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<article xmlns:xlink="http://www.w3.org/1999/xlink" article-type="review-article" dtd-version="2.0">
  <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">v23i4e22215</article-id>
      <article-id pub-id-type="pmid">33908890</article-id>
      <article-id pub-id-type="doi">10.2196/22215</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>eHealth for Addressing Balance Disorders in the Elderly: Systematic Review</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Kukafka</surname>
            <given-names>Rita</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Barbosa</surname>
            <given-names>Leticia</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Wang</surname>
            <given-names>Hailiang</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Howcroft</surname>
            <given-names>Jennifer</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes" equal-contrib="yes">
          <name name-style="western">
            <surname>Gaspar</surname>
            <given-names>Andréa G Martins</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff2" ref-type="aff">2</xref>
          <address>
            <institution>Global Health and Tropical Medicine</institution>
            <institution>Instituto de Higiene e Medicina Tropical</institution>
            <institution>Universidade NOVA de Lisboa</institution>
            <addr-line>Rua da Junqueira, 100</addr-line>
            <addr-line>Lisbon, 1349-008</addr-line>
            <country>Portugal</country>
            <phone>351 213 652 600</phone>
            <email>andreamartinsbr@hotmail.com</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-8236-5182</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Lapão</surname>
            <given-names>Luís Velez</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-0506-1294</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Hospital Beatriz Ângelo</institution>
        <addr-line>Lisbon</addr-line>
        <country>Portugal</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Global Health and Tropical Medicine</institution>
        <institution>Instituto de Higiene e Medicina Tropical</institution>
        <institution>Universidade NOVA de Lisboa</institution>
        <addr-line>Lisbon</addr-line>
        <country>Portugal</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Andréa G Martins Gaspar <email>andreamartinsbr@hotmail.com</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <month>4</month>
        <year>2021</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>28</day>
        <month>4</month>
        <year>2021</year>
      </pub-date>
      <volume>23</volume>
      <issue>4</issue>
      <elocation-id>e22215</elocation-id>
      <history>
        <date date-type="received">
          <day>8</day>
          <month>7</month>
          <year>2020</year>
        </date>
        <date date-type="rev-request">
          <day>17</day>
          <month>11</month>
          <year>2020</year>
        </date>
        <date date-type="rev-recd">
          <day>10</day>
          <month>1</month>
          <year>2021</year>
        </date>
        <date date-type="accepted">
          <day>25</day>
          <month>2</month>
          <year>2021</year>
        </date>
      </history>
      <copyright-statement>©Andréa G Martins Gaspar, Luís Velez Lapão. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 28.04.2021.</copyright-statement>
      <copyright-year>2021</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://www.jmir.org/2021/4/e22215" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>The population is aging on a global scale, triggering vulnerability for chronic multimorbidity, balance disorders, and falls. Falls with injuries are the main cause of accidental death in the elderly population, representing a relevant public health problem. Balance disorder is a major risk factor for falling and represents one of the most frequent reasons for health care demand. The use of information and communication technologies to support distance healthcare (eHealth) represents an opportunity to improve the access and quality of health care services for the elderly. In recent years, several studies have addressed the potential of eHealth devices to assess the balance and risk of falling of elderly people. Remote rehabilitation has also been explored. However, the clinical applicability of these digital solutions for elderly people with balance disorders remains to be studied.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>The aim of this review was to guide the clinical applicability of eHealth devices in providing the screening, assessment, and treatment of elderly people with balance disorders, but without neurological disease.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>A systematic review was performed in accordance with the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analysis) statement. Data were obtained through searching the PubMed, Google Scholar, Embase, and SciELO databases. Only randomized controlled trials (RCTs) or quasiexperimental studies (QESs) published between January 2015 and December 2019 were included. The quality of the evidence to respond to the research question was assessed using Joanna Briggs Institute (JBI) Critical Appraisal for RCTs and the JBI Critical Appraisal Checklist for QESs. RCTs were assessed using the Cochrane risk of bias tool. We provide a narrative synthesis of the main outcomes from the included studies.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>Among 1030 unduplicated articles retrieved, 21 articles were included in this review. Twelve studies explored different technology devices to obtain data about balance and risk of falling. Nine studies focused on different types of balance exercise training. A wide range of clinical tests, functional scales, classifications of faller participants, sensor-based tasks, intervention protocols, and follow-up times were used. Only one study described the clinical conditions of the participants. Instrumental tests of the inner ear were neither used as the gold-standard test nor performed in pre and postrehabilitation assessments.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>eHealth has potential for providing additional health care to elderly people with balance disorder and risk of falling. In the included literature, the heterogeneity of populations under study, methodologies, eHealth devices, and time of follow-up did not allow for clear comparison to guide proper clinical applicability. This suggests that more rigorous studies are needed.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>balance disorders</kwd>
        <kwd>falls</kwd>
        <kwd>elderly</kwd>
        <kwd>eHealth</kwd>
        <kwd>telemedicine</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <sec>
          <title>Aging and Balance Disorders</title>
          <p>The improvement of health conditions and the increase in life expectancy have led to an aging global population, although this is not always accompanied by an increase in healthy life years [<xref ref-type="bibr" rid="ref1">1</xref>-<xref ref-type="bibr" rid="ref4">4</xref>].</p>
          <p>Aging is associated with functional deterioration, including in the peripheral sensory structures, thereby affecting vision, hearing, and balance [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref6">6</xref>]. Additionally, elderly individuals are more likely to suffer from multiple chronic conditions, which often leads to frailty with risk of falls [<xref ref-type="bibr" rid="ref1">1</xref>-<xref ref-type="bibr" rid="ref4">4</xref>]. Falls in elderly people represent a serious public health problem as the main cause of accidental death in this population. The risk of falling increases with age [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref7">7</xref>-<xref ref-type="bibr" rid="ref9">9</xref>]. Each year, approximately one in every three elderly people experiences a serious fall. Moreover, falling can lead to deterioration of the quality of life, anxiety, depression, restriction in daily activities, decreased mobility, social isolation, increased consumption of medications, and increased dependence on medical services and informal caregivers [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref2">2</xref>].</p>
          <p>Several causes of falls in the elderly population have been identified, including age, environmental factors (eg, wet paths), inappropriate clothing and shoes, incorrect behavior (eg, climbing chairs), excessive alcohol consumption, inadequate use of medications, deteriorating chronic illness, and balance disorders [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref10">10</xref>].</p>
          <p>Various clinical conditions are associated with balance disorders in elderly people, including age-related decline in balance function (prebyvestibulopathy); medications; and cardiovascular, metabolic, musculoskeletal, neurologic, and otologic diseases [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref6">6</xref>].</p>
          <p>Although dizziness and vertigo are recognized as significant factors increasing the risk of falling and are common symptoms among the elderly, epidemiological studies have revealed large variability in the prevalence of balance disorders in this population [<xref ref-type="bibr" rid="ref11">11</xref>-<xref ref-type="bibr" rid="ref13">13</xref>]. It is estimated that at least 30% of individuals above 60 years old suffer from vertigo and dizziness, increasing to 50% for those above 85 years old [<xref ref-type="bibr" rid="ref13">13</xref>]. According to the 2008 National Health Interview Survey, 33 million US adults had balance disorders, 26% of whom were elderly people (above 65 years) [<xref ref-type="bibr" rid="ref14">14</xref>]. Approximately 20% of elderly people in the United States have a balance disorder event annually [<xref ref-type="bibr" rid="ref15">15</xref>]. In fact, dizziness is a common complaint among the elderly population and is a strong predictor of falling events with a negative impact on quality of life [<xref ref-type="bibr" rid="ref16">16</xref>]. Poor balance is frequently associated with falling [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>]. In particular, asymmetrical vestibular function may often contribute to falls and fractures in elderly people [<xref ref-type="bibr" rid="ref19">19</xref>-<xref ref-type="bibr" rid="ref21">21</xref>].</p>
          <p>Balance disorders and consequent falls have progressively represented a burden of disease, accompanied by high costs and pressure on the social services and health care systems related to medical care. This includes repeated consultations, excessive use of diagnostic imaging, and emergency care [<xref ref-type="bibr" rid="ref22">22</xref>-<xref ref-type="bibr" rid="ref24">24</xref>]. For example, the first national study in the context of dizziness and vertigo in the Emergency Services of United States of America for 2011 revealed that 25.7% of patient complaints of dizziness and vertigo were associated with balance disorders. The cost was estimated at about US $768 per episode, translating to an annual national cost of US $757 million. In the same context, cardiovascular diseases (linked to 16.5% of these episodes) represented a cost of approximately US $1489 per episode for an annual cost of US $941 million. By comparison, cerebrovascular diseases only accounted for 3.1% of these episodes, but with a cost per episode of approximately US $1059 or an annual cost of US $127 million. With the progressive aging of the population, worsening of this situation is expected in the future [<xref ref-type="bibr" rid="ref25">25</xref>]. Indeed, vertigo is already contributing to the increasing trend of health care costs, which is linked to the aging of the population [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref24">24</xref>].</p>
