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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JMIR Human Factors</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIR Hum Factors</journal-id>
      <journal-title>JMIR Human Factors</journal-title>
      <issn pub-type="epub">2292-9495</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">v5i3e26</article-id>
    <article-id pub-id-type="pmid">30249579</article-id>
    <article-id pub-id-type="doi">10.2196/humanfactors.9569</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>A Patient-Facing Diabetes Dashboard Embedded in a Patient Web Portal: Design Sprint and Usability Testing</article-title>
    </title-group>
    <contrib-group>
      <contrib contrib-type="editor">
        <name>
          <surname>Eysenbach</surname>
          <given-names>Gunther</given-names>
        </name>
      </contrib>
    </contrib-group>
    <contrib-group>
      <contrib contrib-type="reviewer">
        <name>
          <surname>Dimaguila</surname>
          <given-names>Gerardo Luis</given-names>
        </name>
      </contrib>
      <contrib contrib-type="reviewer">
        <name>
          <surname>Waycott</surname>
          <given-names>Jenny</given-names>
        </name>
      </contrib>
    </contrib-group>
    <contrib-group>
      <contrib contrib-type="author" id="contrib1" corresp="yes">
      <name name-style="western">
        <surname>Martinez</surname>
        <given-names>William</given-names>
      </name>
      <degrees>MD, MS</degrees>
      <xref rid="aff1" ref-type="aff">1</xref>
      <address>
        <institution>Division of General Internal Medicine and Public Health</institution>
        <institution>Vanderbilt University Medical Center</institution>
        <addr-line>2525 West End Avenue</addr-line>
        <addr-line>Suite 450</addr-line>
        <addr-line>Nashville, TN, 37203</addr-line>
        <country>United States</country>
        <phone>1 615 322 7277</phone>
        <fax>1 615 936 1269</fax>
        <email>william.martinez@vumc.org</email>
      </address>  
      <ext-link ext-link-type="orcid">http://orcid.org/0000-0002-3155-4386</ext-link></contrib>
      <contrib contrib-type="author" id="contrib2">
        <name name-style="western">
          <surname>Threatt</surname>
          <given-names>Anthony L</given-names>
        </name>
        <degrees>MArch, PhD</degrees>
        <xref rid="aff2" ref-type="aff">2</xref>
        <ext-link ext-link-type="orcid">http://orcid.org/0000-0002-7535-0174</ext-link>
      </contrib>
      <contrib contrib-type="author" id="contrib3">
        <name name-style="western">
          <surname>Rosenbloom</surname>
          <given-names>S Trent</given-names>
        </name>
        <degrees>MD, MPH</degrees>
        <xref rid="aff3" ref-type="aff">3</xref>
        <xref rid="aff4" ref-type="aff">4</xref>
        <xref rid="aff5" ref-type="aff">5</xref>
        <ext-link ext-link-type="orcid">http://orcid.org/0000-0001-7455-2260</ext-link>
      </contrib>
      <contrib contrib-type="author" id="contrib4">
        <name name-style="western">
          <surname>Wallston</surname>
          <given-names>Kenneth A</given-names>
        </name>
        <degrees>PhD</degrees>
        <xref rid="aff6" ref-type="aff">6</xref>
        <ext-link ext-link-type="orcid">http://orcid.org/0000-0001-6310-0306</ext-link>
      </contrib>
      <contrib contrib-type="author" id="contrib5">
        <name name-style="western">
          <surname>Hickson</surname>
          <given-names>Gerald B</given-names>
        </name>
        <degrees>MD</degrees>
        <xref rid="aff7" ref-type="aff">7</xref>
        <ext-link ext-link-type="orcid">http://orcid.org/0000-0002-8454-8692</ext-link>
      </contrib>
      <contrib contrib-type="author" id="contrib6">
        <name name-style="western">
          <surname>Elasy</surname>
          <given-names>Tom A</given-names>
        </name>
        <degrees>MD, MPH</degrees>
        <xref rid="aff1" ref-type="aff">1</xref>
        <ext-link ext-link-type="orcid">http://orcid.org/0000-0002-1651-8387</ext-link>
      </contrib>
    </contrib-group>
    <aff id="aff1">
    <label>1</label>
    <institution>Division of General Internal Medicine and Public Health</institution>
    <institution>Vanderbilt University Medical Center</institution>  
    <addr-line>Nashville, TN</addr-line>
    <country>United States</country></aff>
    <aff id="aff2">
    <label>2</label>
    <institution>Health Information Technology</institution>
    <institution>Vanderbilt University Medical Center</institution>  
    <addr-line>Nashville, TN</addr-line>
    <country>United States</country></aff>
