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<article xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="2.0">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JA</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIR Aging</journal-id>
      <journal-title>JMIR Aging</journal-title>
      <issn pub-type="epub">2561-7605</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">v9i1e80272</article-id>
      <article-id pub-id-type="pmid">41746700</article-id>
      <article-id pub-id-type="doi">10.2196/80272</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Original Paper</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Original Paper</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Providing Tech Support as Care Work Among Care Workers in Assisted Living Facilities: Qualitative Interview Study</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Yang</surname>
            <given-names>Rumei</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Shah</surname>
            <given-names>Zakir</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Heppner</surname>
            <given-names>Holger</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Fu</surname>
            <given-names>Shihan</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Wu</surname>
            <given-names>Yiyi</given-names>
          </name>
          <degrees>MA</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution/>
            <institution>School of Communication and Information</institution>
            <institution>Rutgers, The State University of New Jersey</institution>
            <addr-line>4 Huntington St</addr-line>
            <addr-line>New Brunswick, NJ, 08901</addr-line>
            <country>United States</country>
            <phone>1 848 932 7500</phone>
            <email>yw1280@scarletmail.rutgers.edu</email>
          </address>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0009-0006-1729-6743</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Ross</surname>
            <given-names>Nicole</given-names>
          </name>
          <degrees>MS</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0009-0006-1416-5756</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Kim</surname>
            <given-names>Sunyoung</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-0680-7345</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>School of Communication and Information</institution>
        <institution>Rutgers, The State University of New Jersey</institution>
        <addr-line>New Brunswick, NJ</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Brookdale Center for Healthy Aging</institution>
        <institution>Hunter College</institution>
        <addr-line>New York, NY</addr-line>
        <country>United States</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Yiyi Wu <email>yw1280@scarletmail.rutgers.edu</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>26</day>
        <month>2</month>
        <year>2026</year>
      </pub-date>
      <volume>9</volume>
      <elocation-id>e80272</elocation-id>
      <history>
        <date date-type="received">
          <day>8</day>
          <month>7</month>
          <year>2025</year>
        </date>
        <date date-type="rev-request">
          <day>9</day>
          <month>10</month>
          <year>2025</year>
        </date>
        <date date-type="rev-recd">
          <day>15</day>
          <month>11</month>
          <year>2025</year>
        </date>
        <date date-type="accepted">
          <day>24</day>
          <month>12</month>
          <year>2025</year>
        </date>
      </history>
      <copyright-statement>©Yiyi Wu, Nicole Ross, Sunyoung Kim. Originally published in JMIR Aging (https://aging.jmir.org), 26.02.2026.</copyright-statement>
      <copyright-year>2026</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Aging, is properly cited. The complete bibliographic information, a link to the original publication on https://aging.jmir.org, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://aging.jmir.org/2026/1/e80272" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Technology can enhance the quality of life and social engagement for older adults; yet, many require assistance to use it effectively. In assisted living facilities, care workers play a crucial role in supporting residents’ use of technology. However, little research has examined the experiences and challenges of care workers in this context.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>In this study, we examine the perspectives and experiences of care workers in supporting older residents with technology.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>We conducted semistructured interviews with 20 professional care workers in the United States, with an average of 4.9 years of experience working in assisted living facilities.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>The findings indicate that participants regularly provided technology support to their residents, while their perspectives on and acceptance of this technology support role varied. For many, this responsibility placed additional demands on their existing workload, requiring both explicit and nuanced physical and emotional labor input.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>These findings underscore the need for greater recognition and systemic support for care workers as they increasingly take on the responsibility of facilitating technology use in residential care settings.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>assisted living</kwd>
        <kwd>care workers</kwd>
        <kwd>long-term care</kwd>
        <kwd>older adults</kwd>
        <kwd>technology use</kwd>
        <kwd>technology support</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <p>Assisted living facilities, a type of long-term care, serve older adults who can no longer live safely and independently at home. These residential communities provide housing and are staffed with care workers who support residents with a wide range of daily needs and activities [<xref ref-type="bibr" rid="ref1">1</xref>]. Assisted living emphasizes person-centered care within a home-like environment, catering to a broader spectrum of care and social needs, including those of residents with complex medical conditions [<xref ref-type="bibr" rid="ref2">2</xref>]. This sector represents a fast-growing segment of long-term care in the United States [<xref ref-type="bibr" rid="ref3">3</xref>]. However, chronic staffing shortages pose ongoing challenges, which are exacerbated by the rapidly growing aging population [<xref ref-type="bibr" rid="ref4">4</xref>]. In response, digital and emerging technologies have been explored as a promising means to help bridge this caregiving gap [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref6">6</xref>]. Examples include the use of information and communication technologies (ICTs) to facilitate proactive social engagement and health communication, as well as wearable devices for disease self-management [<xref ref-type="bibr" rid="ref6">6</xref>-<xref ref-type="bibr" rid="ref8">8</xref>]. These innovations have demonstrated significant potential to enhance the well-being of older adults, improve their quality of life, and reduce caregiver burden, both within long-term care settings and beyond [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref9">9</xref>].</p>
        <p>Yet, the successful applications of technology depend on effective usage, and older adults often face barriers due to lower digital skills, physical and cognitive declines, and a lack of prior exposure to technology [<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref11">11</xref>]. While the ownership of digital technologies among older adults has grown [<xref ref-type="bibr" rid="ref12">12</xref>], they continue to struggle with independent use, often experiencing anxiety, distrust, and avoidance of technology [<xref ref-type="bibr" rid="ref13">13</xref>-<xref ref-type="bibr" rid="ref15">15</xref>].</p>
        <p>Consequently, studies consistently highlight that older adults’ adoption and effective use of technology heavily depend on their immediate support networks, such as their children and community workers, for assistance with technology [<xref ref-type="bibr" rid="ref16">16</xref>-<xref ref-type="bibr" rid="ref18">18</xref>]. In assisted-living settings, care workers often serve as a critical source of technology support for older residents [<xref ref-type="bibr" rid="ref19">19</xref>]. The term “care workers” refers to individuals who provide essential physical, emotional, and practical support to people requiring assistance with activities of daily living due to age, illness, disability, or other life circumstances [<xref ref-type="bibr" rid="ref20">20</xref>]. This category encompasses a wide range of occupational roles, including nurses, nursing assistants, and care aides [<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref20">20</xref>]. Despite variation in professional training and job titles, care workers share core responsibilities centered on facilitating mobility, administering medication, assisting with daily routines, and supporting the overall well-being of care recipients. Collectively, their labor constitutes a critical component of long-term care systems and plays a vital role in maintaining the quality of life of older adults [<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref21">21</xref>].</p>
        <p>Previous research on technology use in long-term care indicates that as more older residents adopt digital technologies, their reliance on care workers for technological support may also introduce additional work demand and challenges for care workers [<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref22">22</xref>]. However, while emerging studies have begun to attend to those challenges [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref21">21</xref>], the literature has given little attention to care workers’ perspectives on and experiences with providing such technology support to older residents. Consequently, there remain limited insights into how to best support care workers within increasingly digitalized caregiving environments.</p>
        <p>Understanding the perspectives and experiences of care workers is particularly important given the vulnerabilities they face in the workplace. Caregiving often demands intensive physical and emotional labor, with care workers frequently expected to invest effort beyond their formal job requirements while receiving limited financial compensation and insufficient recognition from employers [<xref ref-type="bibr" rid="ref21">21</xref>-<xref ref-type="bibr" rid="ref24">24</xref>]. As the demand for assisted living continues to grow [<xref ref-type="bibr" rid="ref25">25</xref>], providing better support for care workers is essential for enhancing staff retention and the quality of care.</p>
        <p>To explore these issues, we conducted semistructured interviews with 20 care workers employed in assisted living facilities in the United States. Our study aimed to answer the following research questions:</p>
        <list list-type="order">
          <list-item>
            <p>How do care workers perceive their involvement in providing technology support?</p>
          </list-item>
          <list-item>
            <p>What challenges do care workers face as they navigate the provision of technology support?</p>
          </list-item>
        </list>
        <p>Our findings indicate that, although participants held varying views on their engagement in technology support, they consistently recognized it as an integral part of care workers’ daily responsibilities. This role adds new dimensions of physical and emotional labor beyond their core job duties. Moreover, the heavy reliance of older residents on care workers for tech support highlights the need for greater recognition of this labor, as well as involving both care workers and older adults in the design of technology for older adults. Additionally, our findings highlight the importance of support programs that empower care workers, enabling them to establish clear work boundaries and navigate their roles more effectively in long-term care settings.</p>
      </sec>
      <sec>
        <title>Literature Review</title>
        <sec>
          <title>Care Workers’ Roles and Workload</title>
          <p>Care workers in long-term care broadly refer to individuals who deliver direct care services to people needing daily assistance, typically older adults, in home or residential settings [<xref ref-type="bibr" rid="ref26">26</xref>]. In residential long-term care facilities, such as assisted living, these professionals are commonly referred to as care assistants, social workers, nursing assistants, and other health care professionals [<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref27">27</xref>]. Prior studies indicate that care workers’ roles and job responsibilities are often loosely defined, primarily determined by the individualized needs of their residents [<xref ref-type="bibr" rid="ref28">28</xref>]. This role ambiguity is particularly pronounced in residential care settings, where person-centered care is a key emphasis [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]. While fostering meaningful relationships with residents is central to care work, this closeness can blur professional boundaries, making it difficult to delineate responsibilities [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]. As a result, care workers frequently feel an overarching sense of duty for residents’ well-being, taking on multiple roles beyond their formal job descriptions [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]. Qualitative studies on care workers’ attitudes toward their responsibility further highlight a persistent tension between care workers’ commitment to holistic resident care and the emotional strain of multitasking, burnout, and heavy workloads [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref31">31</xref>].</p>
          <p>Commonly recognized care workers’ routine responsibilities include, but are not limited to, hygiene assistance, medication management, mobility support, case management, and administrative tasks [<xref ref-type="bibr" rid="ref32">32</xref>]. While these duties already demonstrate the labor-intensive nature of caregiving, research further reveals that many essential caretaking roles and tasks remain unseen and unpaid [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref28">28</xref>]. These include the emotional investment involved in building trust relationships with clients, managing their clients’ emotional responses, and regulating one's own emotions in high-stress environments [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref34">34</xref>]. Additionally, care workers often coordinate to facilitate communication between their clients, health care providers, and other third parties [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref28">28</xref>]. Ongoing studies have continuously advocated for greater recognition of care workers' contribution, particularly the less recognized aspects of their labor, to improve their overall financial and social well-being [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref29">29</xref>].</p>
        </sec>
        <sec>
          <title>Technology Use Among Older Adults in Long-Term Care</title>
          <p>A growing body of literature has explored the role of technology in enhancing the quality of life and supporting independent engagement in social and health management activities among older adults in long-term care settings [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref35">35</xref>]. ICTs, such as computers, laptops, smartphones, and mobile apps, play a crucial role in enabling older residents to maintain connections with family and friends outside of facilities and engage in various leisure activities [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref37">37</xref>]. The use of social media and videoconferencing platforms has been shown to effectively reduce social isolation and feelings of loneliness [<xref ref-type="bibr" rid="ref37">37</xref>-<xref ref-type="bibr" rid="ref39">39</xref>]. Beyond social engagement, ICTs are also widely used to deliver essential care services, such as telemedicine and mobile health (mHealth) applications, which facilitate the remote provision of routine care and health information [<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref41">41</xref>]. These applications help deliver effective personalized care [<xref ref-type="bibr" rid="ref40">40</xref>]. Moreover, technologies gaining popularity in long-term care facilities also include wearable devices, such as smartwatches and fitness trackers [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref42">42</xref>], as well as assistive technologies, such as autonomous wheelchairs, designed to enhance functional capacities [<xref ref-type="bibr" rid="ref43">43</xref>]. These tools support mobility, help monitor health indicators, promote physical activity, and support self-management of chronic diseases [<xref ref-type="bibr" rid="ref40">40</xref>-<xref ref-type="bibr" rid="ref43">43</xref>].</p>