          <p>In this scenario of global aging, the use of digital solutions has been encouraged. Moreover, the additional pressure of the current COVID-19 pandemic has motivated the broader use of eHealth technologies [<xref ref-type="bibr" rid="ref26">26</xref>].</p>
        </sec>
        <sec>
          <title>Digital Health Care and the Elderly</title>
          <p>The aging trend represents a relevant challenge to both patients and their families, and to the sustainability of health care systems globally. This is linked to the goal of global health policies for achieving a more active and healthy aging society with autonomy and independence [<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref28">28</xref>]. The provision of new health care models, including eHealth services, has been encouraged to tackle access inequities, optimize health outcomes, and ensure autonomy and social support for elderly people. The use of eHealth seems to decrease costs associated with both institutionalization and unnecessary hospital visits [<xref ref-type="bibr" rid="ref27">27</xref>-<xref ref-type="bibr" rid="ref29">29</xref>].</p>
          <p>eHealth consists of the use of information and communication technologies (ICTs) to support a health care communication channel at a distance, allowing for more efficient delivery of care services with optimized resource allocation. eHealth often contributes to improving the quality of health care services, including faster access to health information, promotion of the globalization of health care, and better health outcomes [<xref ref-type="bibr" rid="ref30">30</xref>]. The World Health Organization has also recommended eHealth to promote universal health coverage, envisaging higher health care services availability with fewer resources and larger patient interaction. To date, eHealth has been used in the management of many conditions from health literacy promotion to teleconsultations [<xref ref-type="bibr" rid="ref31">31</xref>]. The remote access systems can actively monitor elderly people in a real-life environment, leveraging the fact that there is an increasing interest and engagement of the elderly with technology. Moreover, eHealth technologies can enhance medical-patient interactions and mitigate many care access inequities. However, digital training of elderly people and caregivers is essential [<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref32">32</xref>-<xref ref-type="bibr" rid="ref34">34</xref>].</p>
        </sec>
        <sec>
          <title>Assessment and Rehabilitation for the Elderly with Balance Disorders</title>
          <p>There are several clinical tests and functional scales, including the Timed Up and Go Test (TUGT), Unipedal Standing Test, and Berg Balance Scale, that allow for assessments of balance, gait, and risk of falling [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref35">35</xref>]. The use of sensors can improve the data quality of these tests and scales [<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref37">37</xref>]. Additionally, functional tests of the inner ear, such as videonystagmography or the Video Head Impulse Test, are essential to identify and measure balance disorder cases, including an age-related decline in balance function (prebyvestibulopathy) [<xref ref-type="bibr" rid="ref6">6</xref>].</p>
          <p>Personalized balance training is a relevant option for the treatment of elderly people with balance disorders and risk of falling [<xref ref-type="bibr" rid="ref5">5</xref>]. This training consists of an exercise-based program to address an individual’s specific balance disorder, with goals of increasing postural stability, improving activities of daily living, and decreasing symptoms. Balance training should be focused on the functional deficiencies identified. Therefore, a prior medical evaluation is necessary to identify the clinical conditions related to poor balance as mentioned previously [<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref41">41</xref>]. Moreover, these clinical conditions can affect the outcomes. For example, intervention success is more difficult when the patient has a disorder of both inner ears or has limited mobility due to an osteoarticular disease [<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref41">41</xref>]. Exercises delivered through video games can be a promising intervention to achieve greater access and adherence among elderly people [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref43">43</xref>].</p>
          <p>Several reviews have addressed the potential of digital solutions to improve the clinical observation and evaluation of balance disorders, and to promote the remote balance rehabilitation of elderly people [<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref42">42</xref>-<xref ref-type="bibr" rid="ref47">47</xref>]. However, most of these reviews included studies using a younger population as a preliminary assessment [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref44">44</xref>-<xref ref-type="bibr" rid="ref47">47</xref>], and the majority did not describe the clinical conditions of the participants that might interfere with the outcomes, especially in the context of balance rehabilitation. Additionally, the clinical applicability of these devices was not assessed [<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref42">42</xref>-<xref ref-type="bibr" rid="ref47">47</xref>].</p>
          <p>Therefore, there is a gap in this field in terms of evaluating the overall applicability of digital solutions according to the clinical conditions of elderly people with balance disorders and without neurological disease.</p>
        </sec>
      </sec>
      <sec>
        <title>Objectives</title>
        <p>The aim of this review was to evaluate and guide the clinical applicability of eHealth devices in the screening, assessment, and treatment of elderly people with balance disorders but without neurological disease.</p>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Design</title>
        <p>This systematic review was performed in accordance with the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analysis) statement [<xref ref-type="bibr" rid="ref48">48</xref>] with the following steps: development of research questions, development of a search strategy with eligibility criteria, data selection, and qualitative analysis.</p>
        <p>The protocol for this systematic review was registered in the International Prospective Register of Systematic Reviews (PROSPERO; CRD42019120774) and the complete protocol is available on the National Institute for Health Research program website.</p>
        <p>This review focused on answering the following specific research questions, according to the PICO (Population, patient, or problem; Intervention; Control, Comparison, or Comparator; Outcome) strategy [<xref ref-type="bibr" rid="ref49">49</xref>] (<xref ref-type="boxed-text" rid="box1">Textbox 1</xref>): (1) What are the main contributions of eHealth to elderly people with balance disorders with risk of falling? and (2) Is there any evidence that eHealth improves the quality of health care services in this context? If not, what are the reasons?</p>
        <boxed-text id="box1" position="float">
          <title>Description of the PICO components.</title>
          <list list-type="bullet">
            <list-item>
              <p>P (Population, Patient, Problem): Elderly people (over 60 years old) with balance disorders and risk of falling; studies with elderly people with functional limitation by neurological disease were excluded</p>
            </list-item>
            <list-item>
              <p>I (Intervention): eHealth devices for remote health education, screening, assessment, monitoring, or rehabilitation of elderly people with balance disorders with risk of falling</p>
            </list-item>
            <list-item>
              <p>C (Control, Comparison, Comparator): No intervention, paper booklet information, clinical evaluation, conservative balance training</p>
            </list-item>
            <list-item>
              <p>O (Outcome): Clinical applicability, increased fall prevention literacy, early identification and evaluation of balance deficits and risk of falling, improved balance and gait performance, reduced rate of falling, increased rehabilitation adherence, increased independence in daily activities</p>
            </list-item>
          </list>
        </boxed-text>
      </sec>
      <sec>
        <title>Definition of Concepts and Keywords used in the Search Strategy</title>
        <p>In this study, we defined elderly people as those over 60 years of age [<xref ref-type="bibr" rid="ref50">50</xref>]. Knudson [<xref ref-type="bibr" rid="ref51">51</xref>] defined balance as a “person’s ability to control their body position relative to some base of support.” According to Agrawal et al [<xref ref-type="bibr" rid="ref6">6</xref>], vertigo and dizziness are defined as “sensation of self-motion when no self-motion is occurring or the sensation of distorted self-motion during an otherwise normal head movement” and “sensation of disturbed or impaired spatial orientation without a false or distorted sense of motion,” respectively. Falls refer to “inadvertently landing on the ground, floor or other lower level” [<xref ref-type="bibr" rid="ref10">10</xref>]. Gait is defined as “the pattern of movement of the body during locomotion” [<xref ref-type="bibr" rid="ref52">52</xref>].</p>
        <p>Telemedicine is defined according to the World Health Organization Group Consultation on Health Telematics [<xref ref-type="bibr" rid="ref53">53</xref>] as “delivery of health care services using ICT for the exchange of valid information for diagnosis, treatment and prevention of disease and injuries, research and evaluation, and for the continuing education of health care providers.” eHealth is defined according to Eysenbach [<xref ref-type="bibr" rid="ref54">54</xref>] as:</p>
        <disp-quote>
          <p>an emerging field in the intersection of medical informatics, public health and business, referring to health services and information delivered or enhanced through the Internet and related technologies. In a broader sense, the term characterizes not only a technical development, but also a state-of-mind, a way of thinking, an attitude, and a commitment for networked, global thinking, to improve health care locally, regionally, and worldwide by using information and communication technology.</p>
        </disp-quote>
        <p>Teleconsultation is defined as “synchronous or asynchronous consultation using ICT to omit geographical and functional distance” [<xref ref-type="bibr" rid="ref55">55</xref>]. Finally, a sensor is defined as a “device that responds to a physical input of interest with a recordable functionally related output that is usually electrical or optical” [<xref ref-type="bibr" rid="ref56">56</xref>].</p>
      </sec>
      <sec>
        <title>Search Strategy</title>
        <p>Articles were retrieved through searching the PubMed, Google Scholar, Embase, and SciELO databases. The search algorithm included multiple group combinations, as shown in <xref ref-type="table" rid="table1">Table 1</xref>.</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Search strategy.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="230"/>
            <col width="770"/>
            <thead>