    <aff id="aff3">
    <label>3</label>
    <institution>Department of Medicine</institution>
    <institution>Vanderbilt University Medical Center</institution>  
    <addr-line>Nashville, TN</addr-line>
    <country>United States</country></aff>
    <aff id="aff4">
    <label>4</label>
    <institution>Department of Biomedical Informatics</institution>
    <institution>Vanderbilt University Medical Center</institution>  
    <addr-line>Nashville, TN</addr-line>
    <country>United States</country></aff>
    <aff id="aff5">
    <label>5</label>
    <institution>Department of Pediatrics</institution>
    <institution>Vanderbilt University Medical Center</institution>  
    <addr-line>Nashville, TN</addr-line>
    <country>United States</country></aff>
    <aff id="aff6">
    <label>6</label>
    <institution>School of Nursing</institution>
    <institution>Vanderbilt University</institution>  
    <addr-line>Nashville, TN</addr-line>
    <country>United States</country></aff>
    <aff id="aff7">
    <label>7</label>
    <institution>Quality, Safety &#38; Risk Prevention</institution>
    <institution>Vanderbilt University Medical Center</institution>  
    <addr-line>Nashville, TN</addr-line>
    <country>United States</country></aff>
    <author-notes>
      <corresp>Corresponding Author: William Martinez 
      <email>william.martinez@vumc.org</email></corresp>
    </author-notes>
    <pub-date pub-type="collection">
      <season>Jul-Sep</season>
      <year>2018</year>
    </pub-date>
    <pub-date pub-type="epub">
      <day>24</day>
      <month>9</month>
      <year>2018</year>
    </pub-date>
    <volume>5</volume>
    <issue>3</issue>
    <elocation-id>e26</elocation-id>
    <!--history from ojs - api-xml-->
    <history>
      <date date-type="received">
        <day>4</day>
        <month>12</month>
        <year>2017</year>
      </date>
      <date date-type="rev-request">
        <day>17</day>
        <month>3</month>
        <year>2018</year>
      </date>
      <date date-type="rev-recd">
        <day>17</day>
        <month>7</month>
        <year>2018</year>
      </date>
      <date date-type="accepted">
        <day>17</day>
        <month>7</month>
        <year>2018</year>
      </date>
    </history>
    <!--(c) the authors - correct author names and publication date here if necessary. Date in form ', dd.mm.yyyy' after jmir.org-->
    <copyright-statement>©William Martinez, Anthony L Threatt, S Trent Rosenbloom, Kenneth A Wallston, Gerald B Hickson, Tom A Elasy. Originally published in JMIR Human Factors (http://humanfactors.jmir.org), 24.09.2018.</copyright-statement>
    <copyright-year>2018</copyright-year>
    <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
      <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Human Factors, is properly cited. The complete bibliographic information, a link to the original publication on http://humanfactors.jmir.org, as well as this copyright and license information must be included.</p>
    </license>  
    <self-uri xlink:href="http://humanfactors.jmir.org/2018/3/e26/" xlink:type="simple"/>
    <abstract>
      <sec sec-type="background">
        <title>Background</title>
        <p>Health apps and Web-based interventions designed for patients with diabetes offer novel and scalable approaches to engage patients and improve outcomes. However, careful attention to the design and usability of these apps and Web-based interventions is essential to reduce the barriers to engagement and maximize use.</p>
      </sec>
      <sec sec-type="objective">
        <title>Objective</title>
        <p>The aim of this study was to apply design sprint methodology paired with mixed-methods, task-based usability testing to design and evaluate an innovative, patient-facing diabetes dashboard embedded in an existing patient portal and integrated into an electronic health record.</p>
      </sec>
      <sec sec-type="methods">
        <title>Methods</title>
        <p>We applied a 5-day design sprint methodology developed by Google Ventures (Alphabet Inc, Mountain View, CA) to create our initial dashboard prototype. We identified recommended strategies from the literature for using patient-facing technologies to enhance patient activation and designed a dashboard functionality to match each strategy. We then conducted a mixed-methods, task-based usability assessment of dashboard prototypes with individual patients. Measures included validated metrics of task performance on 5 common and standardized tasks, semistructured interviews, and a validated usability satisfaction questionnaire. After each round of usability testing, we revised the dashboard prototype in response to usability findings before the next round of testing until the majority of participants successfully completed tasks, expressed high satisfaction, and identified no new usability concerns (ie, stop criterion was met).</p>