          <p>The growing use of technologies within long-term care facilities is partly driven by older adults’ voluntary adoption, as evidenced by the steady increase in personal device ownership within this demographic [<xref ref-type="bibr" rid="ref12">12</xref>]. Additionally, as the long-term care sector continues to experience staffing shortages, these technologies are increasingly recognized for their potential to bridge workforce gaps [<xref ref-type="bibr" rid="ref44">44</xref>]. Consequently, many facilities have expanded their technological resources by providing residents with access to ICT, assistive, and wearable devices, while actively promoting their use [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref45">45</xref>]. In some cases, technologies have become so embedded in facility operations that residents must engage with them to carry out routine activities and access services and information within the facility [<xref ref-type="bibr" rid="ref45">45</xref>]. This trend underscores the increasing significance of technology in the daily lives of older residents in long-term care.</p>
        </sec>
        <sec>
          <title>Dependency, Technology Support, and Potential Challenges</title>
          <p>While most technologies require the direct involvement of older adults, studies have highlighted the heightened challenges that older users face in realizing the intended benefits of these tools [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref46">46</xref>]. Older adults exhibit wide variation in digital literacy, prior experience with technology, and physical or cognitive abilities, all of which affect their capacity to use digital tools independently [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref46">46</xref>]. Despite the growing availability of technological resources in long-term care facilities, individuals with higher levels of technological proficiency or prior experience are more likely to engage with these tools [<xref ref-type="bibr" rid="ref17">17</xref>]. In contrast, those with limited experience or skills often remain disengaged, even when they recognize the potential benefits of technology use [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref17">17</xref>]. Moreover, regardless of their skill levels and motivation, many older adults still struggle with basic interactions due to age-related declines in vision, hearing, fine motor skills, or cognitive processing [<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref36">36</xref>]. The continuous diversification of devices and interfaces, each requiring different levels of engagement, from basic device operation to security credential management, can further exacerbate the distrust and anxiety associated with technology use for older adults with cognitive and functional impairments [<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref46">46</xref>].</p>
          <p>Consequently, older adults often rely on close social networks for assistance in using technology effectively [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref18">18</xref>]. These networks typically include family caregivers or other younger family and community members who live in close proximity to older adults [<xref ref-type="bibr" rid="ref16">16</xref>-<xref ref-type="bibr" rid="ref18">18</xref>]. In long-term care facilities, several studies have shown that professional care workers often become the primary source of technology support for older residents [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref21">21</xref>]. Nevertheless, providing technology support can be challenging [<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref22">22</xref>]. For instance, Hardy et al [<xref ref-type="bibr" rid="ref22">22</xref>] found that facilitating videoconferencing for cognitively impaired older residents was physically demanding, requiring multiple steps to connect them to virtual platforms. Similarly, Chew et al [<xref ref-type="bibr" rid="ref21">21</xref>] reported dissatisfaction was found among care workers tasked with setting up and managing virtual visits during the COVID-19 pandemic, a responsibility they found burdensome due to visitor restrictions that placed greater reliance on digital communication.</p>
          <p>Despite increasing integration of technology in long-term care facilities, limited research has specifically examined care workers’ experiences with providing technology support to their older residents. While prior research emphasizes the importance of care workers in daily resident support, little is known about how technology-related responsibilities intersect with their existing workloads. This gap in the literature risks rendering this emerging aspect of care work unrecognized, thereby negatively affecting their financial and social well-being [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref23">23</xref>]. By examining the direct experiences and perspectives of care workers, this study aims to inform strategies that better support them in long-term care settings.</p>
        </sec>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Participants</title>
        <p>We conducted semistructured interviews with 20 individuals working in assisted living facilities in the Greater New York area. Participants were eligible if they had worked in any care worker role at an assisted living facility for more than 1 year and were at least 18 years old. To recruit participants, we contacted assisted living facilities in the region and provided managers with a detailed explanation of the study’s objectives. Upon their approval, recruitment flyers were distributed via email, and managers and supervisors referred potential participants to the research team.</p>
        <p>The final sample included 20 participants (9 male and 11 female), with an average of 4.9 (SD 3.08) years of work experience and an age range of 23 to 56 (mean 38.15, SD 8.23) years. All participants were paid professional care workers employed by an assisted-living facility at the time of the interviews. While the resident base in these facilities exhibits varying levels of independence and diverse health needs, many live with chronic conditions, including diabetes, hypertension, or heart disease, and require mobility support, including assistance with walking and using mobility aids. Some also require monitoring for safety or adherence to care routines.</p>
        <p>All participants’ job titles were self-reported. Nine participants identified as caregivers or care assistants; 6 held medical-care-oriented roles, such as nurse or medication assistant, and 4 worked in social-care-oriented roles, such as case managers and activity assistants. One participant held an administrative role but still reported frequent direct interactions and support for residents. A detailed breakdown of participant demographics is provided in <xref ref-type="table" rid="table1">Table 1</xref>. Job descriptions are synthesized from participants’ accounts and sources, including professional associations such as the American Nurses Association, government websites like the U.S. Department of Health and Human Services, and career websites like Glassdoor. While they offer a general understanding of each role, they may not fully capture the daily experiences of care workers, a discrepancy explored in the Results section.</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Participant demographics.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="80"/>
            <col width="120"/>
            <col width="170"/>
            <col width="330"/>
            <col width="300"/>
            <thead>
              <tr valign="top">
                <td>ID</td>
                <td>Gender</td>
                <td>Age (years)</td>
                <td>Work experience (years)</td>
                <td>Job title</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>P1</td>
                <td>Female</td>
                <td>48</td>
                <td>5</td>
                <td>Case Manager<sup>a</sup></td>
              </tr>
              <tr valign="top">
                <td>P2</td>
                <td>Female</td>
                <td>40</td>
                <td>8</td>
                <td>Case Manager</td>
              </tr>
              <tr valign="top">
                <td>P3</td>
                <td>Female</td>
                <td>56</td>
                <td>10.5</td>
                <td>Case Manager</td>
              </tr>
              <tr valign="top">
                <td>P4</td>
                <td>Male</td>
                <td>39</td>
                <td>3</td>
                <td>Caregiver<sup>b</sup></td>
              </tr>
              <tr valign="top">
                <td>P5</td>
                <td>Male</td>
                <td>33</td>
                <td>6</td>
                <td>Caregiver</td>
              </tr>
              <tr valign="top">
                <td>P6</td>
                <td>Female</td>
                <td>39</td>
                <td>10</td>
                <td>Caregiver</td>
              </tr>
              <tr valign="top">
                <td>P7</td>
                <td>Female</td>
                <td>32</td>
                <td>3</td>
                <td>Care Assistant<sup>b</sup></td>
              </tr>
              <tr valign="top">
                <td>P8</td>
                <td>Female</td>
                <td>35</td>
                <td>2</td>
                <td>Care Assistant</td>
              </tr>
              <tr valign="top">
                <td>P9</td>
                <td>Female</td>
                <td>32</td>
                <td>4</td>
                <td>Care Assistant</td>
              </tr>
              <tr valign="top">
                <td>P10</td>
                <td>Female</td>
                <td>30</td>
                <td>3</td>
                <td>Care Assistant</td>
              </tr>
              <tr valign="top">
                <td>P11</td>
                <td>Male</td>
                <td>23</td>
                <td>3</td>
                <td>Care Assistant</td>
              </tr>
              <tr valign="top">
                <td>P12</td>
                <td>Female</td>
                <td>29</td>
                <td>2</td>
                <td>Care Assistant</td>
              </tr>
              <tr valign="top">
                <td>P13</td>
                <td>Male</td>
                <td>38</td>
                <td>7</td>
                <td>Nurse<sup>c</sup></td>
              </tr>
              <tr valign="top">
                <td>P14</td>
                <td>Female</td>
                <td>47</td>
                <td>1.5</td>
                <td>Nurse</td>
              </tr>
              <tr valign="top">
                <td>P15</td>
                <td>Female</td>
                <td>51</td>
                <td>1</td>
                <td>Nurse</td>
              </tr>
              <tr valign="top">
                <td>P16</td>
                <td>Male</td>
                <td>40</td>
                <td>8</td>
                <td>Nurse</td>
              </tr>
              <tr valign="top">
                <td>P17</td>
                <td>Female</td>
                <td>30</td>
                <td>1</td>
                <td>Nursing Assistant<sup>d</sup></td>
              </tr>
              <tr valign="top">
                <td>P18</td>
                <td>Male</td>
                <td>37</td>
                <td>5</td>
                <td>Medication Assistant<sup>e</sup></td>
              </tr>
              <tr valign="top">
                <td>P19</td>
                <td>Male</td>
                <td>35</td>
                <td>7</td>
                <td>Activity Assistant<sup>f</sup></td>
              </tr>
              <tr valign="top">
                <td>P20</td>
                <td>Female</td>
                <td>49</td>
                <td>8</td>
                <td>Administrator<sup>g</sup></td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table1fn1">
              <p><sup>a</sup>Case managers are health care professionals who help clients with health management, service coordination, and patient advocacy.</p>
            </fn>
            <fn id="table1fn2">
              <p><sup>b</sup>Care assistants, caregivers, or personal care aides are care professionals who provide a broad spectrum of services to those who need assistance with daily activities. Their duties include personal care, domestic care, and companionship.</p>
            </fn>
            <fn id="table1fn3">
              <p><sup>c</sup>Nurse is a health care professional who attends to patients’ biological, physical, and behavioral needs. In the United States, all nurses are required to complete formal training to obtain licenses and certifications.</p>
            </fn>
            <fn id="table1fn4">
              <p><sup>d</sup>Nurse assistants provide support in daily activities, health monitoring, and hygiene for clients. Different from nurses, nursing assistants are not always certified.</p>
            </fn>
            <fn id="table1fn5">
              <p><sup>e</sup>Medication assistant helps administer medications in a hospital or other care facility.</p>
            </fn>
            <fn id="table1fn6">
              <p><sup>f</sup>An activities assistant helps to plan events for socialization and enjoyment in a variety of settings.</p>
            </fn>
            <fn id="table1fn7">
              <p><sup>g</sup>Long-term care administrator plans, organizes, directs, and manages the operation and implements policies.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Data Collection</title>
        <p>An interview guide was developed to facilitate open-ended, semistructured interviews (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>). The guide consisted of several key topics, with the first few questions concerning participants' job titles and responsibilities, as well as their day-to-day work life. The latter part of the questions focused on participants’ perceptions of their residents’ technology use and experiences helping their residents with technology-related inquiries. This set of questions is followed by those concerning their use of technology. All interviews were conducted virtually using the videoconferencing software of the participants’ choice (eg, Zoom). Each session lasted up to 60 minutes, allowing for an in-depth discussion of their experiences. With participants’ consent, all interviews were audio-recorded and transcribed using transcription software. Each transcript was then carefully reviewed and manually corrected to ensure accuracy.</p>
      </sec>
      <sec>
        <title>Data Analysis</title>
        <p>We used a grounded theory approach to identify recurring patterns within our interview data [<xref ref-type="bibr" rid="ref47">47</xref>]. The process began with open coding, where transcripts were systematically examined to label key concepts related to care workers’ perspectives and experiences with tech support [<xref ref-type="bibr" rid="ref48">48</xref>]. We then conducted axial coding, organizing related concepts into broader categories, referred to as phenomena, such as recurring events, actions, or interactions that illustrate how care workers navigate their tech support roles. Lastly, we engaged in selective coding to synthesize the phenomena into a cohesive framework, capturing overarching themes and relationships within the data. This iterative approach continued until data saturation was achieved, ensuring a comprehensive understanding of participants’ experiences.</p>
      </sec>
      <sec>
        <title>Ethical Considerations</title>
        <p>The study received approval from the institutional review board (IRB) at Rutgers, The State University of New Jersey (IRB# Pro2021001731). At the beginning of each interview, participants were informed about the research procedure and their rights as participants, including the voluntary nature of participation and the right to withdraw at any time. All participants provided voluntary, informed, and written consent to participate in the study and had the interview audio recorded. All recordings were deleted upon transcription. The research team ensured that the transcripts contained no identifying information about the participants and that all data was stored on a passcode-protected drive accessible only to the research team. As a token of appreciation, participants received a US $20 e-gift card upon completing the interview.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Overview</title>
        <p>Through an analysis of participants’ experiences in providing care services to residents, three key themes emerged: (1) the current state of care workers’ daily responsibilities, (2) care workers’ perspectives on their engagement in technology support, and (3) challenges and labor demands associated with providing technology support. Since this study was conducted in an assisted living setting, we use the term “resident” to refer to the older adults served by the participants. This terminology also aligns with how participants commonly referred to those in their care.</p>
      </sec>
      <sec>
        <title>The Current State of Care Workers’ Daily Responsibilities</title>
        <sec>
          <title>Multifaceted Job Responsibilities</title>
          <p>At the beginning of each interview, participants were asked to describe their job titles, primary responsibilities, and a typical day at work. Despite variations in job titles, all participants reported being actively involved in providing a range of direct care services to residents, extending beyond the generally defined duties associated with each job title. Caregivers, for instance, described a wide array of duties addressing residents’ individual needs holistically, including assistance with meals, hygiene, medication, mobility, and companionship. Participants in medical-care-oriented positions, such as nurses and medication assistants, whose primary responsibilities involved medication administration, condition monitoring, and care plan development, also frequently assisted with personal care tasks, including hygiene and mobility support. Similarly, the administrator, despite primarily handling administrative duties, also engaged directly with residents and their families to ensure their needs were met. Across participants’ narratives, the extensive list of daily tasks highlighted the labor-intensive and multifaceted nature of their work.</p>