              <tr valign="top">
                <td>Concept</td>
                <td>Keywords</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Elderly people</td>
                <td>(“elderly” OR “older” OR “aged”)</td>
              </tr>
              <tr valign="top">
                <td>Balance</td>
                <td>(“Balance” OR “balance disorder” OR “balance problem” OR “vertigo” OR “dizziness) and/or (“falls” OR “fall detection” OR “fall prevention”) and/or (“gait”)</td>
              </tr>
              <tr valign="top">
                <td>Telemedicine</td>
                <td>(“Telemedicine” OR “eHealth” OR “teleconsultation” OR “technology” OR “sensor”)</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec>
        <title>Selection Criteria</title>
        <p>The inclusion criteria were randomized controlled trials (RCTs) or quasiexperimental studies (QESs) published in English between January 2015 and December 2019, studies related to use of eHealth in the context of balance and falls, and the sample was restricted to an elderly population (60 years old and above).</p>
        <p>The exclusion criteria were: (1) review articles, brief reports, protocols, proof-of-concepts, pilot studies, conference papers, and letters to the editor; (2) studies including elderly people with a reported functional limitation due to a neurological disease; and (3) articles without an age sample reference or with participants aged below 60 years.</p>
      </sec>
      <sec>
        <title>Screening Process and Data Extraction</title>
        <p>First, both authors screened the papers independently, looking at titles, abstracts, and methods, and agreed about their inclusion or exclusion according to the eligibility criteria. Second, the potentially relevant papers were retrieved for full-text evaluation against the eligibility criteria. Any articles that were deemed to be questionable in the first stage were included for further evaluation in the second stage. The selection of papers was performed by checking the extracted data and risk of bias.</p>
      </sec>
      <sec>
        <title>Outcome Measures</title>
        <p>The main outcomes included population characteristics, balance disorder, identification of faller participants, eHealth platform and services, health benefits, and fall prevention literacy.</p>
      </sec>
      <sec>
        <title>Risk of Bias Assessment</title>
        <p>The quality of the evidence to respond to the research questions was independently assessed using the Joanna Briggs Institute (JBI) Critical Appraisal for Experimental Studies and JBI Critical Appraisal Checklist for Quasi-Experimental Studies tools [<xref ref-type="bibr" rid="ref57">57</xref>]. The two researchers discussed the results of the quality appraisal, reaching a consensus in case of any divergence. The included RCTs were assessed using the Cochrane risk of bias tool [<xref ref-type="bibr" rid="ref58">58</xref>] to evaluate the risk of internal bias for a series of domains: selection bias, performance bias, detection bias, attrition bias, and reporting bias. Disagreements were solved by consensus between the two researchers.</p>
      </sec>
      <sec>
        <title>Data Analysis</title>
        <p>We provide a narrative synthesis of the main outcomes from the included studies. First, the articles were categorized according to the study design. Second, the articles were categorized based on the focus of eHealth services (screening/assessment and treatment/rehabilitation) for comparison of clinical use and applicability according to digital devices.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Search Results</title>
        <p>A total of 1030 unduplicated articles were identified, 984 of which were excluded after title and abstract screening. Among the 46 full-text publications assessed for eligibility, 25 articles were excluded owing to functional limitations due to neurological disease (n=4), age of participants (n=5), focus on technological implementation (n=2) or model/algorithm (n=8), and specific descriptions of elderly gait parameters (n=6).</p>
        <p>Twenty-one articles [<xref ref-type="bibr" rid="ref59">59</xref>-<xref ref-type="bibr" rid="ref79">79</xref>] were ultimately included in the review (<xref rid="figure1" ref-type="fig">Figure 1</xref>).</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>Flow of selection for studies included and excluded in the review.</p>
          </caption>
          <graphic xlink:href="jmir_v23i4e22215_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Study Design</title>
        <sec>
          <title>RCT Design</title>
          <p>Seven studies were RCTs [<xref ref-type="bibr" rid="ref59">59</xref>-<xref ref-type="bibr" rid="ref65">65</xref>], including one cross-over trial without a washout term [<xref ref-type="bibr" rid="ref64">64</xref>] and one multicenter study [<xref ref-type="bibr" rid="ref60">60</xref>].</p>
          <p>Not all authors clearly described the randomization process [<xref ref-type="bibr" rid="ref62">62</xref>] and the allocation concealment [<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref64">64</xref>] (<xref ref-type="table" rid="table2">Tables 2</xref> and <xref ref-type="table" rid="table3">3</xref>).</p>
          <p>The inclusion criteria were mentioned in all articles. However, the clinical conditions of the participants were only described in one study [<xref ref-type="bibr" rid="ref60">60</xref>]. The function of the inner ear was never mentioned. Thus, the expected similarity between the control and intervention groups was not clear. This is relevant because various clinical conditions (eg, cardiovascular, metabolic, inner ear disease, medication) can interfere with the outcomes of balance rehabilitation [<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref41">41</xref>]. Therefore, the lack of information about clinical conditions of the participants, including the lack of data about function of the inner ear, was considered as “other bias” and was a common weakness of all included RCTs (<xref ref-type="table" rid="table3">Table 3</xref> and <xref rid="figure2" ref-type="fig">Figure 2</xref>). This approach led to a worse classification of the quality of these studies.</p>
          <p>Additionally, the blinding of participants, personnel, and outcome assessment were unclear in some of these studies.</p>
          <p>In the control and intervention groups of all RCTs, a few dropouts for medical and personal reasons were mentioned. However, this was not considered to be sufficiently relevant to have an impact on the results. Only two papers reported intention-to-treat analysis [<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref63">63</xref>].</p>
          <p>All outcomes were measured in a reliable manner and were considered to have been properly analyzed.</p>
          <table-wrap position="float" id="table2">
            <label>Table 2</label>
            <caption>
              <p>Methodological quality of randomized controlled trials based on the Joanna Briggs Institute Critical Appraisal Checklist.</p>
            </caption>
            <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
              <col width="150"/>
              <col width="80"/>
              <col width="70"/>
              <col width="60"/>
              <col width="60"/>
              <col width="60"/>
              <col width="60"/>
              <col width="60"/>
              <col width="60"/>
              <col width="60"/>
              <col width="60"/>
              <col width="60"/>
              <col width="70"/>
              <col width="90"/>
              <thead>
                <tr valign="top">
                  <td>Study</td>
                  <td>Q1<sup>a</sup></td>
                  <td>Q2<sup>b</sup></td>
                  <td>Q3<sup>c</sup></td>
                  <td>Q4<sup>d</sup></td>
                  <td>Q5<sup>e</sup></td>
                  <td>Q 6<sup>f</sup></td>
                  <td>Q7<sup>g</sup></td>
                  <td>Q8<sup>h</sup></td>
                  <td>Q9<sup>i</sup></td>
                  <td>Q10<sup>j</sup></td>
                  <td>Q11<sup>k</sup></td>
                  <td>Q12<sup>l</sup></td>
                  <td>Q13<sup>m</sup></td>
                </tr>
              </thead>
              <tbody>
                <tr valign="top">
                  <td>Eggenberger et al [<xref ref-type="bibr" rid="ref59">59</xref>]</td>
                  <td>Y<sup>n</sup></td>
                  <td>Y</td>
                  <td>U<sup>o</sup></td>
                  <td>Y</td>
                  <td>N<sup>p</sup></td>
                  <td>U</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Gschwind et al [<xref ref-type="bibr" rid="ref60">60</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>U</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>U</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Gschwind et al [<xref ref-type="bibr" rid="ref61">61</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>U</td>
                  <td>U</td>
                  <td>U</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Lim et al [<xref ref-type="bibr" rid="ref62">62</xref>]</td>
                  <td>U</td>
                  <td>U</td>
                  <td>U</td>
                  <td>U</td>
                  <td>U<break/>  <break/>  </td>
                  <td>U</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Oesch et al [<xref ref-type="bibr" rid="ref63">63</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>U</td>
                  <td>N</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Ozaki et al [<xref ref-type="bibr" rid="ref64">64</xref>]</td>
                  <td>Y</td>
                  <td>U</td>
                  <td>U</td>
                  <td>U</td>
                  <td>U</td>
                  <td>U</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Hong et al [<xref ref-type="bibr" rid="ref65">65</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>U</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="table2fn1">
                <p><sup>a</sup>Question 1: Was true randomization used for assignment of participants to treatment groups?</p>
              </fn>
              <fn id="table2fn2">
                <p><sup>b</sup>Question 2: Was allocation to treatment groups concealed?</p>
              </fn>
              <fn id="table2fn3">
                <p><sup>c</sup>Question 3: Were treatment groups similar at the baseline?</p>
              </fn>
              <fn id="table2fn4">
                <p><sup>d</sup>Question 4: Were participants blind to treatment assignment?</p>
              </fn>
              <fn id="table2fn5">
                <p><sup>e</sup>Question 5: Were those delivering treatment blind to treatment assignment?</p>
              </fn>
              <fn id="table2fn6">
                <p><sup>f</sup>Question 6: Were outcomes assessors blind to treatment assignment?</p>
              </fn>
              <fn id="table2fn7">
                <p><sup>g</sup>Question 7: Were treatment groups treated identically other than the intervention of interest?</p>
              </fn>
              <fn id="table2fn8">
                <p><sup>h</sup>Question 8: Was follow-up complete and if not, were differences between groups in terms of their follow-up adequately described and analyzed?</p>
              </fn>
              <fn id="table2fn9">
                <p><sup>i</sup>Question 9: Were participants analyzed in the groups to which they were randomized?</p>
              </fn>
              <fn id="table2fn10">
                <p><sup>j</sup>Question 10: Were outcomes measured in the same way for treatment groups?</p>