      </sec>
      <sec sec-type="results">
        <title>Results</title>
        <p>The sample (N=14) comprised 5 patients in round 1, 3 patients in round 2, and 6 patients in round 3, at which point we reached our stop criterion. The participants’ mean age was 63 years (range 45-78 years), 57% (8/14) were female, and 50% (7/14) were white. Our design sprint yielded an initial patient-facing diabetes dashboard prototype that displayed and summarized 5 measures of patients’ diabetes health status (eg, hemoglobin A<sub>1c</sub>). The dashboard used graphics to visualize and summarize health data and reinforce understanding, incorporated motivational strategies (eg, social comparisons and gamification), and provided educational resources and secure-messaging capability. More than 80% of participants were able to successfully complete all 5 tasks using the final prototype. Interviews revealed usability concerns with design, the efficiency of use, and content and terminology, which led to improvements. Overall satisfaction (0=worst and 7=best) improved from the initial to the final prototype (mean 5.8, SD 0.4 vs mean 6.7, SD 0.5).</p>
      </sec>
      <sec sec-type="conclusions">
        <title>Conclusions</title>
        <p>Our results demonstrate the utility of the design sprint methodology paired with mixed-methods, task-based usability testing to efficiently and effectively design a patient-facing, Web-based diabetes dashboard that is satisfying for patients to use.</p>
        
      </sec>
    </abstract>
    <kwd-group>
      <kwd>diabetes mellitus, type 2</kwd>
      <kwd>patient portals</kwd>
      <kwd>qualitative research</kwd>
      <kwd>consumer health informatics</kwd>
    </kwd-group></article-meta>
  </front>
  <body>
     <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <p>Diabetes is a leading cause of kidney failure, heart disease, stroke, visual impairment, and nontraumatic lower limb amputations [<xref ref-type="bibr" rid="ref1">1</xref>]. Many of these complications can be delayed or prevented through disease control. Research demonstrates that diabetes self-monitoring, preventative health services, medication adherence, regular exercise, and attention to diet can lead to improved outcomes [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref3">3</xref>]. Despite their importance, few patients consistently receive all recommended services or engage in recommended self-care behaviors that can be challenging to implement and sustain [<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref5">5</xref>]. Many patients with diabetes struggle with the knowledge and motivation necessary to successfully manage their disease [<xref ref-type="bibr" rid="ref6">6</xref>].</p>
        <p>Interventions aimed at enhancing patients’ motivation, skills, knowledge, and confidence in diabetes self-care have had limited success, with many relying on face-to-face interactions that are costly and challenging to scale [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref8">8</xref>]. Web-based diabetes self-management interventions have the potential to overcome these limitations; however, these interventions have also demonstrated variable effects on patients’ self-care and glycemic control [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref10">10</xref>]. Mixed results have been attributed to differences in the design and usability of these Web-based interventions, leading to varying degrees of user engagement [<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref11">11</xref>]. Web-based interventions with greater user engagement are associated with better outcomes [<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref13">13</xref>]. However, some Web-based interventions have not involved end users in the design process [<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref15">15</xref>], and many have failed to include one or more recommended features for increasing patient engagement, including (1) ability to track, visualize, and summarize health data; (2) guidance in response to the data displayed; (3) ability to communicate with health care providers; (4) peer support; and (5) motivational challenges using elements of game design and competition [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref16">16</xref>].</p>