          <disp-quote>
            <p>I help in assisting condition management...administering medications...monitoring them, and ensuring that they carry out the proper exercises...I also help them with grooming and hygiene needs...household tasks like washing the dishes and cleaning up pots.</p>
            <attrib>Participant 6, caregiver</attrib>
          </disp-quote>
          <disp-quote>
            <p>Medication administration, insulin administration, doctor's visits...Assistance with transfers, ambulation, personal hygiene...On some occasions, nurses would help with showers if we had a shortage of nurses. I am in charge of a lot of responsibilities that change on a daily basis.</p>
            <attrib>Participant 14, nurse</attrib>
          </disp-quote>
          <p>There was a strong consensus among the participants that their primary goal was to provide responsive, individualized care tailored to residents’ needs. Consequently, their daily tasks were not rigidly defined but instead heavily shaped by evolving demands of those they cared for. The fluid nature of their work demanded flexibility and adaptability to provide timely and effective support, requiring them to juggle multiple responsibilities and roles. However, the continuous demands of addressing age-related frailty and the complexities of care sometimes led to experiences of burnout.</p>
          <disp-quote>
            <p>In the mornings, people usually call on the system for assistance if they need to. And then they start looking for things to do. We also accompany them if they want us to or if they need supervision. So, it's not like I have a specific role that you carry out every day. I have to switch and perform different roles.</p>
            <attrib>Participant 19, activities assistant</attrib>
          </disp-quote>
          <disp-quote>
            <p>My typical day at our facility was kind of hectic because I had a lot of roles to take on in the facility. That is the administration of medicine, and also daily monitoring and reporting of vital signs. These residents, most of them are old, so they get sick quite often. On a busy day, on average, my day was kind of tiresome because I had to do this work...it was always tough for me.</p>
            <attrib>Participant 13, nurse</attrib>
          </disp-quote>
          <p>Among all these responsibilities, technology support consistently emerged as a significant and recurring task, which we explore in detail in the next section.</p>
        </sec>
        <sec>
          <title>Tech Support as a Frequent Need of Residents</title>
          <p>When initially outlining their responsibilities, participants rarely mentioned providing technology support. However, upon deeper reflection on their daily interactions with residents, in the context of technology use, it became clear that technology is well-integrated into residents’ lives, but often at the condition of their ongoing assistance. Across the board, participants reported varying levels of digital technology use among residents in their facilities, and that many residents frequently relied on their assistance to use these technologies. The most used devices were residents’ personal smartphones and tablets, which they primarily used to access a range of mobile apps. Communication apps, such as WhatsApp, Facebook, and Skype, were frequently used to stay connected with family members and access social networks outside the facilities, as well as to stay informed about news. Additionally, some residents were observed using health and wellness applications, including those for fitness tracking and medication management. A smaller number of participants noted residents using gaming apps and streaming services, such as YouTube. Beyond personal devices, some facilities provided residents with access to shared technological resources, actively encouraging their use. For instance, one facility offered virtual reality equipment to enhance exercise routines, while another maintained a computer lab for residents’ personal use. In many cases, participants noted that residents, whether using personal or facility-provided technology, frequently sought their assistance when encountering difficulties or needing additional guidance.</p>
          <disp-quote>
            <p>They mostly use the apps and platforms I mentioned to reconnect with their family members back home. So, these are the most commonly used in the facility...Some use it on their own, while others seek assistance from me and other staff working in the facility.</p>
            <attrib>Participant 5, caregiver</attrib>
          </disp-quote>
          <disp-quote>
            <p>They like to make video calls with their family, like Skype, and use the laptop. Sometimes, we help them out with that. And there are VR fitness oculars that we sometimes use to engage them in physical activities. And they actually also require assistance with using them.</p>
            <attrib>Participant 12, primary caregiver</attrib>
          </disp-quote>
          <p>When explicitly prompted to reflect on the frequency of technology support, participants not only revealed the high occurrence of such tasks but also the high percentage of residents performing them. This suggests that providing technology support becomes an essential part of their daily duties, alongside their other caregiving responsibilities.</p>
          <disp-quote>
            <p>(Q: Do residents often ask for instructions on using these technologies? [referring to residents’ phones]) Yeah, most of the time, 80% of time I would say.</p>
            <attrib>Participant 18, medication assistant</attrib>
          </disp-quote>
          <disp-quote>
            <p>(Q: Do residents often ask for instructions [referring to the in-facility computer lab]?) Yeah, I'd say a big percentage of them. They ask for help whenever they need help and instructions.</p>
            <attrib>Participant 13, nurse</attrib>
          </disp-quote>
        </sec>
      </sec>
      <sec>
        <title>Care Workers’ Perspectives on Their Engagement in Technology Support</title>
        <sec>
          <title>Care Workers’ Degrees to Accepting a Technology Support Role</title>
          <p>As participants reflected more deeply on residents’ technology use and support needs, their narratives revealed varying attitudes toward the boundaries between providing tech support and their assigned job responsibilities. On the one hand, some participants viewed tech support work positively, embracing it as a natural extension of their duties. This perspective was often rooted in the belief that technology assistance represents an emerging and essential need among residents. Given that their responsibilities were already seen as multifaceted, they felt that addressing these needs naturally aligned with their role in providing comprehensive care.</p>
          <disp-quote>
            <p>(Q: Do residents help each other with technology?) No, they don’t. Because it’s the staff’s job to help them.</p>
            <attrib>Participant 8, care assistant</attrib>
          </disp-quote>
          <disp-quote>
            <p>When residents have difficulties with technology or ask for help, we were all more than happy to help with computers or cell phones...because it was something for them.</p>
            <attrib>Participant 14, nurse</attrib>
          </disp-quote>
          <p>In contrast, other participants perceived technology support as outside the scope of their assigned responsibilities. While not entirely opposed to assisting residents, they emphasized the challenges associated with incorporating an additional tech support role into their already multifaceted duties and demanding schedules. This burden was further exacerbated by staffing shortages in long-term care facilities. In response, some participants advocated for alternative solutions, such as hiring dedicated technology support professionals, assigning specific staff for tech-related tasks, or implementing resident training programs to promote digital independence and reduce reliance on care workers for technical assistance. These varying perspectives demonstrated the tensions between evolving care demands in the digital age and traditional understandings of caregiving.</p>
          <disp-quote>
            <p>Staff is busy. It’s not always feasible to help somebody. They have their own work to do.</p>
            <attrib>Participant 15, nurse</attrib>
          </disp-quote>
          <disp-quote>
            <p>Problems arise due to not having enough staff to show residents how to use it...I know a lot of facilities right now experience a lack of staff. Especially with using technology, I believe it needs to be professional, in some way.</p>
            <attrib>Participant 3, case manager</attrib>
          </disp-quote>
          <disp-quote>
            <p>It would be a nice development if all the facilities can give some kind of sensitization or training to residents on how to operate basic technologies themselves, other than leave the tasks solely to staff.</p>
            <attrib>Participant 4, caregiver</attrib>
          </disp-quote>
        </sec>
        <sec>
          <title>Dual Recognition of Technology as Essential and Independent Use as Unachievable</title>
          <p>Despite different opinions on whether technology support was a part of their core duties or not, all participants continued to assist residents with technology. This was driven, in part, by a shared acknowledgment that technology use is important to their residents and particularly beneficial in providing the familiar emotional support that participants were unable to offer. As identified by existing studies, one of the major challenges older adults residing in long-term care facilities face is experiences of loneliness and isolation due to reduced opportunities to interact with their families and neighbors [<xref ref-type="bibr" rid="ref49">49</xref>]. Participants’ narratives also echoed these findings, underlying the prevalence of this issue, particularly among those whose families did not visit regularly. In this case, ICTs served as the primary tool for maintaining residents’ communication with their social networks outside the facilities.</p>
          <disp-quote>
            <p>They seek out help regularly, because it's not something they can do without. They have to stay in touch with their loved ones, and they rely on technology to receive daily reminders about their medications.</p>
            <attrib>Participant 16, nurse</attrib>
          </disp-quote>
          <disp-quote>
            <p>A lot of families come in to visit, but some of them don't...Nowadays, Facebook and Skype is probably the best way since technology makes it much easier.</p>
            <attrib>Participant 15, nurse</attrib>
          </disp-quote>
          <disp-quote>
            <p>They would have a better quality of life if they can actively participate using technology to improve their memory and well-being, because technology has its minuses and pluses. But overall, it keeps people connected in such a disconnected world.</p>
            <attrib>Participant 2, case manager</attrib>
          </disp-quote>
          <p>Moreover, there was a collective acknowledgment among participants that the issue related to residents’ heavy reliance on care workers for tech support is inevitable. As revealed by participants, it is simply not possible for residents with heightened age-related physical and cognitive disabilities to use technologies independently. While their deep understanding and empathy for their residents are admirable, it is also crucial to attribute the root cause of this issue not to the inevitable age-related constraints, but to the flawed, existing technology systems that consistently overlook the accessibility needs of older adults [<xref ref-type="bibr" rid="ref50">50</xref>]. In one facility where a voice assistant was used, the participant demonstrated ongoing difficulties; as such, the device consistently failed to recognize and execute the commands of Spanish-speaking residents. She explicitly attributed her residents’ reliance on staff for tech support to the lack of inclusive technology design, highlighting how language barriers further complicated their ability to navigate digital tools independently.</p>
          <disp-quote>
            <p>I think it's normal for someone of their age or physical situation to sometimes require some assistance with the use of technology.</p>
            <attrib>Participant 12, caregiver</attrib>
          </disp-quote>
          <disp-quote>
            <p>Not everybody's able to do it due to memory issues...so we're always there to assist them.</p>
            <attrib>Participant 15, nurse</attrib>
          </disp-quote>
          <disp-quote>
            <p>It's very difficult for bilingual residents to use, because in our facility we have Spanish-speaking residents. They have accents and intonation when speaking English. It's very hard for voice assistants to pick up those particular commands from them. So, there are a lot of errors...Those are the reasons related to the interface of those particular technologies that pose difficulties for them...they seek out help regularly.</p>
            <attrib>Participant 16, nurse</attrib>
          </disp-quote>
        </sec>
        <sec>
          <title>Technology Support as a Rewarding Experience</title>
          <p>While perceptions toward the role boundaries between caregiving and technology support varied, there is a general acknowledgment that the experience of tech support could be rewarding. For instance, participants shared sentimental stories of helping residents reconnect with a long-lost family member through videoconference or experience the outside world through virtual reality devices. Furthermore, participants' kindness and efforts in providing technology support were reciprocated by residents’ gratitude and positive emotional feedback, allowing participants to have a sense of meaning and fulfillment in their work. By supporting residents with technology-related issues, participants also strengthened trust and fostered positive relationships, creating a more positive work environment.</p>
          <disp-quote>
            <p>They do appreciate my assistance with assisting them with their technology.</p>
            <attrib>Participant 4, caregiver</attrib>
          </disp-quote>
          <disp-quote>
            <p>By integrating them with necessary VR applications, we are able to take them back to their favorite places, like going on tours or climbing mountains...While such interventions can take hours...they responded positively. So it wasn't that stressful.</p>
            <attrib>Participant 16, nurse</attrib>
          </disp-quote>
          <disp-quote>
            <p>I was helping a resident establish a full connection to a podcast they were listening to. They needed assistance to get the full connection, and they were very happy...We are there to help all of them, so I am always available to help any resident who needs assistance.</p>
            <attrib>Participant 13, nurse</attrib>
          </disp-quote>
        </sec>
      </sec>
      <sec>
        <title>Challenges and Labor Demands Associated With Providing Technology Support</title>
        <sec>
          <title>The Repetitive Burden of Tech Support</title>
          <p>Although not all participants explicitly voiced complaints and concerns about the workload associated with providing tech support, a closer examination of their detailed experiences revealed that this role was both physically and emotionally demanding. When prompted to share their observations on the coping strategies residents used to deal with technology-related difficulties, only a few participants mentioned occasional instances of mutual support among residents. In most cases, participants identified that residents relied primarily on staff for assistance, positioning care workers as the first responders to residents’ tech-related requests with the expectation that they would be readily available whenever needed. The high volume and frequency of these demands further exacerbated their already labor-intensive primary responsibilities, contributing to burnout, as outlined in the first section.</p>
          <disp-quote>
            <p>I feel like their greatest strategy is the fact that they actually have the staff to rely on. So, whenever they have difficulties and all of that, they have the staff at their disposal to help them out.</p>
            <attrib>Participant 7, care assistant</attrib>
          </disp-quote>
          <disp-quote>
            <p>The only strategy they have is calling for help. So, when they aren’t understanding, you have them yelling your name, trying to call you. So sometimes you can have like five people calling you at the same time. It can be really draining and challenging.</p>
            <attrib>Participant 18, medication assistant</attrib>
          </disp-quote>