              </fn>
              <fn id="table2fn11">
                <p><sup>k</sup>Question 11: Were outcomes measured in a reliable way?</p>
              </fn>
              <fn id="table2fn12">
                <p><sup>l</sup>Question 12: Was appropriate statistical analysis used?</p>
              </fn>
              <fn id="table2fn13">
                <p><sup>m</sup>Question 13: Was the trial design appropriate, and any deviations from the standard randomized controlled trial design (individual randomization, parallel groups) accounted for in the conduct and analysis of the trial?</p>
              </fn>
              <fn id="table2fn14">
                <p><sup>n</sup>Y: Yes.</p>
              </fn>
              <fn id="table2fn15">
                <p><sup>o</sup>N: No.</p>
              </fn>
              <fn id="table2fn16">
                <p><sup>p</sup>U: Unclear.</p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
          <table-wrap position="float" id="table3">
            <label>Table 3</label>
            <caption>
              <p>Risk of bias for randomized controlled trials based on the modified Cochrane Collaboration tool.</p>
            </caption>
            <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
              <col width="150"/>
              <col width="150"/>
              <col width="110"/>
              <col width="0"/>
              <col width="70"/>
              <col width="0"/>
              <col width="110"/>
              <col width="0"/>
              <col width="150"/>
              <col width="0"/>
              <col width="140"/>
              <col width="0"/>
              <col width="120"/>
              <thead>
                <tr valign="top">
                  <td>Study</td>
                  <td colspan="3">Selection bias</td>
                  <td colspan="2">Other bias</td>
                  <td colspan="2">Reporting bias: selective reporting</td>
                  <td colspan="2">Performance bias: blinding (participants and personnel)</td>
                  <td colspan="2">Detection bias: blinding (outcome assessment)</td>
                  <td>Attrition bias: incomplete outcome data</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>Random sequence generation</td>
                  <td>Allocation concealment</td>
                  <td colspan="2">
                    <break/>
                  </td>
                  <td colspan="2">
                    <break/>
                  </td>
                  <td colspan="2">
                    <break/>
                  </td>
                  <td colspan="2">
                    <break/>
                  </td>
                  <td colspan="2">
                    <break/>
                  </td>
                </tr>
              </thead>
              <tbody>
                <tr valign="top">
                  <td>Eggenberger et al [<xref ref-type="bibr" rid="ref59">59</xref>]</td>
                  <td>L<sup>a</sup></td>
                  <td>L</td>
                  <td colspan="2">H<sup>b</sup></td>
                  <td colspan="2">U<sup>c</sup></td>
                  <td colspan="2">L</td>
                  <td colspan="2">U</td>
                  <td colspan="2">L</td>
                </tr>
                <tr valign="top">
                  <td>Gschwind et al [<xref ref-type="bibr" rid="ref60">60</xref>]</td>
                  <td>L</td>
                  <td>L</td>
                  <td colspan="2">H</td>
                  <td colspan="2">L</td>
                  <td colspan="2">L</td>
                  <td colspan="2">U</td>
                  <td colspan="2">L</td>
                </tr>
                <tr valign="top">
                  <td>Gschwind et al [<xref ref-type="bibr" rid="ref61">61</xref>]</td>
                  <td>L</td>
                  <td>L</td>
                  <td colspan="2">H</td>
                  <td colspan="2">L</td>
                  <td colspan="2">U</td>
                  <td colspan="2">L</td>
                  <td colspan="2">L</td>
                </tr>
                <tr valign="top">
                  <td>Lim et al [<xref ref-type="bibr" rid="ref62">62</xref>]</td>
                  <td>U</td>
                  <td>U</td>
                  <td colspan="2">H</td>
                  <td colspan="2">L</td>
                  <td colspan="2">U</td>
                  <td colspan="2">U</td>
                  <td colspan="2">L</td>
                </tr>
                <tr valign="top">
                  <td>Oesch et al [<xref ref-type="bibr" rid="ref63">63</xref>]</td>
                  <td>L</td>
                  <td>L</td>
                  <td colspan="2">H</td>
                  <td colspan="2">L</td>
                  <td colspan="2">H</td>
                  <td colspan="2">L</td>
                  <td colspan="2">L</td>
                </tr>
                <tr valign="top">
                  <td>Ozaki et al [<xref ref-type="bibr" rid="ref64">64</xref>]</td>
                  <td>L</td>
                  <td>U</td>
                  <td colspan="2">H</td>
                  <td colspan="2">L</td>
                  <td colspan="2">U</td>
                  <td colspan="2">U</td>
                  <td colspan="2">L</td>
                </tr>
                <tr valign="top">
                  <td>Hong et al [<xref ref-type="bibr" rid="ref65">65</xref>]</td>
                  <td>L</td>
                  <td>L</td>
                  <td colspan="2">H</td>
                  <td colspan="2">L</td>
                  <td colspan="2">L</td>
                  <td colspan="2">L</td>
                  <td colspan="2">L</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="table3fn1">
                <p><sup>a</sup>L: low risk.</p>
              </fn>
              <fn id="table3fn2">
                <p><sup>b</sup>H: high risk.</p>
              </fn>
              <fn id="table3fn3">
                <p><sup>c</sup>U: unclear risk.</p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
          <fig id="figure2" position="float">
            <label>Figure 2</label>
            <caption>
              <p>Risk of bias in accordance with the authors' judgment (RevMan version 5.3.).</p>
            </caption>
            <graphic xlink:href="jmir_v23i4e22215_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
          </fig>
        </sec>
        <sec>
          <title>QES Design</title>
          <p>Fourteen studies were QESs [<xref ref-type="bibr" rid="ref66">66</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]; only one of these was a multicenter study [<xref ref-type="bibr" rid="ref73">73</xref>]. Twelve of these studies used the same group of participants [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref68">68</xref>-<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]. One study used two groups with different participants [<xref ref-type="bibr" rid="ref67">67</xref>] and another had a control group and an intervention group [<xref ref-type="bibr" rid="ref78">78</xref>]. However, the expected similarity between the groups was not clear because there was no description of the clinical conditions of the participants, including function of the inner ear. Loss to follow-up was also not mentioned for any of these studies (<xref ref-type="table" rid="table4">Table 4</xref>).</p>
          <table-wrap position="float" id="table4">
            <label>Table 4</label>
            <caption>
              <p>Methodological quality of quasiexperimental studies based on the Joanna Briggs Institute Critical Appraisal Checklist.</p>
            </caption>
            <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
              <col width="330"/>
              <col width="80"/>
              <col width="80"/>
              <col width="80"/>
              <col width="80"/>
              <col width="70"/>
              <col width="70"/>
              <col width="70"/>
              <col width="70"/>
              <col width="70"/>
              <thead>
                <tr valign="top">
                  <td>Study</td>
                  <td>Q1<sup>a</sup></td>
                  <td>Q2<sup>b</sup></td>
                  <td>Q3<sup>c</sup></td>
                  <td>Q4<sup>d</sup></td>
                  <td>Q5<sup>e</sup><break/>  <break/>  </td>
                  <td>Q6<sup>f</sup></td>
                  <td>Q7<sup>g</sup></td>
                  <td>Q8<sup>h</sup></td>
                  <td>Q9<sup>i</sup></td>
                </tr>
              </thead>
              <tbody>
                <tr valign="top">
                  <td>Zacaria et al [<xref ref-type="bibr" rid="ref66">66</xref>]</td>
                  <td>Y<sup>j</sup></td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N<sup>k</sup></td>
                  <td>Y</td>
                  <td>Y<break/>  <break/>  </td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Hall et al [<xref ref-type="bibr" rid="ref67">67</xref>]</td>
                  <td>Y</td>
                  <td>U<sup>l</sup></td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Howcroft et al [<xref ref-type="bibr" rid="ref68">68</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y<break/>  <break/>  </td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Lee et al [<xref ref-type="bibr" rid="ref69">69</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Ponti et al [<xref ref-type="bibr" rid="ref70">70</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Similä et al [<xref ref-type="bibr" rid="ref71">71</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Shahzad et al [<xref ref-type="bibr" rid="ref72">72</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Brodie et al [<xref ref-type="bibr" rid="ref73">73</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Howcroft et al [<xref ref-type="bibr" rid="ref74">74</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Chigateri et al [<xref ref-type="bibr" rid="ref75">75</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Qiu et al [<xref ref-type="bibr" rid="ref76">76</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Hiesh et al [<xref ref-type="bibr" rid="ref77">77</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Maneproom et al [<xref ref-type="bibr" rid="ref78">78</xref>]</td>
                  <td>Y</td>
                  <td>U</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
                <tr valign="top">
                  <td>Nightingale et al [<xref ref-type="bibr" rid="ref79">79</xref>]</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>N</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                  <td>Y</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="table4fn1">
                <p><sup>a</sup>Question 1: Is it clear in the study what is the “cause” and what is the “effect” (ie, there is no confusion about which variable comes first)?</p>
              </fn>
              <fn id="table4fn2">
                <p><sup>b</sup>Question 2: Were the participants included in any similar comparisons?</p>
              </fn>
              <fn id="table4fn3">
                <p><sup>c</sup>Question 3: Were the participants included in any comparisons receiving similar treatment/care other than the exposure or intervention of interest?</p>
              </fn>
              <fn id="table4fn4">
                <p><sup>d</sup>Question 4: Was there a control group?</p>
              </fn>
              <fn id="table4fn5">
                <p><sup>e</sup>Question 5: Were there multiple measurements of the outcome, both pre and post the intervention/exposure?</p>
              </fn>
              <fn id="table4fn6">