        <p>Human-centered design is an approach to software development that emphasizes optimal user experience by integrating users directly into the design process and helps ensure the creation of a suitable user interface [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>]. One human-centered design method, called design sprint, is a rapid 5-phase user-centered process that utilizes design principles to understand the problem, explore creative solutions, identify and map the best ideas, prototype, and ultimately test [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>]. Usability testing ensures that Web-based interventions meet users’ expectations and work as intended, such that users are able to efficiently and effectively interact with the website [<xref ref-type="bibr" rid="ref11">11</xref>]. Although usability testing is sometimes performed once the Web-based intervention has been fully developed, incorporating usability testing into the design process beginning with the earliest prototype provides the greatest opportunity to inform and improve the user interface design [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>].</p>
      </sec>
      <sec>
        <title>Objectives</title>
        <p>This paper describes the application of design sprint methodology paired with mixed-methods, task-based usability testing to design and evaluate an innovative, patient-facing diabetes dashboard embedded in an existing patient portal, My Health at Vanderbilt (MHAV) [<xref ref-type="bibr" rid="ref19">19</xref>] and integrated into an electronic health record. In particular, we sought to design a dashboard that addresses the needs of users, allows users to easily comprehend their diabetes health data, incorporates recommended strategies for increasing user engagement, and is satisfying and easy to use.</p>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Dashboard Design</title>
        <p>We utilized a 5-day design sprint methodology [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>] developed by Google Ventures (Alphabet Inc, Mountain View, CA) to design our initial dashboard prototype. The process was facilitated by an experienced health information technology expert (ALT) who specializes in user experience (UX) and product design. A 5-day design sprint approach was chosen over other iterative agile methodologies because a design sprint approach offered the ability to rapidly develop a user-centered solution in the form of a prototype that could be tested and revised before investing limited research funds into the programming of the dashboard.</p>
        <p>On day 1, we began by mapping out our challenge (<xref ref-type="fig" rid="figure1">Figure 1</xref>) to create a dashboard that would satisfy patients’ desire for information regarding their diabetes health status and address existing challenges in patients’ diabetes knowledge and motivation for diabetes self-management [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref20">20</xref>]. This process was informed by a review of the literature [<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref21">21</xref>-<xref ref-type="bibr" rid="ref30">30</xref>] from which we identified factors contributing to the limited efficacy of existing digital interventions, including (1) absence of user-centered design [<xref ref-type="bibr" rid="ref14">14</xref>], (2) lack of integration with the health care delivery system [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref28">28</xref>], (3) absence of key features to maximize patient engagement, including patient-centered motivational strategies [<xref ref-type="bibr" rid="ref29">29</xref>], and (4) failure to account for the unique needs of older patients and those with limited health literacy [<xref ref-type="bibr" rid="ref30">30</xref>-<xref ref-type="bibr" rid="ref32">32</xref>]. In addition, we reviewed recommended strategies to increase patient activation [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref33">33</xref>] (ie, the motivation, knowledge, skills, and confidence for managing one’s health condition) using mobile apps [<xref ref-type="bibr" rid="ref16">16</xref>] and prior research on the potential role of social comparison information for motivating diabetes self-care [<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref34">34</xref>].</p>
        
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>Whiteboard image mapping out challenge to create a patient-facing, diabetes dashboard.</p>
          </caption>
          <graphic xlink:href="humanfactors_v5i3e26_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        