          <p>Moreover, the workload was further complicated by the repetitive nature of technology-related requests, which often involved recurring issues. As previously mentioned, residents required the most support with emerging digital technologies, particularly mobile apps on their phones and tablets. Modern apps often require users to navigate multistep interactions, manage various settings, and adapt to frequent updates to fully utilize their features. Consequently, assisting residents often involves step-by-step navigation and detailed instructions. However, the initial guidance efforts seldom led to meaningful learning or skill acquisition among residents, leading to repeated interventions for the same issues. As a result, tech support work often became a repetitive task, requiring significant patience, time, and emotional energy, which further strains participants’ already demanding roles.</p>
          <disp-quote>
            <p>You just try to open the apps, see the updates, and then just explain to them what the problem is and show them how they’ll go about it. Then the next time they are in the same situation.</p>
            <attrib>Participant 19, care assistant</attrib>
          </disp-quote>
          <disp-quote>
            <p>Initially, he was unsure of how to use it (an app that tracks residents’ movement). I explained that when he wakes up, he needs to open the app, place the phone either on his body or hold it in his hand...He didn't fully understand on the first day, so I had to repeat the instructions multiple times.</p>
            <attrib>Participant 9, care assistant</attrib>
          </disp-quote>
        </sec>
        <sec>
          <title>Additional Responsibilities Associated With a Tech Support Role</title>
          <p>In addition to the taxing and multifaceted nature of juggling multiple roles and responsibilities, their experiences also revealed that “tech support” encompasses far more than simply addressing technical difficulties. Instead, it often required participants to take on multiple responsibilities, often involving complex coordination tasks. Many participants found themselves acting as coordinators, facilitating communications between residents and third parties, such as families and medical providers. These coordinating tasks included setting up the devices, coordinating schedules with various external parties, and even securing permissions for communication when needed. These responsibilities were particularly pronounced for participants assisting residents experiencing cognitive impairments.</p>
          <disp-quote>
            <p>I always double-check with the family if it’s okay to [call] or no, because you don’t know what they’re gonna open up and you know viruses and everything else on the internet.</p>
            <attrib>Participant 15, nurse</attrib>
          </disp-quote>
          <disp-quote>
            <p>We tend to help them do that because some of them don't get to have their telephones with them. So, we tend to call their families for them on a weekly basis or, in special cases, like the woman (with dementia and only remember her child at times) that wanted to see her child at the time. So, we tend to communicate to the families for them.</p>
            <attrib>Participant 10, care assistant</attrib>
          </disp-quote>
          <p>Several facilities that offered communal technology resources and devices for residents actively promoted their use to enhance residents’ health and social engagement. However, these technologies were rarely used by residents without assistance from participants. In facilities where these technology resources were more established, there were formal guidelines regulating residents’ use of technology. Participants’ narratives suggest that such regulation stems from the facility’s concern about potential damage to the high-cost devices. As a result, participants were directly assigned supervisory responsibilities by their employers to ensure the proper functioning, maintenance, and safe use of these devices. Additionally, while the purpose of technologies such as medicine dispensaries is to facilitate residents’ disease self-management, their lack of technology proficiency also led to heightened concerns among participants about the potential health hazards resulting from technology misuse. Consequently, participants voluntarily took on supervisory roles to monitor residents’ technology use.</p>
          <disp-quote>
            <p>In our facility, we have rules because if residents are allowed to use this technology on their own, they may mess things up. So, we guide them to ensure maximum utilization of the technology.</p>
            <attrib>Participant 13, nurse</attrib>
          </disp-quote>
          <disp-quote>
            <p>This digital medication dispenser, there was a day a resident who is on medication forgot to take her medication. So, she was having doubts since she had missed a dose...I just had to monitor her to ensure that she made use of the dispenser in my presence.</p>
            <attrib>Participant 20, administrator</attrib>
          </disp-quote>
          <p>Moreover, intertwined with their coordination role, participants often had to advocate for technology use among residents who avoided it for various reasons, particularly in facilities with communal technology resources. Aligning with prior research on older adults’ reduced interest in technology adoption [<xref ref-type="bibr" rid="ref11">11</xref>], participants observed varying degrees of technology hesitation, especially among the oldest residents. Despite well-intentioned efforts to introduce mobile apps and other emerging technologies to enhance residents’ health and social well-being, these efforts were sometimes met with dismissiveness or resistance. Encouraging reluctant residents to engage with technology required patience, empathy, and careful navigation of their moods to foster a supportive and encouraging environment.</p>
          <disp-quote>
            <p>Most of them are a bit older than I think, and for them to embrace the technology, they need so much convincing.</p>
            <attrib>Participant 19, activity assistant</attrib>
          </disp-quote>
          <disp-quote>
            <p>I had an encounter with one of the residents who was basically not in the mood because...she didn't want to actually use the app...I tried to convince her that it would be beneficial for her to try it.</p>
            <attrib>Participant 7, care assistant</attrib>
          </disp-quote>
        </sec>
        <sec>
          <title>Emotional Dimension of Tech Support</title>
          <p>Navigating technology later in life without prior exposure to digital learning experience can be emotionally challenging [<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref52">52</xref>], particularly for older adults who wish to use technology but struggle to do so. Participants found these difficulties often triggered a range of negative emotions among residents, including frustrations, confusion, and mood swings, which created challenges in their daily work. As a result, participants were responsible not only for addressing technical problems but also for managing residents’ emotional responses while using technologies. To de-escalate these situations, participants used various strategies, such as providing encouragement, offering empathetic guidance, and maintaining patient and supportive communication.</p>
          <disp-quote>
            <p>What I've observed is that it's become difficult for some of them; they get depressed, or they feel less motivated because they are trying to access these technological platforms, but it's hard for them. Whenever I find them in these kinds of situations where they feel down or their mood is low, I initiate interactive conversations and some fun activities.</p>
            <attrib>Participant 5, caregiver</attrib>
          </disp-quote>
          <disp-quote>
            <p>They start with panic because something they really need is not working...So the interaction usually begins in a panic mode. After interacting with them, I assured them that we will take care of it and fix the issue as soon as possible. Then they calm down.</p>
            <attrib>Participant 6, caregiver</attrib>
          </disp-quote>
          <p>Defensiveness was a particularly common emotional response among residents who highly valued their independence and believed they possessed sufficient knowledge. This often manifested as stubbornness or a reluctance to seek help. While frequent tech support requests could overwhelm participants’ already strained schedules, residents’ intentional avoidance of seeking help posed a different challenge. This was especially true for those managing communal technological devices, as they often had to resolve issues caused by residents’ mishandling. To manage these situations, participants adopted proactive and sensitive approaches when offering assistance, ensuring that residents felt their independence was respected while still receiving the support they needed.</p>
          <disp-quote>
            <p>Some of these residents are stubborn...because they think they know, but they don't know. That's why it's important for them to seek help. Some of them are actually stubborn because they always assume they know things, but whenever they're trying to apply, they always mess up.</p>
            <attrib>Participant 13, nurse</attrib>
          </disp-quote>
          <disp-quote>
            <p>Most of the time when they come around...“I need assistance with this. I need to check this, I need to check that, and can you please help?”...If it's someone who couldn't act fast or you know that this person needs assistance, you just ask the person, Can I help you? Can I help you to do this?</p>
            <attrib>Participant 11, care assistant</attrib>
          </disp-quote>
          <p>In turn, managing residents’ emotions negatively impacted participants' own emotional well-being and can be mentally draining [<xref ref-type="bibr" rid="ref53">53</xref>]. Yet, their emotional labor often goes unrecognized by their employers and even by the participants themselves, overshadowed by the deep emotional bonds they share with residents [<xref ref-type="bibr" rid="ref54">54</xref>]. Correspondingly, in this study, while participants did not explicitly describe technology support work as emotionally burdensome, the constant need to navigate residents’ frustrations with patience and sensitivity, alongside physical tasks, suggested that such work takes an emotional toll. Participants’ narratives made it clear that to provide effective and satisfying technology support, they frequently needed to regulate their own emotions, even in the face of challenging behaviors.</p>
          <disp-quote>
            <p>One of the most important things in working in assisted living is that you have to always be calm, even when you are not pleased with some behaviors of the residents; you have to be the one who has to be calm.</p>
            <attrib>Participant 7, care assistant</attrib>
          </disp-quote>
        </sec>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Overview</title>
        <p>Recent studies on technology use in long-term care facilities revealed the frequent need for care workers to provide technology assistance [<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref22">22</xref>]. Nevertheless, research examining care workers’ experiences with tech support remains limited. This underscores the need for a deeper understanding of their evolving role in the digital age. This study specifically focuses on the perspectives and experiences of care workers in assisting residents with technology in assisted living settings. In what follows, we discuss implications for better recognizing, supporting, and including care workers in the integration of technology in long-term care.</p>
      </sec>
      <sec>
        <title>Increase Recognition of Labor Associated With a Tech Support Role</title>
        <p>Our findings highlight that caregivers’ technology support extends beyond assisting with devices, encompassing various roles and tasks generated by one seemingly singular tech support role. Echoing existing studies [<xref ref-type="bibr" rid="ref21">21</xref>], tech support often leads to various coordination activities involving external parties, such as residents’ families and health providers. Additionally, our studies uniquely highlight the supervisory responsibilities associated with maintaining and ensuring the safe use of technology devices in care facilities. This burden is particularly pronounced among participants in facilities that implement on-site technological solutions, contributing to workplace stress. As participants indicated, the potential damage to high-cost in-facility devices or residents’ misuse of technology can be perceived as a failure in their professional practice. Such pressure, in turn, can compel them to take on even more supervisory and support tasks to mitigate risks, ultimately creating a relentless cycle of labor. As vulnerable workers, even minor perceived failures can overshadow their significant daily contributions, highlighting the urgent need for greater recognition of their labor input.</p>
        <p>This study also highlights the emotionally challenging nature of tech support in caregiving. Research increasingly acknowledges the emotional labor inherent in caregiving, defined as the regulation of one’s emotions to align with expected professional expressions, even when they conflict with personal feelings [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref53">53</xref>]. Consistent with prior studies [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref51">51</xref>], our participants described how older adults’ struggles with technology often trigger frustration, confusion, and emotional outbursts. Consequently, caregivers frequently become the direct target of these frustrations, absorbing residents’ emotional distress while striving to offer patient and compassionate support.</p>
        <p>Despite being an integral part of resident care, these additional layers of labor associated with a tech support role remain largely unrecognized. Job descriptions and verbal accounts of caregiving roles often fail to acknowledge the full extent of tech support responsibilities. As previous research noted, care workers’ dedication to their professional identity should not justify the normalization of excessive labor [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref29">29</xref>]. The continued lack of recognition perpetuates the devaluation of caregiving work [<xref ref-type="bibr" rid="ref28">28</xref>]. Therefore, given the rapid digitalization of the care sector, this study emphasizes the need for ongoing research and policy interventions to recognize the physical and emotional investments made by care workers in providing tech support and how these responsibilities contribute to their already demanding workloads. Additionally, employers must implement stronger support systems, such as on-site mental health services and training, and recognize this labor through improved compensation and workplace policies.</p>
      </sec>
      <sec>
        <title>Technology Use, Design, and Implementation in Long-Term Care Needs Ongoing Careful Evaluation</title>
        <p>We found a wide range of technologies are used in assisted living, including residents' personal devices and assistive technologies provided by the facilities. Participants also expressed an overall positive attitude toward residents' use of technology and their willingness to offer support. This willingness stemmed not only from residents’ requests but also from participants’ genuine belief that technology enhances the quality of life for residents. These findings align with the broader discourse and research on technology in long-term care, where its potential to improve the social and physical well-being of older adults has been widely acknowledged [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref7">7</xref>].</p>
        <p>By highlighting how technological innovations introduce new responsibilities for care workers, this study calls for a more nuanced perspective in the ongoing discourse and research on the use of technology and caregiving in long-term care. While technologies can enhance service delivery, support aging independence, and assist care workers, their successful implementation should not be discussed in isolation from the labor of care workers. Too often, the discussions around technology in long-term care focus on the potential for automation to replace routine aspects of caregiving, which risks further devaluing care work [<xref ref-type="bibr" rid="ref55">55</xref>]. Yet, as this study and others have shown [<xref ref-type="bibr" rid="ref21">21</xref>], the success of residents’ technology use and the implementation of new devices in facilities remain heavily dependent on the support of care workers. Future studies should evaluate the effectiveness of technology use in long-term care by centering care workers’ perspectives on both the benefits and shortcomings these innovations introduce.</p>
        <p>Moreover, the significant challenges older residents experienced when using these devices and their reliance on others for support, as identified by participants, highlight the persistent digital divide and the lack of age-inclusive design thinking in current technology systems [<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref56">56</xref>]. While some may argue that such challenges are unique to the current cohort of older adults, who may have had limited opportunities to engage with technology earlier in life, other challenges, particularly those associated with age-related health conditions such as cognitive impairment, will remain relevant going forward. These findings further demonstrate the lack of inclusivity in existing technology design and the urgent need for improvement.</p>