                <p><sup>f</sup>Question 6: Was follow-up completed and if not, were differences between groups in terms of their follow-up adequately described and analyzed?</p>
              </fn>
              <fn id="table4fn7">
                <p><sup>g</sup>Question 7: Were the outcomes of participants included in any comparisons measured in the same way?</p>
              </fn>
              <fn id="table4fn8">
                <p><sup>h</sup>Question 8: Were outcomes measured in a reliable way?</p>
              </fn>
              <fn id="table4fn9">
                <p><sup>i</sup>Question 9: Was appropriate statistical analysis used?</p>
              </fn>
              <fn id="table4fn10">
                <p><sup>j</sup>Y: yes.</p>
              </fn>
              <fn id="table4fn11">
                <p><sup>k</sup>N: no.</p>
              </fn>
              <fn id="table4fn12">
                <p><sup>l</sup>U: unclear.</p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
          <p>Multiple different measurements of the outcomes were used (<xref ref-type="table" rid="table4">Table 4</xref>). However, the instrumental inner ear tests were not used as the gold-standard test. This lack of comparison was considered to be a weakness of all of the included QESs. The most commonly applied tests were the TUGT and walking over different distances. One study assessed 1-week daily-life walking [<xref ref-type="bibr" rid="ref73">73</xref>]. Only one study explored the activities of daily living [<xref ref-type="bibr" rid="ref75">75</xref>] (<xref ref-type="table" rid="table5">Table 5</xref>).</p>
          <p>The outcomes were considered to have been measured in a reliable manner and were properly analyzed.</p>
          <table-wrap position="float" id="table5">
            <label>Table 5</label>
            <caption>
              <p>Quasiexperimental studies focused on screening/assessment.</p>
            </caption>
            <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
              <col width="120"/>
              <col width="140"/>
              <col width="120"/>
              <col width="160"/>
              <col width="250"/>
              <col width="210"/>
              <thead>
                <tr valign="top">
                  <td>Reference</td>
                  <td>Population and setting</td>
                  <td>Participants, N (male/female)</td>
                  <td>Technology/sensor used (location)</td>
                  <td>Completed sensor-based procedures</td>
                  <td>Comparison with fall history or a gold-standard test</td>
                </tr>
              </thead>
              <tbody>
                <tr valign="top">
                  <td>Zacaria et al [<xref ref-type="bibr" rid="ref66">66</xref>]</td>
                  <td>Hospital</td>
                  <td>38 (20/18)</td>
                  <td>WIS<sup>a</sup> accelerometer and gyrosensor (L2 vertebra)</td>
                  <td>TUGT<sup>b</sup> (sensor analysis of performance of each phase)</td>
                  <td>Classification of faller/nonfaller based on total duration for TUGT completion</td>
                </tr>
                <tr valign="top">
                  <td>Howcroft et al [<xref ref-type="bibr" rid="ref68">68</xref>]</td>
                  <td>CDEP<sup>c</sup></td>
                  <td>100 (44/56)</td>
                  <td>Wearable pressure-sensing insoles (pressure sensors-plantar); WIS, 4 triaxial accelerometers (head, pelvis, shanks)</td>
                  <td>7.62 m walk and 7.62 m walk with cognitive load (ST<sup>d</sup> and DT<sup>e</sup> gait)</td>
                  <td>Classification of faller/nonfaller based on retrospective fall occurrence</td>
                </tr>
                <tr valign="top">
                  <td>Lee et al [<xref ref-type="bibr" rid="ref69">69</xref>]</td>
                  <td>CDEP</td>
                  <td>65 (16/49)</td>
                  <td>WIS (1 triaxial accelerometer belt around waist, pelvis, sacrum, L3-L5 vertebrae)</td>
                  <td>TUGT</td>
                  <td>Short-form BBS<sup>f</sup> (7 activities), TUGT</td>
                </tr>
                <tr valign="top">
                  <td>Ponti et al [<xref ref-type="bibr" rid="ref70">70</xref>]</td>
                  <td>CDEP</td>
                  <td>36 (11/25)</td>
                  <td>WIS (1 triaxial accelerometer, waist)</td>
                  <td>ST TUGT, DT manual TUGT, DT cognitive TUGT</td>
                  <td>Faller/nonfaller based on retrospective fall occurrence, FES<sup>g</sup></td>
                </tr>
                <tr valign="top">
                  <td>Similä et al [<xref ref-type="bibr" rid="ref71">71</xref>]</td>
                  <td>Senior house/senior physical exercise group</td>
                  <td>35 (0/35)</td>
                  <td>WIS (2 accelerometers L3-L5 vertebrae, right hip)</td>
                  <td>BBS + TUGT + 4 m walk and follow-up after 1 year</td>
                  <td>Background questionnaire, interview, balance platform assessment with Kinect recording</td>
                </tr>
                <tr valign="top">
                  <td>Shahzad et al [<xref ref-type="bibr" rid="ref72">72</xref>]</td>
                  <td>CDEP</td>
                  <td>23 (7/16)</td>
                  <td>WIS (1 triaxial accelerometer, L3-L5 vertebrae)</td>
                  <td>TUGT, STS-5<sup>h</sup>, AST<sup>i</sup></td>
                  <td>BBS</td>
                </tr>
                <tr valign="top">
                  <td>Brodie et al [<xref ref-type="bibr" rid="ref73">73</xref>]</td>
                  <td>CDEP</td>
                  <td>96 (39/57)</td>
                  <td>Pendant sensor 3D accelerometer and barometer (sternum)</td>
                  <td>1-week daily life walking</td>
                  <td>Fall history, comparison with TUGT and 10 m walk test</td>
                </tr>
                <tr valign="top">
                  <td>Howcroft et al [<xref ref-type="bibr" rid="ref74">74</xref>]</td>
                  <td>CDEP</td>
                  <td>75 (31/44)</td>
                  <td>Wearable pressure-sensing insoles (pressure sensor, plantar), WIS 4 triaxial accelerometers (head, pelvis, shanks)</td>
                  <td>7.62 m walk under ST, 7.62 m walk under DT (verbal-task cognitive load)</td>
                  <td>Classification of faller/ nonfaller based on prospective fall occurrence</td>
                </tr>
                <tr valign="top">
                  <td>Chigateri et al [<xref ref-type="bibr" rid="ref75">75</xref>]</td>
                  <td>Frail elderly people from independent-living retirement homes</td>
                  <td>23 (6/17)</td>
                  <td>WIS 1 triaxial accelerometer (L5 vertebra)</td>
                  <td>TUGT, STS<sup>j</sup>, activities of daily living</td>
                  <td>Synchronized videos<break/>with accelerometer (identification of the beginning of TUGT and of walking episode)</td>
                </tr>
                <tr valign="top">
                  <td>Qiu et al [<xref ref-type="bibr" rid="ref76">76</xref>]</td>
                  <td>CDEP/social welfare centers</td>
                  <td>196 (0/196)</td>
                  <td>WIS 5 sensors with 3-axis-acceleration, 3-axis angular velocity, 3-axis magnetism each (low back, upper legs, lower legs)</td>
                  <td>Sensory integration test, limits of stability forward reach, STS-5, TUGT, motor function</td>
                  <td>Classification of faller based on self-reported history</td>
                </tr>
                <tr valign="top">
                  <td>Hiesh et al [<xref ref-type="bibr" rid="ref77">77</xref>]</td>
                  <td>Healthy elderly people</td>
                  <td>30 (12/18)</td>
                  <td>Smartphone technology, 1 accelerometer (sternum)</td>
                  <td>Balance tests standing on a force plate and holding a smartphone against the chest: eyes open/closed DT, semitandem, tandem stance, single-leg stance</td>
                  <td>Comparison between force plate and smartphone data</td>
                </tr>
                <tr valign="top">
                  <td>Nightingale et al [<xref ref-type="bibr" rid="ref79">79</xref>]</td>
                  <td>Local community centers/health care provider offices/senior centers</td>
                  <td>51 (unknown)</td>
                  <td>OptoGait system photoelectric technology</td>
                  <td>10 m walk</td>
                  <td>TUGT</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="table5fn1">
                <p><sup>a</sup>WIS: wearable inertial sensor.</p>
              </fn>
              <fn id="table5fn2">
                <p><sup>b</sup>TUGT: Timed Up and Go Test.</p>
              </fn>
              <fn id="table5fn3">
                <p><sup>c</sup>CDEP: community-dwelling elderly people.</p>
              </fn>
              <fn id="table5fn4">
                <p><sup>d</sup>ST: single task.</p>
              </fn>
              <fn id="table5fn5">
                <p><sup>e</sup>DT: dual task.</p>
              </fn>
              <fn id="table5fn6">
                <p><sup>f</sup>BBS: Berg Balance Scale.</p>
              </fn>
              <fn id="table5fn7">
                <p><sup>g</sup>FES: Fall Efficacy Scale.</p>
              </fn>
              <fn id="table5fn8">
                <p><sup>h</sup>STS-5: Five Times Sit-to-Stand test.</p>
              </fn>
              <fn id="table5fn9">
                <p><sup>i</sup>AST: Alternative Step Test.</p>
              </fn>
              <fn id="table5fn10">
                <p><sup>j</sup>STS: Sit-to-Stand test.</p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
        </sec>
      </sec>
      <sec>
        <title>Focus of eHealth Services</title>
        <p>The 12 QESs were focused on screening and assessment. These studies compared the use of sensors in participants with a history of falling, or with clinical tests and functional scales [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref68">68</xref>-<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref79">79</xref>] (<xref ref-type="table" rid="table5">Table 5</xref>). No instrumental test of the inner ear was performed as a gold-standard test. All RCTs [<xref ref-type="bibr" rid="ref59">59</xref>-<xref ref-type="bibr" rid="ref65">65</xref>] and two QESs [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref78">78</xref>] were focused on balance treatment or rehabilitation (<xref ref-type="table" rid="table5">Table 6</xref>). Again, no instrumental test of the inner ear was used in pre and postrehabilitation assessments.</p>
        <table-wrap position="float" id="table6">
          <label>Table 6</label>
          <caption>
            <p>Studies focused on treatment/rehabilitation.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="100"/>
            <col width="60"/>
            <col width="110"/>
            <col width="160"/>
            <col width="150"/>
            <col width="140"/>
            <col width="150"/>
            <col width="130"/>
            <thead>
              <tr valign="top">
                <td>Reference</td>
                <td>Study type</td>
                <td>Setting and population</td>
                <td>Participants, N (male/female)</td>
                <td>Tested technology</td>
                <td>Tested sensor architecture</td>
                <td>Sensor-based procedures</td>
                <td>Outcome measurements</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Eggenberger et al [<xref ref-type="bibr" rid="ref59">59</xref>]</td>
                <td>RCT<sup>a</sup></td>
                <td>CDEP<sup>b</sup> and retirement homes</td>
