>
        <p>The adoption of wearables in the health sector may be gradual and fraught with challenges [<xref ref-type="bibr" rid="ref101">101</xref>], but strategic change is certainly possible. In particular, any communication to relevant parties should emphasize the fact that although it may not be immediately apparent, each party has much to gain in the long run. Patients and users are expected to exercise greater control over their health and care decisions. Designers of the devices should benefit from having a more engaged user base. Similarly, individuals taking a more proactive role in their care should lessen the burden on clinicians and ease the pressure on the wider health system.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>Search strategies for databases and gray literature.</p>
        <media xlink:href="mhealth_v10i7e35684_app1.pdf" xlink:title="PDF File  (Adobe PDF File), 121 KB"/>
      </supplementary-material>
      <supplementary-material id="app2">
        <label>Multimedia Appendix 2</label>
        <p>Data charting form.</p>
        <media xlink:href="mhealth_v10i7e35684_app2.pdf" xlink:title="PDF File  (Adobe PDF File), 75 KB"/>
      </supplementary-material>
      <supplementary-material id="app3">
        <label>Multimedia Appendix 3</label>
        <p>Summary of the included studies.</p>
        <media xlink:href="mhealth_v10i7e35684_app3.pdf" xlink:title="PDF File  (Adobe PDF File), 115 KB"/>
      </supplementary-material>
      <supplementary-material id="app4">
        <label>Multimedia Appendix 4</label>
        <p>Characteristics of the included studies.</p>
        <media xlink:href="mhealth_v10i7e35684_app4.pdf" xlink:title="PDF File  (Adobe PDF File), 77 KB"/>
      </supplementary-material>
      <supplementary-material id="app5">
        <label>Multimedia Appendix 5</label>
        <p>Funding details of the relevant included studies.</p>
        <media xlink:href="mhealth_v10i7e35684_app5.pdf" xlink:title="PDF File  (Adobe PDF File), 94 KB"/>
      </supplementary-material>
      <supplementary-material id="app6">
        <label>Multimedia Appendix 6</label>
        <p>Contribution of the included studies to each of the themes.</p>
        <media xlink:href="mhealth_v10i7e35684_app6.pdf" xlink:title="PDF File  (Adobe PDF File), 82 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">ECG</term>
          <def>
            <p>electrocardiogram</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">JBI</term>
          <def>
            <p>Joanna Briggs Institute</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">MHRA</term>
          <def>
            <p>Medicines and Healthcare Products Regulatory Agency</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">NHS</term>
          <def>
            <p>National Health Service</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">PHI</term>
          <def>
            <p>participatory health informatics</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb6">PRISMA-ScR</term>
          <def>
            <p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>This study was supported by the University of Birmingham.</p>
    </ack>
    <fn-group>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
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