        <p>Existing studies on the technology use of older adults have advocated for a user-centered approach, emphasizing the importance of involving older adults in the design process [<xref ref-type="bibr" rid="ref57">57</xref>-<xref ref-type="bibr" rid="ref59">59</xref>]. Building on this, our study recommends the inclusion of care workers in technology design to integrate their expertise and acknowledge their central role in supporting older adults. By involving care workers, we can create more inclusive and practical care-based technologies that address the challenges faced by both older adults and their caregivers. Moreover, this collaborative approach ensures that technological advancements do not come at the expense of frontline care workers, reinforcing the need to value their labor rather than further marginalizing it.</p>
      </sec>
      <sec>
        <title>Amplify Care Workers’ Agency in Defining and Navigating the Work Boundaries</title>
        <p>Consistent with previous research [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref60">60</xref>], this study demonstrates that care workers’ job roles are often ambiguously defined and shaped by the evolving needs of residents. Then, the added responsibility of providing tech support further complicated their work [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]. While some participants attempted to distinguish their caregiving duties from tech support, their ongoing assistance with residents’ technology needs blurred these boundaries over time. This role expansion, driven by their dedication to resident well-being, contributed to an increased workload and emotional exhaustion, aligning with prior research that links caregiving to burnout [<xref ref-type="bibr" rid="ref61">61</xref>].</p>
        <p>However, given the dynamic nature of person-centered care in assisted living, rigidly defining caregiving responsibilities may not be the most effective approach. Indeed, a degree of flexibility is beneficial, as it allows care workers to respond adaptively to residents’ needs while reducing workplace strain [<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref61">61</xref>]. Therefore, rather than imposing strict role definitions, we emphasize the importance of empowering care workers to define their own work boundaries within a supportive environment [<xref ref-type="bibr" rid="ref60">60</xref>]. In practice, encouraging open discussions with peers and supervisors will help establish and adjust these boundaries as needed. Lastly, we recommend that employers acknowledge the additional labor associated with less-recognized tasks, such as tech support, and create spaces for care workers to reflect on these responsibilities. Practical steps include offering paid workshops, professional development opportunities, and structured communication channels to foster collaboration and ensure that care workers feel supported in balancing their evolving responsibilities while maintaining their well-being.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>Our findings must be considered in light of several limitations. First, our sample consisted mainly of younger care workers who did not report experiencing tech-related difficulties while assisting residents. Given that the US caretaking workforce is aging, with a median age of 47 years [<xref ref-type="bibr" rid="ref62">62</xref>], future research should examine how age-related factors influence care workers’ ability to provide tech support. Second, although we did not find differences in experiences across job titles, this may be because our analysis primarily focused on general care-support tasks that remain consistent across caregiving roles. Moreover, the small sample size within each job category might have limited the feasibility of comparative analysis. Future studies should include a larger sample to explore potential variations in experiences across different caregiving positions. Third, all participants were based in the United States, meaning the findings primarily reflect Western perspectives. Cross-cultural comparisons can provide a more comprehensive understanding of how care workers use technology support. Fourth, the study relied on self-reported experiences, which may be subject to bias. Participants might have underreported difficulties or overemphasized their ability to provide tech support, potentially skewing the findings. Future research could incorporate diverse methods to capture a more objective understanding of the challenges faced by care workers.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>Given the rise in technology adoption among older adults and in long-term residential facilities, this study explored the perspectives and experiences of care workers in providing technology support to residents. We identified the nuanced physical and emotional labor involved in technology support, which has become a core yet often unrecognized aspect of caregiving. Additionally, the varying perspectives of care workers on their technology support roles highlight ongoing tensions in work expectations within long-term care. Based on these findings, we advocate for greater recognition of care workers’ efforts through recommendations for further research, improved workplace policies, and enhanced program design in long-term care.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>Semistructured interview guide.</p>
        <media xlink:href="aging_v9i1e80272_app1.docx" xlink:title="DOCX File , 2855 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">ICT</term>
          <def>
            <p>information and communication technology</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">IRB</term>
          <def>
            <p>institutional review board</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">mHealth</term>
          <def>
            <p>mobile health</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>The research would not have been possible without our participants’ contributions. We deeply appreciate the time they took to talk with us and their valuable insights and perspectives.</p>
    </ack>
    <notes>
      <title>Data Availability</title>
      <p>Data will be made available on reasonable request.</p>
    </notes>
    <notes>
      <title>Funding</title>
      <p>No external financial support or grants were received from any public, commercial, or not-for-profit entities for the research, authorship, or publication of this article.</p>
    </notes>
    <fn-group>
      <fn fn-type="con">
        <p>YW led the data analysis and manuscript writing and editing, and assisted with project administration. NR led the data collection and assisted with data analysis. SK oversaw the overall project administration, assisted with data analysis, and participated in manuscript writing and editing.</p>
      </fn>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
    <ref-list>
      <ref id="ref1">
        <label>1</label>
        <nlm-citation citation-type="web">
          <article-title>Long-term care facilities: assisted living, nursing homes, and other residential care</article-title>
          <source>National Institute on Aging</source>
          <year>2023</year>
          <month>10</month>
          <day>12</day>
          <access-date>2026-02-04</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.nia.nih.gov/health/assisted-living-and-nursing-homes/long-term-care-facilities-assisted-living-nursing-homes">https://www.nia.nih.gov/health/assisted-living-and-nursing-homes/long-term-care-facilities-assisted-living-nursing-homes</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref2">
        <label>2</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Trinkoff</surname>
              <given-names>AM</given-names>
            </name>
            <name name-style="western">
              <surname>Yoon</surname>
              <given-names>JM</given-names>
            </name>
            <name name-style="western">
              <surname>Storr</surname>
              <given-names>CL</given-names>
            </name>
            <name name-style="western">
              <surname>Lerner</surname>
              <given-names>NB</given-names>
            </name>
            <name name-style="western">
              <surname>Yang</surname>
              <given-names>BK</given-names>
            </name>
            <name name-style="western">
              <surname>Han</surname>
              <given-names>K</given-names>
            </name>
          </person-group>
          <article-title>Comparing residential long-term care regulations between nursing homes and assisted living facilities</article-title>
          <source>Nurs Outlook</source>
          <year>2020</year>
          <volume>68</volume>
          <issue>1</issue>
          <fpage>114</fpage>
          <lpage>122</lpage>
          <pub-id pub-id-type="doi">10.1016/j.outlook.2019.06.015</pub-id>
          <pub-id pub-id-type="medline">31427078</pub-id>
          <pub-id pub-id-type="pii">S0029-6554(18)30441-X</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref3">
        <label>3</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Grabowski</surname>
              <given-names>DC</given-names>
            </name>
            <name name-style="western">
              <surname>Stevenson</surname>
              <given-names>DG</given-names>
            </name>
            <name name-style="western">
              <surname>Cornell</surname>
              <given-names>PY</given-names>
            </name>
          </person-group>
          <article-title>Assisted living expansion and the market for nursing home care</article-title>
          <source>Health Serv Res</source>
          <year>2012</year>
          <volume>47</volume>
          <issue>6</issue>
          <fpage>2296</fpage>
          <lpage>2315</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/22578039"/>
          </comment>
          <pub-id pub-id-type="doi">10.1111/j.1475-6773.2012.01425.x</pub-id>
          <pub-id pub-id-type="medline">22578039</pub-id>
          <pub-id pub-id-type="pmcid">PMC3523376</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref4">
        <label>4</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Heiks</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Sabine</surname>
              <given-names>N</given-names>
            </name>
          </person-group>
          <article-title>Long term care and skilled nursing facilities</article-title>
          <source>Dela J Public Health</source>
          <year>2022</year>
          <volume>8</volume>
          <issue>5</issue>
          <fpage>144</fpage>
          <lpage>149</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/36751604"/>
          </comment>
          <pub-id pub-id-type="doi">10.32481/djph.2022.12.032</pub-id>
          <pub-id pub-id-type="medline">36751604</pub-id>
          <pub-id pub-id-type="pii">djph-85-032</pub-id>
          <pub-id pub-id-type="pmcid">PMC9894029</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref5">
        <label>5</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Wang</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Bolling</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Mao</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Reichstadt</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Jeste</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Kim</surname>
              <given-names>HC</given-names>
            </name>
            <name name-style="western">
              <surname>Nebeker</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>Technology to support aging in place: older adults' perspectives</article-title>
          <source>Healthcare (Basel)</source>
          <year>2019</year>
          <volume>7</volume>
          <issue>2</issue>
          <fpage>60</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.mdpi.com/resolver?pii=healthcare7020060"/>
          </comment>
          <pub-id pub-id-type="doi">10.3390/healthcare7020060</pub-id>
          <pub-id pub-id-type="medline">30974780</pub-id>
          <pub-id pub-id-type="pii">healthcare7020060</pub-id>
          <pub-id pub-id-type="pmcid">PMC6627975</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref6">
        <label>6</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Wang</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Carroll</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Peck</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Myneni</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Gong</surname>
              <given-names>Y</given-names>
            </name>
          </person-group>
          <article-title>Mobile and wearable technology needs for aging in place: perspectives from older adults and their caregivers and providers</article-title>
          <source>Stud Health Technol Inform</source>
          <year>2016</year>
          <volume>225</volume>
          <fpage>486</fpage>
          <lpage>490</lpage>
          <pub-id pub-id-type="doi">10.3233/978-1-61499-658-3-486</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref7">
        <label>7</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Lemaire</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Humbert</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Sueur</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Racin</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>Use of digital technologies to maintain older adults' social ties during visitation restrictions in long-term care facilities: scoping review</article-title>
          <source>JMIR Aging</source>
          <year>2023</year>
          <volume>6</volume>
          <fpage>e38593</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://aging.jmir.org/2023//e38593/"/>
          </comment>
          <pub-id pub-id-type="doi">10.2196/38593</pub-id>
          <pub-id pub-id-type="medline">36599164</pub-id>
          <pub-id pub-id-type="pii">v6i1e38593</pub-id>
          <pub-id pub-id-type="pmcid">PMC9924058</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref8">
        <label>8</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Sun</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Chen</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Ji</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Li</surname>
              <given-names>X</given-names>
            </name>
          </person-group>
          <article-title>Wearable technologies for health promotion and disease prevention in older adults: systematic scoping review and evidence map</article-title>
          <source>J Med Internet Res</source>
          <year>2025</year>
          <volume>27</volume>
          <fpage>e69077</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.jmir.org/2025//e69077/"/>
          </comment>
          <pub-id pub-id-type="doi">10.2196/69077</pub-id>
          <pub-id pub-id-type="medline">40553512</pub-id>
          <pub-id pub-id-type="pii">v27i1e69077</pub-id>
          <pub-id pub-id-type="pmcid">PMC12238792</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref9">
        <label>9</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Chapman</surname>
              <given-names>SA</given-names>
            </name>
            <name name-style="western">
              <surname>Miller</surname>
              <given-names>JR</given-names>
            </name>
            <name name-style="western">
              <surname>Spetz</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Emerging health technologies in long-term care and suppliers' views on their potential to assist and support the workforce</article-title>
          <source>Med Care Res Rev</source>
          <year>2023</year>
          <volume>80</volume>
          <issue>6</issue>
          <fpage>619</fpage>
          <lpage>630</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://journals.sagepub.com/doi/10.1177/10775587231190127?url_ver=Z39.88-2003&#38;rfr_id=ori:rid:crossref.org&#38;rfr_dat=cr_pub  0pubmed"/>
          </comment>
          <pub-id pub-id-type="doi">10.1177/10775587231190127</pub-id>
          <pub-id pub-id-type="medline">37534450</pub-id>
          <pub-id pub-id-type="pmcid">PMC10637095</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref10">
        <label>10</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>van Deursen</surname>
              <given-names>AJ</given-names>
            </name>
          </person-group>
          <article-title>Digital inequality during a pandemic: quantitative study of differences in COVID-19-related internet uses and outcomes among the general population</article-title>
          <source>J Med Internet Res</source>
          <year>2020</year>
          <volume>22</volume>
          <issue>8</issue>
          <fpage>e20073</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.jmir.org/2020/8/e20073/"/>
          </comment>
          <pub-id pub-id-type="doi">10.2196/20073</pub-id>
          <pub-id pub-id-type="medline">32750005</pub-id>
          <pub-id pub-id-type="pii">v22i8e20073</pub-id>
          <pub-id pub-id-type="pmcid">PMC7446757</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref11">
        <label>11</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Francis</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Ball</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Kadylak</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Cotten</surname>