                <td>71 (25/46): dance group n=24, memory group n=22, control group n=25</td>
                <td>VR<sup>c</sup> video game dancing + Impact Dance Platform treadmill walking + computer screen + training software</td>
                <td>VR video game dancing + pressure sensitive platform, treadmill + training software</td>
                <td>VR video game dancing with simultaneous cognitive-physical training; treadmill walking with simultaneous verbal memory training; treadmill walking (control)</td>
                <td>Gait analysis: ST<sup>d</sup>/DT<sup>e</sup> 7.3 m walking, Short Physical Performance Battery, fall frequency, 6-minute walk test, measure of fall fear</td>
              </tr>
              <tr valign="top">
                <td>Gschwind et al [<xref ref-type="bibr" rid="ref60">60</xref>]</td>
                <td>RCT</td>
                <td>CDEP</td>
                <td>153 (60/93): intervention group n=78, control group n=75</td>
                <td>iStoppFalls system: computer + Google TV set top box + Microsoft Kinect + senior mobility monitor + android tablet</td>
                <td>Kinect-based system (3D depth sensor), Senior Mobility Monitor (3D accelerometer, barometer)</td>
                <td>16-week home-based balance exergames and muscle strength exercises + education booklet (intervention) or education booklet + usual activities (control)</td>
                <td>Estimated risk of falling; mobility, self-care, usual activities, pain, discomfort, anxiety, depression, health questionnaires, cognitive performance, walking task, STS-5<sup>f</sup>, TUGT<sup>g</sup>, technology use</td>
              </tr>
              <tr valign="top">
                <td>Gschwind et al [<xref ref-type="bibr" rid="ref61">61</xref>]</td>
                <td>RCT</td>
                <td>CDEP</td>
                <td>124 (42/82): step-mat training group n=39, Microsoft-Kinect group n=24, control group n=61</td>
                <td>Input device, computer, USB modem, TV, exergames, Microsoft Kinect or electronic mat</td>
                <td>Pressure-sensitive electronic mat, Kinect-based system (3D depth sensor)</td>
                <td>Unsupervised 16-week home exercise using exergames or educational booklet about evidence-based health and fall prevention advice + usual activities (control)</td>
                <td>Risk of falling, health and disability measure, STS-5, TUGT, cognitive performance</td>
              </tr>
              <tr valign="top">
                <td>Hall et al [<xref ref-type="bibr" rid="ref67">67</xref>]</td>
                <td>QES<sup>h</sup></td>
                <td>CDEP</td>
                <td>16 (0/16): group A n=8, group B n=8</td>
                <td>Nintendo Wii Fit System: computer interface + monitor + Wii balance board + games Ski Slalom/ Table Tilt</td>
                <td><italic>Balance</italic> Board: force platform</td>
                <td>Wii Fit balance test + games, followed by SOT<sup>i</sup> and LOS<sup>j</sup> test, CDP<sup>k</sup> (group A); SOT and LOS test, CDP, followed by Wii Fit balance test + games (group B)</td>
                <td>Dynamic Gait Index, TUGT, gait speed</td>
              </tr>
              <tr valign="top">
                <td>Lim et al [<xref ref-type="bibr" rid="ref62">62</xref>]</td>
                <td>RCT</td>
                <td>CDEP</td>
                <td>36 (11/25): intervention group n=18, control group n=18.</td>
                <td>Wearable balance biofeedback (system (vibrotactile, auditory and visual biofeedback)</td>
                <td>Biofeedback headband: 8 vibrotactile actuators, 2 bone-conducting acoustic transducers, 3 light-emitting diodes; and gyroscopes (lower back)</td>
                <td>2-week training with real-time multimodal biofeedback of trunk sway or 2-week training without biofeedback (control)</td>
                <td>Standing:1 leg (eyes open), feet together, firm surface and foam, tandem stance (EC<sup>l</sup>); self-paced 8 m walking (EC); 8 m walking with head turning; 8 tandem steps (EC)</td>
              </tr>
              <tr valign="top">
                <td>Oesch et al [<xref ref-type="bibr" rid="ref63">63</xref>]</td>
                <td>RCT</td>
                <td>Geriatric rehabilitation center</td>
                <td>54 (29/25): intervention group n=26, control group n=28</td>
                <td>Windows Kinect (exergame)</td>
                <td>Kinect-based system (3D depth sensor)</td>
                <td>10-day self-regulated training with exergames or 10-day self-regulated conventional training with instruction leaflets (control)</td>
                <td>Adherence, motivation, enjoyment, sensor-based walking test</td>
              </tr>
              <tr valign="top">
                <td>Ozaki et al [<xref ref-type="bibr" rid="ref64">64</xref>]</td>
                <td>RCT</td>
                <td>Prefrail or frail CDEP</td>
                <td>27(7/20): intervention group n=14, control group n=13</td>
                <td>BEAR<sup>m</sup> system: Stand-and-ride transport robot + wearable helmet and suspending device + software</td>
                <td>Stand-and-ride transport robot with two inverted wheel motors</td>
                <td>6-week based BEAR training first group or 6-week based conventional balance training first group (control)</td>
                <td>Gait speed, tandem gait speed, functional reach test, TUGT</td>
              </tr>
              <tr valign="top">
                <td>Hong et al [<xref ref-type="bibr" rid="ref65">65</xref>]</td>
                <td>RCT</td>
                <td>CDEP</td>
                <td>23 (0/23): intervention group n=10, control group n=13</td>
                <td>tablet, web app, signaling server module network address translator traversal module</td>
                <td>Web Real-Time Communication (WebRTC) technology</td>
                <td>12-week telepresence exercise sessions or maintained lifestyle (control)</td>
                <td>Senior fitness test, BBS<sup>n</sup>, fall-related self-efficacy, FES<sup>o</sup>, Fear of falling questionnaire</td>
              </tr>
              <tr valign="top">
                <td>Maneproom et al [<xref ref-type="bibr" rid="ref78">78</xref>]</td>
                <td>QES</td>
                <td>Senior housing</td>
                <td>64 (13/51): intervention group n=32, control group n=32</td>
                <td>robot, robot-installed fall prevention software</td>
                <td>8-inch touchscreen installed at robot head</td>
                <td>robot-installed fall prevention software + personal coaching + fall prevention handbook or fall prevention handbook only (control)</td>
                <td> TUGT, BBS, fall prevention questionnaire</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table6fn1">
              <p><sup>a</sup>RCT: randomized controlled trial.</p>
            </fn>
            <fn id="table6fn2">
              <p><sup>b</sup>CDEP: community-dwelling elderly people.</p>
            </fn>
            <fn id="table6fn3">
              <p><sup>c</sup>VR: virtual reality.</p>
            </fn>
            <fn id="table6fn4">
              <p><sup>d</sup>ST: single task.</p>
            </fn>
            <fn id="table6fn5">
              <p><sup>e</sup>DT: dual task.</p>
            </fn>
            <fn id="table6fn6">
              <p><sup>f</sup>STS-5: Five Times Sit-to-Stand test.</p>
            </fn>
            <fn id="table6fn7">
              <p><sup>g</sup>TUGT: Timed Up and Go Test</p>
            </fn>
            <fn id="table6fn8">
              <p><sup>h</sup>QES: quasiexperimental study.</p>
            </fn>
            <fn id="table6fn9">
              <p><sup>i</sup>SOT: Sensory Organization Test.</p>
            </fn>
            <fn id="table6fn10">
              <p><sup>j</sup>LOS: Limits of Stability.</p>
            </fn>
            <fn id="table6fn11">
              <p><sup>k</sup>CDP: computerized dynamic posturography.</p>
            </fn>
            <fn id="table6fn12">
              <p><sup>l</sup>EC: eyes closed.</p>
            </fn>
            <fn id="table6fn13">
              <p><sup>m</sup>BEAR: Balance Exercise Assist Robot.</p>
            </fn>
            <fn id="table6fn14">
              <p><sup>n</sup>BBS: Berg Balance Scale</p>
            </fn>
            <fn id="table6fn15">
              <p><sup>o</sup>FES: Fall Efficacy Scale.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Population Characteristics</title>
        <p>The included studies had large differences in sample sizes, ranging from 23 to 153 participants [<xref ref-type="bibr" rid="ref59">59</xref>-<xref ref-type="bibr" rid="ref65">65</xref>] among RCTs and from 16 to 196 participants [<xref ref-type="bibr" rid="ref66">66</xref>-<xref ref-type="bibr" rid="ref79">79</xref>] among QESs. As shown in <xref ref-type="table" rid="table5">Tables 5</xref> and <xref ref-type="table" rid="table6">6</xref>, many studies included a small sample size that was described as a limitation.</p>
        <p>The age range was 60-91 years for the RCTs and 60-92 years for the QESs. Most of the studies included more women than men. In four studies, only women participated [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref76">76</xref>]. The decision to only recruit women was explained in one study as “to avoid the influence of gender differences on risk of falling” [<xref ref-type="bibr" rid="ref76">76</xref>]. Two studies excluded the few male participants [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref71">71</xref>] and the remaining article did not describe the reason for the exclusive participation of women [<xref ref-type="bibr" rid="ref65">65</xref>]. One study did not describe the age range or the gender distribution of the participants [<xref ref-type="bibr" rid="ref79">79</xref>].</p>
        <p>The participants (≥60 years old) were recruited from the community [<xref ref-type="bibr" rid="ref60">60</xref>-<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref67">67</xref>-<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref72">72</xref>-<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref77">77</xref>], gerontology services [<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>], both [<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref79">79</xref>], or at a hospital [<xref ref-type="bibr" rid="ref66">66</xref>]. One study included participants who were referred for geriatric inpatient rehabilitation [<xref ref-type="bibr" rid="ref63">63</xref>].</p>
        <p>Most of the studies did not describe the characteristics of health conditions of the sample [<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref64">64</xref>-<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref68">68</xref>-<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref74">74</xref>-<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]. Only some authors provided quantitative data about the participants’ medication use [<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref61">61</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref78">78</xref>] and their comorbidities [<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref61">61</xref>,<xref ref-type="bibr" rid="ref63">63</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref78">78</xref>]. One study [<xref ref-type="bibr" rid="ref60">60</xref>] highlighted the following comorbidities of the participants: heart problems, high blood pressure, osteoporosis, lower back pain, hip pain, knee and/or leg pain, and foot pain. Two studies excluded participants with self-reported balance disorders [<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref63">63</xref>]. Two other studies included frail or prefrail elderly adults [<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref75">75</xref>].</p>
      </sec>
      <sec>
        <title>Balance Disorder and Identification of Faller Participants</title>
        <p>The included studies used functional balance tests, with or without sensors, to evaluate balance and risk of falling. An objective identification via exploration and quantification of the function of the inner ear by instrumental tests was not employed in any of the considered studies, as mentioned above. Therefore, the presence of prebyvestibulopathy or other balance disorders was not known.</p>
        <p>Some authors highlighted the potential of sensor-based tests in identifying early balance deficits [<xref ref-type="bibr" rid="ref71">71</xref>] and in evaluating the risk of falling [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. Improved balance and gait with technology-based training were mentioned in some studies [<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref64">64</xref>].</p>
        <p>The identification of faller participants based on retrospective [<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref76">76</xref>] or prospective occurrence of falling [<xref ref-type="bibr" rid="ref74">74</xref>] was employed to compare the technology results. The benefits of virtual training in reducing the risk of falling was also described [<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref61">61</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref78">78</xref>].</p>
        <p>No study focusing on detection of falling fully complied with the inclusion criteria of this review (RCTs or QESs, published in English between January 2015 and December 2019, restricted to the population 60 years or older).</p>
      </sec>
      <sec>
        <title>eHealth Platform and Services</title>
        <p>Different platforms were used for the provision of eHealth services. The main platforms identified were computer-based apps, either via the internet or mobile based platforms (<xref ref-type="table" rid="table5">Tables 5</xref> and <xref ref-type="table" rid="table6">6</xref>).</p>
        <p>As mentioned above, 12 studies focused on screening or assessment [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref68">68</xref>-<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref79">79</xref>] using different types (wearable inertial, wearable pressure, pendant, smartphone), quantities (range 1-5), and locations (head, sternum, lumbar vertebra, pelvis, hip, leg, shanks, foot) of sensors. Single or combined sensor-based tasks were employed. Only two studies [<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref75">75</xref>] evaluated activities in a real-life environment (<xref ref-type="table" rid="table5">Table 5</xref>).</p>
        <p>Nine studies explored balance rehabilitation [<xref ref-type="bibr" rid="ref59">59</xref>-<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref78">78</xref>] with different exercises and duration of training. The follow-up time was short (less than 6 months) in most of the studies, with the longest follow-up of 1 year [<xref ref-type="bibr" rid="ref59">59</xref>]. The development of eHealth services was explored both inside and outside the laboratory environment (<xref ref-type="table" rid="table6">Table 6</xref>).</p>
        <p>One study used a robot to provide information about training and fall prevention. However, the authors pointed out that the screen and the volume speaker were not adequate for use by elderly people [<xref ref-type="bibr" rid="ref78">78</xref>].</p>
        <p>The use of technical language and the presence of disabilities such as visual and hearing impairment were highlighted as the main barriers in using eHealth [<xref ref-type="bibr" rid="ref78">78</xref>].</p>
      </sec>
      <sec>
        <title>Health Benefits</title>
        <p>Only one study did not report better adherence, enjoyment, motivation, and balance performance with virtual training. This was explained by the possible fragility of the sample included in the study and by the short duration of the training intervention [<xref ref-type="bibr" rid="ref63">63</xref>].</p>
        <p>The remaining papers emphasized the potential contribution of digital solutions to improve balance performance and risk of falling. The sensors used during balance tests improved the evaluation of balance and gait [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref79">79</xref>] and improved the identification of potential faller participants [<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>-<xref ref-type="bibr" rid="ref77">77</xref>]. In addition, the use of eHealth devices for balance rehabilitation increased balance and gait performance [<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref78">78</xref>], and reduced the risk of falling [<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref61">61</xref>]. However, no long-term follow-up was reported. Virtual programs of falls prevention seemed to increase knowledge on the subject [<xref ref-type="bibr" rid="ref78">78</xref>] (<xref ref-type="table" rid="table7">Table 7</xref>).</p>
        <table-wrap position="float" id="table7">
          <label>Table 7</label>
          <caption>
            <p>Health benefits: conclusions from all studies.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="260"/>
            <col width="200"/>
            <col width="540"/>
            <thead>
              <tr valign="top">
                <td>Reference</td>
                <td>Study type</td>
                <td>Conclusions</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Zacaria et al [<xref ref-type="bibr" rid="ref66">66</xref>]</td>
                <td>QES<sup>a</sup>, screening</td>
                <td>Single wearable sensor during TUGT<sup>b</sup>: an improved tool in evaluating fall risk</td>
              </tr>
              <tr valign="top">
                <td>Howcroft et al [<xref ref-type="bibr" rid="ref68">68</xref>]</td>
                <td>QES, screening</td>
                <td>Sensor-based gait assessment: potential of identification of gait changes</td>
              </tr>
              <tr valign="top">
                <td>Lee et al [<xref ref-type="bibr" rid="ref69">69</xref>]</td>
                <td>QES, screening</td>
                <td>Advantages of wearable sensor as an outside laboratory tool</td>
              </tr>
              <tr valign="top">
                <td>Ponti et al [<xref ref-type="bibr" rid="ref70">70</xref>]</td>
                <td>QES, screening</td>
                <td>Improved potential of identification of fallers with single sensor-based DT<sup>c</sup> TUGT</td>
              </tr>
              <tr valign="top">
                <td>Similä et al [<xref ref-type="bibr" rid="ref71">71</xref>]</td>
                <td>QES, screening</td>
                <td>Sensor-based walk test: a screening tool to identify early signs of balance deficits</td>
              </tr>
              <tr valign="top">
                <td>Shahzad et al [<xref ref-type="bibr" rid="ref72">72</xref>]</td>
                <td>QES, screening</td>
                <td>Importance of sensor-based TUGT, STS-5<sup>d</sup>, and AST<sup>e</sup> on fall risk estimation</td>
              </tr>
              <tr valign="top">
                <td>Brodie et al [<xref ref-type="bibr" rid="ref73">73</xref>]</td>
                <td>QES, multicenter screening</td>
                <td>Better sensor-based daily-life gait assessment to discriminate fallers</td>
              </tr>
              <tr valign="top">
                <td>Howcroft et al [<xref ref-type="bibr" rid="ref74">74</xref>]</td>
                <td>QES, screening</td>
                <td>Sensor: potential to discriminate differences between ST<sup>f</sup> and DT gait and between prospective fallers and nonfallers</td>
              </tr>
              <tr valign="top">
                <td>Chigateri et al [<xref ref-type="bibr" rid="ref75">75</xref>]</td>
                <td>QES, screening</td>
                <td>Wearable accelerometer: useful for nonsedentary activity recognition and gait detection in frail older adults outside lab facilities</td>
              </tr>
              <tr valign="top">
                <td>Qiu et al [<xref ref-type="bibr" rid="ref76">76</xref>]</td>
                <td>QES, screening</td>
                <td>Potential use of wearable inertial sensor-based systems for elderly fall risk assessment</td>
              </tr>
              <tr valign="top">
                <td>Hiesh et al [<xref ref-type="bibr" rid="ref77">77</xref>]</td>
                <td>QES, screening</td>
                <td>Validity of smartphone for evaluation of postural stability and fall risk stratification in older adults</td>
              </tr>
              <tr valign="top">
                <td>Nightingale et al [<xref ref-type="bibr" rid="ref79">79</xref>]</td>
                <td>QES, screening</td>
                <td>Using Optogait system: TUGT as a tool for screening balance deficits</td>
              </tr>
              <tr valign="top">
                <td>Eggenberger et al [<xref ref-type="bibr" rid="ref59">59</xref>]</td>
                <td>RCT<sup>g</sup>, rehabilitation</td>
                <td>Virtual reality game dancing with simultaneous cognitive-physical training and treadmill walking with simultaneous verbal memory training: potential to enhance gait variables</td>
              </tr>
              <tr valign="top">
                <td>Gschwind et al [<xref ref-type="bibr" rid="ref60">60</xref>]</td>
                <td>RCT, rehabilitation</td>
                <td>iStoppFalls program reduced physiological fall risk and improved postural sway</td>
              </tr>
              <tr valign="top">
                <td>Gschwind et al [<xref ref-type="bibr" rid="ref61">61</xref>]</td>
                <td>RCT, rehabilitation</td>
                <td>Step-mat-training and Microsoft-Kinect exergames reduced fall risks, Step-mat-training improved specific cognitive functions; neither intervention improved balance control</td>
              </tr>
              <tr valign="top">
                <td>Hall et al [<xref ref-type="bibr" rid="ref67">67</xref>]</td>
                <td>QES, rehabilitation</td>
                <td>WiiFit feasible to safely use, Ski Slalom game similar effect as computerized dynamic posturography</td>
              </tr>
              <tr valign="top">
                <td>Lim et al [<xref ref-type="bibr" rid="ref62">62</xref>]</td>
                <td>RCT, rehabilitation</td>
                <td>Balance training with biofeedback: most beneficial for the most difficult tasks but with few long-term benefits</td>
              </tr>
              <tr valign="top">
                <td>Oesch et al [<xref ref-type="bibr" rid="ref63">63</xref>]</td>
                <td>RCT, rehabilitation</td>
                <td>Superior results of conventional training with respect to adherence, enjoyment, and motivation; no difference of balance during walking between conventional and training with exergames</td>
              </tr>
              <tr valign="top">
                <td>Ozaki et al [<xref ref-type="bibr" rid="ref64">64</xref>]</td>
                <td>Crossover trial without a washout term, rehabilitation</td>
                <td>BEAR<sup>h</sup> training more effective for improving dynamic balance and lower extremity muscle strength</td>
              </tr>
              <tr valign="top">
                <td>Hong et al [<xref ref-type="bibr" rid="ref65">65</xref>]</td>