              <given-names>SR</given-names>
            </name>
          </person-group>
          <person-group person-group-type="editor">
            <name name-style="western">
              <surname>Neves</surname>
              <given-names>BB</given-names>
            </name>
            <name name-style="western">
              <surname>Vetere</surname>
              <given-names>F</given-names>
            </name>
          </person-group>
          <article-title>Aging in the digital age: conceptualizing technology adoption and digital inequalities</article-title>
          <source>Ageing and Digital Technology: Designing and Evaluating Emerging Technologies for Older Adults</source>
          <year>2019</year>
          <publisher-loc>Singapore</publisher-loc>
          <publisher-name>Springer</publisher-name>
          <fpage>35</fpage>
          <lpage>49</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref12">
        <label>12</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Faverio</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Share of those 65 and older who are tech users has grown in the past decade</article-title>
          <source>Pew Research Center</source>
          <year>2022</year>
          <month>1</month>
          <day>13</day>
          <access-date>2026-02-04</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.pewresearch.org/short-reads/2022/01/13/share-of-those-65-and-older-who-are-tech-users-has-grown-in-the-past-decade/">https://www.pewresearch.org/short-reads/2022/01/13/share-of-those-65-and-older-who-are-tech-users-has-grown-in-the-past-decade/</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref13">
        <label>13</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Xu</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Lam</surname>
              <given-names>YY</given-names>
            </name>
            <name name-style="western">
              <surname>Ng</surname>
              <given-names>DTK</given-names>
            </name>
            <name name-style="western">
              <surname>Peng</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Suen</surname>
              <given-names>WL</given-names>
            </name>
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>CSY</given-names>
            </name>
            <name name-style="western">
              <surname>Chu</surname>
              <given-names>SKW</given-names>
            </name>
          </person-group>
          <article-title>Digital literacy education for older adults: a scoping review</article-title>
          <source>Proc Assoc Inf Sci Technol</source>
          <year>2024</year>
          <volume>61</volume>
          <issue>1</issue>
          <fpage>691</fpage>
          <lpage>696</lpage>
          <pub-id pub-id-type="doi">10.1002/pra2.1081</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref14">
        <label>14</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Garcia Reyes</surname>
              <given-names>EP</given-names>
            </name>
            <name name-style="western">
              <surname>Kelly</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Buchanan</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Waycott</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Understanding older adults' experiences with technologies for health self-management: interview study</article-title>
          <source>JMIR Aging</source>
          <year>2023</year>
          <volume>6</volume>
          <fpage>e43197</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://aging.jmir.org/2023//e43197/"/>
          </comment>
          <pub-id pub-id-type="doi">10.2196/43197</pub-id>
          <pub-id pub-id-type="medline">36943333</pub-id>
          <pub-id pub-id-type="pii">v6i1e43197</pub-id>
          <pub-id pub-id-type="pmcid">PMC10131633</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref15">
        <label>15</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Quan‐Haase</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Ho</surname>
              <given-names>D</given-names>
            </name>
          </person-group>
          <article-title>Online privacy concerns and privacy protection strategies among older adults in East York, Canada</article-title>
          <source>J Assoc Inf Sci Technol</source>
          <year>2020</year>
          <volume>71</volume>
          <issue>9</issue>
          <fpage>1089</fpage>
          <lpage>1102</lpage>
          <pub-id pub-id-type="doi">10.1002/asi.24364</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref16">
        <label>16</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Ory</surname>
              <given-names>MG</given-names>
            </name>
            <name name-style="western">
              <surname>Vollmer Dahlke</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Smith</surname>
              <given-names>ML</given-names>
            </name>
          </person-group>
          <article-title>Technology use among older adults and their caregivers: cross-sectional survey study</article-title>
          <source>JMIR Aging</source>
          <year>2024</year>
          <volume>7</volume>
          <fpage>e50759</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://aging.jmir.org/2024//e50759/"/>
          </comment>
          <pub-id pub-id-type="doi">10.2196/50759</pub-id>
          <pub-id pub-id-type="medline">38717339</pub-id>
          <pub-id pub-id-type="pii">v7i1e50759</pub-id>
          <pub-id pub-id-type="pmcid">PMC11084119</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref17">
        <label>17</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Finkelstein</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Wu</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Brennan-Ing</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Older adults' experiences with using information and communication technology and tech support services in New York City: findings and recommendations for post-pandemic digital pedagogy for older adults</article-title>
          <source>Front Psychol</source>
          <year>2023</year>
          <volume>14</volume>
          <fpage>1129512</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/37138998"/>
          </comment>
          <pub-id pub-id-type="doi">10.3389/fpsyg.2023.1129512</pub-id>
          <pub-id pub-id-type="medline">37138998</pub-id>
          <pub-id pub-id-type="pmcid">PMC10150999</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref18">
        <label>18</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hunsaker</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Nguyen</surname>
              <given-names>MH</given-names>
            </name>
            <name name-style="western">
              <surname>Fuchs</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Djukaric</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Hugentobler</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Hargittai</surname>
              <given-names>E</given-names>
            </name>
          </person-group>
          <article-title>“He explained it to me and I also did it myself”: how older adults get support with their technology uses</article-title>
          <source>Socius</source>
          <year>2019</year>
          <volume>5</volume>
          <pub-id pub-id-type="doi">10.1177/2378023119887866</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref19">
        <label>19</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Kelly</surname>
              <given-names>RM</given-names>
            </name>
            <name name-style="western">
              <surname>Xing</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Baker</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Waycott</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>"More than just holding the iPad": family members' perspectives on the work of video calling in aged care</article-title>
          <source>Proc ACM Hum Comput Interact</source>
          <year>2024</year>
          <volume>8</volume>
          <issue>CSCW2</issue>
          <fpage>1</fpage>
          <lpage>26</lpage>
          <pub-id pub-id-type="doi">10.1145/3687007</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref20">
        <label>20</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Scales</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Lepore</surname>
              <given-names>MJ</given-names>
            </name>
          </person-group>
          <article-title>Always essential: valuing direct care workers in long-term care</article-title>
          <source>Public Policy Aging Rep</source>
          <year>2020</year>
          <volume>30</volume>
          <issue>4</issue>
          <fpage>173</fpage>
          <lpage>177</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/38626233"/>
          </comment>
          <pub-id pub-id-type="doi">10.1093/ppar/praa022</pub-id>
          <pub-id pub-id-type="medline">38626233</pub-id>
          <pub-id pub-id-type="pii">praa022</pub-id>
          <pub-id pub-id-type="pmcid">PMC7499724</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref21">
        <label>21</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Chew</surname>
              <given-names>HJ</given-names>
            </name>
            <name name-style="western">
              <surname>Freeman</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Jackson</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Hemingway</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Klassen-Ross</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Martin-Khan</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Banner</surname>
              <given-names>D</given-names>
            </name>
          </person-group>
          <article-title>Technology use in long-term care during the COVID-19 pandemic: a qualitative study of paid employees' experiences in Western Canada</article-title>
          <source>Digit Health</source>
          <year>2024</year>
          <volume>10</volume>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://journals.sagepub.com/doi/10.1177/20552076241303195?url_ver=Z39.88-2003&#38;rfr_id=ori:rid:crossref.org&#38;rfr_dat=cr_pub  0pubmed"/>
          </comment>
          <pub-id pub-id-type="doi">10.1177/20552076241303195</pub-id>
          <pub-id pub-id-type="medline">39711747</pub-id>
          <pub-id pub-id-type="pmcid">PMC11662313</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref22">
        <label>22</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hardy</surname>
              <given-names>MS</given-names>
            </name>
            <name name-style="western">
              <surname>Fanaki</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Savoie</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Wilchesky</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Gagnon</surname>
              <given-names>MP</given-names>
            </name>
            <name name-style="western">
              <surname>Laberge</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Couture</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Côté</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Dallaire</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Voyer</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Gallani</surname>
              <given-names>MC</given-names>
            </name>
            <name name-style="western">
              <surname>Dallaire</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Gagnon</surname>
              <given-names>É</given-names>
            </name>
          </person-group>
          <article-title>Long-term care staffs' experience in facilitating the use of videoconferencing by cognitively impaired long-term care residents during the COVID-19 pandemic: a mixed-methods study</article-title>
          <source>BMC Health Serv Res</source>
          <year>2024</year>
          <volume>24</volume>
          <issue>1</issue>
          <fpage>646</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://bmchealthservres.biomedcentral.com/articles/10.1186/s12913-024-11095-9"/>
          </comment>
          <pub-id pub-id-type="doi">10.1186/s12913-024-11095-9</pub-id>
          <pub-id pub-id-type="medline">38769512</pub-id>
          <pub-id pub-id-type="pmcid">PMC11106931</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref23">
        <label>23</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Ming</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Kuo</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Go</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Tseng</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Kallas</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Vashistha</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Sterling</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Dell</surname>
              <given-names>N</given-names>
            </name>
          </person-group>
          <article-title>"I go beyond and beyond": examining the invisible work of home health aides</article-title>
          <source>Proc ACM Hum Comput Interact</source>
          <year>2023</year>
          <volume>7</volume>
          <issue>CSCW1</issue>
          <fpage>1</fpage>
          <lpage>21</lpage>
          <pub-id pub-id-type="doi">10.1145/3579492</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref24">
        <label>24</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Shaw</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Masood</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Neufeld</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Connelly</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Stanley</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Guitar</surname>
              <given-names>NA</given-names>
            </name>
            <name name-style="western">
              <surname>Garnett</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Nikkhou</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Work disparities and the health of nurses in long-term care: a scoping review</article-title>
          <source>Healthcare (Basel)</source>
          <year>2024</year>
          <volume>12</volume>
          <issue>20</issue>
          <fpage>2065</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.mdpi.com/resolver?pii=healthcare12202065"/>
          </comment>
          <pub-id pub-id-type="doi">10.3390/healthcare12202065</pub-id>
          <pub-id pub-id-type="medline">39451482</pub-id>
          <pub-id pub-id-type="pii">healthcare12202065</pub-id>
          <pub-id pub-id-type="pmcid">PMC11508128</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref25">
        <label>25</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Harris-Kojetin</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Sengupta</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Park-Lee</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Valverde</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Caffrey</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Rome</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Lendon</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <source>Long-Term Care Providers and Services Users in the United States: Data From the National Study of Long-Term Care Providers, 2013–2014 [Vital and Health Statistics, Series 3, Number 38, DHHS Publication No. 2016–1422]</source>
          <year>2016</year>
          <publisher-loc>Hyattsville, MD</publisher-loc>
          <publisher-name>National Center for Health Statistics</publisher-name>
        </nlm-citation>
      </ref>
      <ref id="ref26">
        <label>26</label>
        <nlm-citation citation-type="web">
          <article-title>Global health and care workers compact: technical guidance compilation</article-title>
          <source>World Health Organization</source>
          <year>2022</year>
          <month>4</month>
          <day>12</day>
          <access-date>2026-02-02</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.who.int/publications/i/item/9789240073852">https://www.who.int/publications/i/item/9789240073852</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref27">
        <label>27</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Pace</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Betts</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Reda</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Griff</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Stratton</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Shubeck</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Eichenberger</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Holles</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Holloway</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Little</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Maguire</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Mahoney</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Smith</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Fazio</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Empowering a person-centered long-term care workforce</article-title>
          <source>Alzheimers Dement</source>
          <year>2024</year>
          <volume>20</volume>
          <issue>9</issue>
          <fpage>6647</fpage>
          <lpage>6653</lpage>
          <pub-id pub-id-type="doi">10.1002/alz.14111</pub-id>
          <pub-id pub-id-type="medline">39023198</pub-id>
          <pub-id pub-id-type="pmcid">PMC11497762</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref28">
        <label>28</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Gazzaroli</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>D'Angelo</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Corvino</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>Home-care workers' representations of their role and competences: a diaphanous profession</article-title>
          <source>Front Psychol</source>
          <year>2020</year>
          <volume>11</volume>
          <fpage>581399</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/33362645"/>
          </comment>
          <pub-id pub-id-type="doi">10.3389/fpsyg.2020.581399</pub-id>
          <pub-id pub-id-type="medline">33362645</pub-id>
          <pub-id pub-id-type="pmcid">PMC7758209</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref29">
        <label>29</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Klostermann</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Funk</surname>
              <given-names>L</given-names>
            </name>
          </person-group>
          <article-title>Bounding the boundless: gendered work hierarchies and “boundless work” in Ontario longterm care homes</article-title>
          <source>Stud Polit Econ</source>
          <year>2024</year>
          <volume>105</volume>
          <issue>3</issue>
          <fpage>196</fpage>
          <lpage>214</lpage>
          <pub-id pub-id-type="doi">10.1080/07078552.2024.2422684</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref30">
        <label>30</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Johnson</surname>
              <given-names>E</given-names>
            </name>
          </person-group>
          <article-title>Dirt, decency and the symbolic boundaries of caregiving in residential homes for older people</article-title>
          <source>Sociol Rev</source>
          <year>2022</year>
          <volume>71</volume>
          <issue>3</issue>
          <fpage>679</fpage>
          <lpage>695</lpage>
          <pub-id pub-id-type="doi">10.1177/00380261221140240</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref31">
        <label>31</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Czuba</surname>
              <given-names>KJ</given-names>
            </name>
            <name name-style="western">
              <surname>Kayes</surname>
              <given-names>NM</given-names>
            </name>
            <name name-style="western">
              <surname>McPherson</surname>
              <given-names>KM</given-names>
            </name>
          </person-group>
          <article-title>Support workers' experiences of work stress in long-term care settings: a qualitative study</article-title>
          <source>Int J Qual Stud Health Well-being</source>
          <year>2019</year>
          <volume>14</volume>
          <issue>1</issue>
          <fpage>1622356</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.tandfonline.com/doi/10.1080/17482631.2019.1622356?url_ver=Z39.88-2003&#38;rfr_id=ori:rid:crossref.org&#38;rfr_dat=cr_pub  0pubmed"/>
          </comment>
          <pub-id pub-id-type="doi">10.1080/17482631.2019.1622356</pub-id>
          <pub-id pub-id-type="medline">31156047</pub-id>
          <pub-id pub-id-type="pmcid">PMC6566720</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref32">
        <label>32</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Elices</surname>
              <given-names>ÁE</given-names>
            </name>
            <name name-style="western">
              <surname>Prieto-Lobato</surname>
              <given-names>JM</given-names>
            </name>
            <name name-style="western">
              <surname>Rodríguez-Sumaza</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>The role of social workers in long-term care for older adults: a mixed-methods systematic review in Europe and North America from 2000 to 2022</article-title>
          <source>Int Soc Work</source>
          <year>2024</year>
          <volume>68</volume>
          <issue>1</issue>
          <fpage>7</fpage>
          <lpage>21</lpage>
          <pub-id pub-id-type="doi">10.1177/00208728241269670</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref33">
        <label>33</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Franzosa</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Tsui</surname>
              <given-names>EK</given-names>
            </name>
            <name name-style="western">
              <surname>Baron</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>"Who's caring for us?": understanding and addressing the effects of emotional labor on home health aides' well-being</article-title>
          <source>Gerontologist</source>
          <year>2019</year>
          <volume>59</volume>
          <issue>6</issue>
          <fpage>1055</fpage>
          <lpage>1064</lpage>
          <pub-id pub-id-type="doi">10.1093/geront/gny099</pub-id>
          <pub-id pub-id-type="medline">30124808</pub-id>
          <pub-id pub-id-type="pii">5075539</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref34">
        <label>34</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Duan</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Thorne</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Iaconi</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Song</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Saeidzadeh</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Doupe</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Norton</surname>
              <given-names>PG</given-names>
            </name>
            <name name-style="western">
              <surname>Estabrooks</surname>
              <given-names>CA</given-names>
            </name>
          </person-group>
          <article-title>Changing trends in job satisfaction and burnout for care aides in long-term care homes: the role of work environment</article-title>
          <source>J Am Med Dir Assoc</source>
          <year>2025</year>
          <volume>26</volume>
          <issue>2</issue>
          <fpage>105380</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://linkinghub.elsevier.com/retrieve/pii/S1525-8610(24)00802-8"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/j.jamda.2024.105380</pub-id>
          <pub-id pub-id-type="medline">39642910</pub-id>
          <pub-id pub-id-type="pii">S1525-8610(24)00802-8</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref35">
        <label>35</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hardy</surname>
              <given-names>MS</given-names>
            </name>
            <name name-style="western">
              <surname>Fanaki</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Savoie</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>The use of technology by seniors with neurocognitive disorders in long-term care: a scoping review</article-title>
          <source>BMC Geriatr</source>
          <year>2024</year>
          <volume>24</volume>
          <issue>1</issue>
          <fpage>573</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://bmcgeriatr.biomedcentral.com/articles/10.1186/s12877-024-05174-z"/>
          </comment>
          <pub-id pub-id-type="doi">10.1186/s12877-024-05174-z</pub-id>
          <pub-id pub-id-type="medline">38961323</pub-id>
          <pub-id pub-id-type="pmcid">PMC11220951</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref36">
        <label>36</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Seifert</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Cotten</surname>
              <given-names>SR</given-names>
            </name>
          </person-group>
          <article-title>Digital distance in times of physical distancing: ICT infrastructure and use in long-term care facilities</article-title>
          <source>Am Behav Sci</source>
          <year>2023</year>
          <volume>69</volume>
          <issue>9</issue>
          <fpage>1138</fpage>
          <lpage>1154</lpage>
          <pub-id pub-id-type="doi">10.1177/00027642231155361</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref37">
        <label>37</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Astell</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Dosanjh</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>D'Elia</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Kokorelias</surname>
              <given-names>KM</given-names>
            </name>
            <name name-style="western">
              <surname>Stewart</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Grigorovich</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>McMurray</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Iaboni</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Personalized tablets for residents in long-term care to support recreation and mitigate isolation</article-title>
          <source>J Am Med Dir Assoc</source>
          <year>2024</year>
          <volume>25</volume>
          <issue>7</issue>
          <fpage>105022</fpage>
          <pub-id pub-id-type="doi">10.1016/j.jamda.2024.105022</pub-id>
          <pub-id pub-id-type="medline">38763162</pub-id>
          <pub-id pub-id-type="pii">S1525-8610(24)00420-1</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref38">
        <label>38</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Schuster</surname>
              <given-names>AM</given-names>
            </name>
            <name name-style="western">
              <surname>Cotten</surname>
              <given-names>SR</given-names>
            </name>
          </person-group>
          <article-title>COVID-19's influence on information and communication technologies in long-term care: results from a web-based survey with long-term care administrators</article-title>
          <source>JMIR Aging</source>
          <year>2022</year>
          <volume>5</volume>
          <issue>1</issue>
          <fpage>e32442</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://aging.jmir.org/2022/1/e32442/"/>
          </comment>
          <pub-id pub-id-type="doi">10.2196/32442</pub-id>
          <pub-id pub-id-type="medline">34878989</pub-id>
          <pub-id pub-id-type="pii">v5i1e32442</pub-id>
          <pub-id pub-id-type="pmcid">PMC8757586</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref39">
        <label>39</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Baecker</surname>
              <given-names>RM</given-names>
            </name>
            <name name-style="western">
              <surname>Sellen</surname>
              <given-names>KM</given-names>
            </name>
            <name name-style="western">
              <surname>Crosskey</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Boscart</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Neves</surname>
              <given-names>BB</given-names>
            </name>
          </person-group>
          <article-title>Technology to reduce social isolation and loneliness</article-title>
          <source>ASSETS '14: Proceedings of the 16th International ACM SIGACCESS Conference on Computers and Accessibility</source>
          <year>2014</year>
          <publisher-loc>New York</publisher-loc>
          <publisher-name>Association for Computing Machinery</publisher-name>
          <fpage>27</fpage>
          <lpage>34</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref40">
        <label>40</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Adam</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Frielink</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Caljouw</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Bolt</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Embregts</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Zuidema</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Achterberg</surname>
              <given-names>WP</given-names>
            </name>
            <name name-style="western">
              <surname>Smaling</surname>
              <given-names>HJ</given-names>
            </name>
          </person-group>
          <article-title>Toward successful eHealth adoption in long-term care: insights from a national survey of healthcare professionals</article-title>
          <source>Digit Health</source>
          <year>2025</year>
          <volume>11</volume>
          <fpage>20552076251376283</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://journals.sagepub.com/doi/10.1177/20552076251376283?url_ver=Z39.88-2003&#38;rfr_id=ori:rid:crossref.org&#38;rfr_dat=cr_pub  0pubmed"/>
          </comment>
          <pub-id pub-id-type="doi">10.1177/20552076251376283</pub-id>
          <pub-id pub-id-type="medline">40979700</pub-id>
          <pub-id pub-id-type="pmcid">PMC12444061</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref41">
        <label>41</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Theopilus</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Davis</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Pedell</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <article-title>Digital technology for supporting aged care services: a scoping review</article-title>
          <source>CHI '25: Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems</source>
          <year>2025</year>
          <publisher-loc>New York</publisher-loc>
          <publisher-name>Association for Computing Machinery</publisher-name>
          <fpage>1</fpage>
          <lpage>12</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref42">
        <label>42</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Auerswald</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Meyer</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>von Holdt</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Voelcker-Rehage</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>Application of activity trackers among nursing home residents: a pilot and feasibility study on physical activity behavior, usage behavior, acceptance, usability and motivational impact</article-title>
          <source>Int J Environ Res Public Health</source>
          <year>2020</year>
          <volume>17</volume>
          <issue>18</issue>
          <fpage>6683</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.mdpi.com/resolver?pii=ijerph17186683"/>
          </comment>
          <pub-id pub-id-type="doi">10.3390/ijerph17186683</pub-id>
          <pub-id pub-id-type="medline">32937840</pub-id>
          <pub-id pub-id-type="pii">ijerph17186683</pub-id>
          <pub-id pub-id-type="pmcid">PMC7559724</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref43">
        <label>43</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Zheng</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Han</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>Yang</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Li</surname>
              <given-names>N</given-names>
            </name>
          </person-group>
          <article-title>Building trust in long-term care settings using assistive technology: a systematic review</article-title>
          <source>Front Rehabil Sci</source>
          <year>2024</year>
          <volume>5</volume>
          <fpage>1492104</fpage>
          <pub-id pub-id-type="doi">10.3389/fresc.2024.1492104</pub-id>
          <pub-id pub-id-type="medline">39649373</pub-id>
          <pub-id pub-id-type="pmcid">PMC11621047</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref44">
        <label>44</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Tak</surname>
              <given-names>SH</given-names>
            </name>
            <name name-style="western">
              <surname>Benefield</surname>
              <given-names>LE</given-names>
            </name>
            <name name-style="western">
              <surname>Mahoney</surname>
              <given-names>DF</given-names>
            </name>
          </person-group>
          <article-title>Technology for long-term care</article-title>
          <source>Res Gerontol Nurs</source>
          <year>2010</year>
          <volume>3</volume>
          <issue>1</issue>
          <fpage>61</fpage>
          <lpage>72</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/20128544"/>
          </comment>
          <pub-id pub-id-type="doi">10.3928/19404921-20091103-01</pub-id>
          <pub-id pub-id-type="medline">20128544</pub-id>
          <pub-id pub-id-type="pmcid">PMC3622259</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref45">
        <label>45</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Jøranson</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Zechner</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Silva</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Yaylagul</surname>
              <given-names>NK</given-names>
            </name>
            <name name-style="western">
              <surname>Thygesen</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>A case study on experiences with integrated technologies in a care home for older adults</article-title>
          <source>Geriatr Nurs</source>
          <year>2025</year>
          <volume>61</volume>
          <fpage>121</fpage>
          <lpage>128</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://linkinghub.elsevier.com/retrieve/pii/S0197-4572(24)00375-6"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/j.gerinurse.2024.10.059</pub-id>