                <td>RCT, rehabilitation</td>
                <td>Telepresence exercise program: effective to improve balance and reduce fear of fall; no significant difference of fall efficacy between intervention (telepresence exercise sessions) and control group (maintained lifestyle)</td>
              </tr>
              <tr valign="top">
                <td>Maneproom et al [<xref ref-type="bibr" rid="ref78">78</xref>]</td>
                <td>QES, rehabilitation</td>
                <td>Robotic fall prevention program increased fall prevention knowledge, promoted exercises, and improved balance</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table7fn1">
              <p><sup>a</sup>QES: quasiexperimental study.</p>
            </fn>
            <fn id="table7fn2">
              <p><sup>b</sup>TUGT: Timed Up and Go Test.</p>
            </fn>
            <fn id="table7fn3">
              <p><sup>c</sup>DT: dual task.</p>
            </fn>
            <fn id="table7fn4">
              <p><sup>d</sup>STS-5: Five Times Sit-to-Stand test.</p>
            </fn>
            <fn id="table7fn5">
              <p><sup>e</sup>AST: Alternative Step Test.</p>
            </fn>
            <fn id="table7fn6">
              <p><sup>f</sup>ST: single task.</p>
            </fn>
            <fn id="table7fn7">
              <p><sup>g</sup>RCT: randomized controlled trial.</p>
            </fn>
            <fn id="table7fn8">
              <p><sup>h</sup>BEAR: Balance Exercise Assist Robot.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Fall Prevention Literacy</title>
        <p>None of the studies explored the previous health literacy of the participants. Only two papers described the educational level of the participants [<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref78">78</xref>].</p>
        <p>One study compared use of a fall prevention software to a conventional handbook to evaluate the improvement of knowledge on fall prevention. Both the intervention and control groups showed improvement in knowledge, without a significant difference [<xref ref-type="bibr" rid="ref78">78</xref>].</p>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>Population aging, and the associated vulnerability to the development of multiple chronic pathologies and balance disorders, have motivated research and the implementation of new strategies for the provision of health care. eHealth devices have been studied to help assess balance and gait performance, risk of falling in and outside a laboratory setting, and to perform in-home balance rehabilitation. In this review, we confirmed the potential of eHealth to complement the health care of elderly people. However, most of these studies were not designed to provide clinical guidelines.</p>
        <p>Despite growing interest about this subject in the last 20 years, we decided to focus on studies published in the last 5 years (RCTs and QESs), taking into consideration both continuous advances in technological innovation and the opportunity to apply new clinical applications in balance disorder and risk of falling for the elderly population.</p>
        <p>Unlike other reviews, our eligibility criteria ruled out many initially retrieved articles, especially studies with participants under 60 years old, those without reporting the age of participants, or with participants having a functional limitation due to neurologic disease. Therefore, only 21 articles fully complied with the requirements of this review [<xref ref-type="bibr" rid="ref59">59</xref>-<xref ref-type="bibr" rid="ref79">79</xref>].</p>
        <p>Except for one study [<xref ref-type="bibr" rid="ref63">63</xref>], the others showed the potential of eHealth to evaluate balance assessment and risk of falling of elderly people and to promote balance training. The eHealth devices allowed collecting additional information about the balance, gait, and risk of falling of elderly people, and to monitor their daily activities.</p>
        <p>In particular, eHealth seems to provide an opportunity for increasing medical-patient interactions and to reduce access inequities [<xref ref-type="bibr" rid="ref30">30</xref>]. In 1996, Viierre et al [<xref ref-type="bibr" rid="ref80">80</xref>] had already mentioned the potential of eHealth in this field: “remote medical diagnosis and treatment facilities could make the few vestibular disorder specialists much more available to patients.” However, as observed in other reviews [<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref42">42</xref>-<xref ref-type="bibr" rid="ref47">47</xref>], the differences in methodologies and of variables included in the studies did not allow for a proper comparison to guide clinical applicability.</p>
        <p>First, there was a broad range of sample sizes, which were generally quite small (ranging from 16 to 196 participants). A small sample of participants is considered a limitation for extrapolating the results, especially for the exploration of risk of falling.</p>
        <p>Second, there were missing data about the clinical conditions of the participants. Except for one study [<xref ref-type="bibr" rid="ref60">60</xref>], several volunteers were recruited from the community and were defined as “healthy” elderly people only based on a self-reported assessment. There were also participants recruited from geriatric services without reference to their clinical conditions. Despite the exclusion of participants with self-reported balance disorders in two studies [<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref63">63</xref>], we consider that the exclusion rules should be more rigorous and based on objective data such as instrumental inner ear tests. We have to take into consideration that elderly people can have instability due to many conditions, including the normative aging process, and therefore the outcomes from a balance rehabilitation intervention could be sensitive to these differences [<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref41">41</xref>].</p>
        <p>Third, different research methodologies were used for screening and assessment. We observed a wide range of clinical tests, functional scales, faller classifications, and sensor-based tasks among the included studies. The lack of homogeneity of these variables limited an appropriate comparison among the studies. Moreover, functional inner ear tests were not used as the gold-standard test. We consider this as a weakness common to all studies.</p>
        <p>Fourth, different types of sensors were used for screening and assessment. Similar to the findings of other reviews [<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref44">44</xref>-<xref ref-type="bibr" rid="ref47">47</xref>], the studies employed mainly accelerometers, with variations in both number and body location.</p>
        <p>Fifth, as observed previously [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref43">43</xref>], studies focusing on treatment and rehabilitation used different devices, training durations, and follow-up times. Some authors employed supervised training. In one study, this was used a telepresence-based exercise platform [<xref ref-type="bibr" rid="ref65">65</xref>]. Others employed in-home self-regulated exercises training [<xref ref-type="bibr" rid="ref61">61</xref>], thereby avoiding the need for participants to travel to the rehabilitation center. None of the studies described pre and postintervention data about the function of the inner ear. The studies did not verify the long-term effect of training, especially with respect to fall occurrence. Only two studies explored a sensor used in real-life activities [<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref75">75</xref>], which is relevant since it allowed for a better evaluation of the remote interaction and monitoring of daily activities.</p>
        <p>Additionally, we observed a constraint related to the use of devices that are not fully adequate to match the abilities of elderly people [<xref ref-type="bibr" rid="ref78">78</xref>]. We also highlight the importance of providing a better definition of the eHealth user profile to improve adherence.</p>
        <p>Future studies in this field should consider the above topics as a starting point, as well as for health policy implementations on eHealth apps for elderly people with balance disorders.</p>
        <p>The use of eHealth can play an important role as a complementary method to provide health care services, encouraging health promotion and patient participation, as well as allowing for the remote management of balance disorders.</p>
      </sec>
      <sec>
        <title>Recommendations</title>
        <p>Based on this review, we can provide the following recommendations to improve studies and applications of eHealth for preventing fall risk in the elderly population.</p>
        <p>First, this review highlights the need for further research on the use of eHealth devices in proper clinical settings. This represents an opportunity to be explored, reaching out to elderly people with balance and risk of falling.</p>
        <p>Second, despite several efforts to explore balance among the elderly, there is still a need for better characterization and description of the health condition of the population under study. In particular, we recommend future studies to include the results of functional tests of the inner ear as a gold-standard test or for comparison of the outcome before and after remote balance rehabilitation. Most of the interventions were developed with only functional balance tests. Future studies should also focus on the real-life environment, allowing for additional information of the daily activities among elderly participants.</p>
        <p>Third, a longer follow-up time is important to evaluate the long-term benefits of eHealth tools on the balance performance and risk of falling of elderly people.</p>
        <p>Finally, the eHealth devices should be user-friendly to improve adherence among elderly people.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>This review was limited to articles written in the English language and available on the PubMed, Google Scholar, Embase, and SciELO databases for the last 5 years; therefore, it is possible that relevant studies were missed.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>The inclusion of eHealth services can play a critical role for the better provision of health care to elderly people with a balance disorder and risk of falling. The differences in populations, methodologies, eHealth devices, and follow-up times of the included studies did not allow for a clear comparison between results, therefore limiting the possibility of obtaining valid guidance for clinical applicability. More rigorous studies are recommended.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group/>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">ICT</term>
          <def>
            <p>information and communication technologies</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">QES</term>
          <def>
            <p>quasiexperimental study</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">RCT</term>
          <def>
            <p>randomized controlled trial</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">TUGT</term>
          <def>
            <p>Timed Up and Go Test</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>This work was partially supported by Fundação para a Ciência e a Tecnologia (FCT) for funds to Global Health and Tropical Medicine (GHTM) (UID/04413/2020 to LVL).</p>
    </ack>
    <fn-group>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
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