          <pub-id pub-id-type="medline">39549444</pub-id>
          <pub-id pub-id-type="pii">S0197-4572(24)00375-6</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref46">
        <label>46</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Bertolazzi</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Quaglia</surname>
              <given-names>V</given-names>
            </name>
            <name name-style="western">
              <surname>Bongelli</surname>
              <given-names>R</given-names>
            </name>
          </person-group>
          <article-title>Barriers and facilitators to health technology adoption by older adults with chronic diseases: an integrative systematic review</article-title>
          <source>BMC Public Health</source>
          <year>2024</year>
          <volume>24</volume>
          <issue>1</issue>
          <fpage>506</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://bmcpublichealth.biomedcentral.com/articles/10.1186/s12889-024-18036-5"/>
          </comment>
          <pub-id pub-id-type="doi">10.1186/s12889-024-18036-5</pub-id>
          <pub-id pub-id-type="medline">38365698</pub-id>
          <pub-id pub-id-type="pmcid">PMC10873991</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref47">
        <label>47</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Corbin</surname>
              <given-names>JM</given-names>
            </name>
            <name name-style="western">
              <surname>Strauss</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Grounded theory research: procedures, canons, and evaluative criteria</article-title>
          <source>Qual Sociol</source>
          <year>1990</year>
          <volume>13</volume>
          <issue>1</issue>
          <fpage>3</fpage>
          <lpage>21</lpage>
          <pub-id pub-id-type="doi">10.1007/BF00988593</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref48">
        <label>48</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Vollstedt</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Rezat</surname>
              <given-names>S</given-names>
            </name>
          </person-group>
          <person-group person-group-type="editor">
            <name name-style="western">
              <surname>Kaiser</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Presmeg</surname>
              <given-names>N</given-names>
            </name>
          </person-group>
          <article-title>An introduction to grounded theory with a special focus on axial coding and the coding paradigm</article-title>
          <source>Compendium for Early Career Researchers in Mathematics Education</source>
          <year>2019</year>
          <publisher-loc>Cham</publisher-loc>
          <publisher-name>Springer International Publishing</publisher-name>
          <fpage>81</fpage>
          <lpage>100</lpage>
        </nlm-citation>
      </ref>
      <ref id="ref49">
        <label>49</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Zhang</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Lu</surname>
              <given-names>Q</given-names>
            </name>
            <name name-style="western">
              <surname>Li</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Wang</surname>
              <given-names>X</given-names>
            </name>
            <name name-style="western">
              <surname>Yan</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Sun</surname>
              <given-names>Z</given-names>
            </name>
          </person-group>
          <article-title>Loneliness in nursing homes: a qualitative meta-synthesis of older people's experiences</article-title>
          <source>J Clin Nurs</source>
          <year>2023</year>
          <volume>32</volume>
          <issue>19-20</issue>
          <fpage>7062</fpage>
          <lpage>7075</lpage>
          <pub-id pub-id-type="doi">10.1111/jocn.16842</pub-id>
          <pub-id pub-id-type="medline">37605069</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref50">
        <label>50</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Mannheim</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Wouters</surname>
              <given-names>EJM</given-names>
            </name>
            <name name-style="western">
              <surname>Köttl</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>van Boekel</surname>
              <given-names>LC</given-names>
            </name>
            <name name-style="western">
              <surname>Brankaert</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>van Zaalen</surname>
              <given-names>Y</given-names>
            </name>
          </person-group>
          <article-title>Ageism in the discourse and practice of designing digital technology for older persons: a scoping review</article-title>
          <source>Gerontologist</source>
          <year>2023</year>
          <volume>63</volume>
          <issue>7</issue>
          <fpage>1188</fpage>
          <lpage>1200</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/36130318"/>
          </comment>
          <pub-id pub-id-type="doi">10.1093/geront/gnac144</pub-id>
          <pub-id pub-id-type="medline">36130318</pub-id>
          <pub-id pub-id-type="pii">6710158</pub-id>
          <pub-id pub-id-type="pmcid">PMC10448991</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref51">
        <label>51</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>An</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Zhu</surname>
              <given-names>X</given-names>
            </name>
            <name name-style="western">
              <surname>Wan</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Xiang</surname>
              <given-names>Z</given-names>
            </name>
            <name name-style="western">
              <surname>Shi</surname>
              <given-names>Z</given-names>
            </name>
            <name name-style="western">
              <surname>An</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Huang</surname>
              <given-names>W</given-names>
            </name>
          </person-group>
          <article-title>Older adults' self-perception, technology anxiety, and intention to use digital public services</article-title>
          <source>BMC Public Health</source>
          <year>2024</year>
          <volume>24</volume>
          <issue>1</issue>
          <fpage>3533</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://bmcpublichealth.biomedcentral.com/articles/10.1186/s12889-024-21088-2"/>
          </comment>
          <pub-id pub-id-type="doi">10.1186/s12889-024-21088-2</pub-id>
          <pub-id pub-id-type="medline">39702092</pub-id>
          <pub-id pub-id-type="pmcid">PMC11657182</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref52">
        <label>52</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Tsai</surname>
              <given-names>HS</given-names>
            </name>
            <name name-style="western">
              <surname>Shillair</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Cotten</surname>
              <given-names>SR</given-names>
            </name>
          </person-group>
          <article-title>Social support and "playing around": an examination of how older adults acquire digital literacy with tablet computers</article-title>
          <source>J Appl Gerontol</source>
          <year>2017</year>
          <volume>36</volume>
          <issue>1</issue>
          <fpage>29</fpage>
          <lpage>55</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/26491029"/>
          </comment>
          <pub-id pub-id-type="doi">10.1177/0733464815609440</pub-id>
          <pub-id pub-id-type="medline">26491029</pub-id>
          <pub-id pub-id-type="pii">0733464815609440</pub-id>
          <pub-id pub-id-type="pmcid">PMC5505553</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref53">
        <label>53</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Chen</surname>
              <given-names>CC</given-names>
            </name>
            <name name-style="western">
              <surname>Lan</surname>
              <given-names>YL</given-names>
            </name>
            <name name-style="western">
              <surname>Chiou</surname>
              <given-names>SL</given-names>
            </name>
            <name name-style="western">
              <surname>Lin</surname>
              <given-names>YC</given-names>
            </name>
          </person-group>
          <article-title>The effect of emotional labor on the physical and mental health of health professionals: emotional exhaustion has a mediating effect</article-title>
          <source>Healthcare (Basel)</source>
          <year>2022</year>
          <volume>11</volume>
          <issue>1</issue>
          <fpage>104</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.mdpi.com/resolver?pii=healthcare11010104"/>
          </comment>
          <pub-id pub-id-type="doi">10.3390/healthcare11010104</pub-id>
          <pub-id pub-id-type="medline">36611564</pub-id>
          <pub-id pub-id-type="pii">healthcare11010104</pub-id>
          <pub-id pub-id-type="pmcid">PMC9819436</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref54">
        <label>54</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Sever</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Tiryaki</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Emotional labor, conflicting caregiving responsibilities and resilience among foreign female caregivers in Japan: a photovoice study</article-title>
          <source>Gen Work Organ</source>
          <year>2024</year>
          <volume>32</volume>
          <issue>3</issue>
          <fpage>949</fpage>
          <lpage>976</lpage>
          <pub-id pub-id-type="doi">10.1111/gwao.13195</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref55">
        <label>55</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>MacLeavy</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Care work, gender inequality and technological advancement in the age of COVID‐19</article-title>
          <source>Gen Work Organ</source>
          <year>2020</year>
          <volume>28</volume>
          <issue>1</issue>
          <fpage>138</fpage>
          <lpage>154</lpage>
          <pub-id pub-id-type="doi">10.1111/gwao.12534</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref56">
        <label>56</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Rosales</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Fernández-Ardèvol</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Ageism in the era of digital platforms</article-title>
          <source>Convergence (Lond)</source>
          <year>2020</year>
          <volume>26</volume>
          <issue>5-6</issue>
          <fpage>1074</fpage>
          <lpage>1087</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://journals.sagepub.com/doi/10.1177/1354856520930905?url_ver=Z39.88-2003&#38;rfr_id=ori:rid:crossref.org&#38;rfr_dat=cr_pub  0pubmed"/>
          </comment>
          <pub-id pub-id-type="doi">10.1177/1354856520930905</pub-id>
          <pub-id pub-id-type="medline">33239961</pub-id>
          <pub-id pub-id-type="pii">10.1177_1354856520930905</pub-id>
          <pub-id pub-id-type="pmcid">PMC7649948</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref57">
        <label>57</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Wegener</surname>
              <given-names>EK</given-names>
            </name>
            <name name-style="western">
              <surname>Bergschöld</surname>
              <given-names>JM</given-names>
            </name>
            <name name-style="western">
              <surname>Whitmore</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Winters</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Kayser</surname>
              <given-names>L</given-names>
            </name>
          </person-group>
          <article-title>Involving older people with frailty or impairment in the design process of digital health technologies to enable aging in place: scoping review</article-title>
          <source>JMIR Hum Factors</source>
          <year>2023</year>
          <volume>10</volume>
          <fpage>e37785</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://humanfactors.jmir.org/2023//e37785/"/>
          </comment>
          <pub-id pub-id-type="doi">10.2196/37785</pub-id>
          <pub-id pub-id-type="medline">36705959</pub-id>
          <pub-id pub-id-type="pii">v10i1e37785</pub-id>
          <pub-id pub-id-type="pmcid">PMC9919541</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref58">
        <label>58</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Kim</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Trinidad</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Mikesell</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Aakhus</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Improving prognosis communication for patients facing complex medical treatment: a user-centered design approach</article-title>
          <source>Int J Med Inform</source>
          <year>2020</year>
          <volume>141</volume>
          <fpage>104147</fpage>
          <pub-id pub-id-type="doi">10.1016/j.ijmedinf.2020.104147</pub-id>
          <pub-id pub-id-type="medline">32544822</pub-id>
          <pub-id pub-id-type="pii">S1386-5056(19)31382-6</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref59">
        <label>59</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Mannheim</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Schwartz</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Xi</surname>
              <given-names>W</given-names>
            </name>
            <name name-style="western">
              <surname>Buttigieg</surname>
              <given-names>SC</given-names>
            </name>
            <name name-style="western">
              <surname>McDonnell-Naughton</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Wouters</surname>
              <given-names>EJM</given-names>
            </name>
            <name name-style="western">
              <surname>van Zaalen</surname>
              <given-names>Y</given-names>
            </name>
          </person-group>
          <article-title>Inclusion of older adults in the research and design of digital technology</article-title>
          <source>Int J Environ Res Public Health</source>
          <year>2019</year>
          <volume>16</volume>
          <issue>19</issue>
          <fpage>3718</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.mdpi.com/resolver?pii=ijerph16193718"/>
          </comment>
          <pub-id pub-id-type="doi">10.3390/ijerph16193718</pub-id>
          <pub-id pub-id-type="medline">31581632</pub-id>
          <pub-id pub-id-type="pii">ijerph16193718</pub-id>
          <pub-id pub-id-type="pmcid">PMC6801827</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref60">
        <label>60</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Abrams</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Vandrevala</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Samsi</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Manthorpe</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>The need for flexibility when negotiating professional boundaries in the context of home care, dementia and end of life</article-title>
          <source>Ageing Soc</source>
          <year>2018</year>
          <volume>39</volume>
          <issue>9</issue>
          <fpage>1976</fpage>
          <lpage>1995</lpage>
          <pub-id pub-id-type="doi">10.1017/s0144686x18000375</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref61">
        <label>61</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Christianson</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Johnson</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Nelson</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Singh</surname>
              <given-names>M</given-names>
            </name>
          </person-group>
          <article-title>Work-related burnout, compassion fatigue, and nurse intention to leave the profession during COVID-19</article-title>
          <source>Nurse Lead</source>
          <year>2023</year>
          <volume>21</volume>
          <issue>2</issue>
          <fpage>244</fpage>
          <lpage>251</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/35783544"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/j.mnl.2022.06.007</pub-id>
          <pub-id pub-id-type="medline">35783544</pub-id>
          <pub-id pub-id-type="pii">S1541-4612(22)00146-X</pub-id>
          <pub-id pub-id-type="pmcid">PMC9239979</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref62">
        <label>62</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Margolis</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>Report paints picture of care workers in the United States</article-title>
          <source>Center for Retirement Research at Boston College</source>
          <year>2024</year>
          <month>12</month>
          <day>10</day>
          <access-date>2026-02-02</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://crr.bc.edu/report-paints-picture-of-care-workers-in-the-united-states/#:~:text=84%20percent%20of%20home%20care,%2B%20(see%20Figure%205)">https://crr.bc.edu/report-paints-picture-of-care-workers-in-the-united-states/#:~:text=84%20percent%20of%20home%20care,%2B%20(see%20Figure%205)</ext-link>
          </comment>
        </nlm-citation>
      </ref>
    </ref-list>
  </back>
</article>