        <p>We also met one-on-one with expert stakeholders (eg, patient portal users with diabetes, diabetes educators, behavioral scientists, physicians, educators, and nurses) to ask questions aimed at enhancing our understanding of the challenge and refine our map. We identified expert stakeholders by approaching organizational leaders with a description of the project and by asking them to identify individuals in their area who could provide valuable input. For example, we approached the director of the Vanderbilt University Hospital Patient and Family Advisory Council who connected us with patients from the Council, who had diabetes, were current patient portal users, and expressed interest in improving care for people with diabetes. Experts’ comments were recorded in the form of <italic>how might we</italic> (HMW) statements [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>]. The HMW method is used in design thinking to take insights and challenges and reframe them as opportunities [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>]. Consistent with design sprint methodology, experts’ HMW statements were reviewed (<xref ref-type="fig" rid="figure2">Figure 2</xref>) to identify statements that shared a common theme. This was followed by grouping the statements into categories based on emerging themes to identify the most useful ideas for building the prototype. Experts encouraged the authors to consider how we might design the dashboard to (1) maximize accessibility, (2) frame diabetes health data in ways that promote patients’ understanding and motivate health behaviors, (3) facilitate patient action in response to the data they see (eg, patient resources and referral services), (4) enable communication with their health care team, (5) enhance social supports, and (6) incorporate strategies (eg, goal setting, progress tracking, and positive reinforcement) that motivate health behavior and keep users engaged.</p>
        <p>On day 2, the existing ideas, architecture, and designs from health care and other industries related to the challenge were reviewed to establish the building blocks of our prototype. For example, existing solutions for displaying health and performance data and other types of quantitative, longitudinal, and benchmarked data from other industries (eg, finance and education) were reviewed. Subsequently, findings from the review and the meetings with expert stakeholders were used to sketch our own solutions (<xref ref-type="fig" rid="figure3">Figure 3</xref>).</p>
        <p>On day 3, the solutions were critiqued and the solutions that had the greatest potential to successfully meet the challenge in the long term were decided by consensus. Following this, the authors adapted the solutions chosen to create a storyboard or step-by-step plan for the prototype (<xref ref-type="fig" rid="figure4">Figure 4</xref>).</p>
        <p>On day 4, the authors developed the prototype using Apple Keynote (Apple Inc, Cupertino, CA) [<xref ref-type="bibr" rid="ref35">35</xref>]. They collected assets (eg, stock imagery or icons) and stitched all components of the prototype together. Keynote slides (ie, screens) were tethered together using the <italic>animate</italic> feature to transition from one slide (ie, screen) to the next based on the action the user performs within the prototype. This resulted in an initial prototype (<xref ref-type="fig" rid="figure5">Figure 5</xref>) that functioned similar to a real webpage and was ready for the first round of usability testing on day 5. The initial prototype displayed and summarized 5 measures of patients’ diabetes health status (ie, hemoglobin A<sub>1c</sub> [HbA<sub>1c</sub>], systolic blood pressure, low-density lipoprotein cholesterol, microalbumin, and flu vaccination status). The existing literature on patient’s information needs when interpreting test results and strategies for improving comprehension was reviewed [<xref ref-type="bibr" rid="ref36">36</xref>-<xref ref-type="bibr" rid="ref38">38</xref>]. In addition, the authors identified recommended strategies for using patient-facing technologies to increase patient activation and incorporated dashboard functionality that matched each strategy. For example, for each measure, the dashboard used graphics to visualize and summarize health data and reinforce understanding with a color-coded system (red, yellow, and green) similar to the National Heart, Lung, and Blood Institute’s asthma treatment guideline [<xref ref-type="bibr" rid="ref39">39</xref>] to indicate when action is needed. To facilitate understanding, we paired each measure with hyperlinks to literacy level–appropriate educational materials. To help motivate patients, the dashboard provided patients with social and goal-based comparison information regarding their diabetes health status [<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref34">34</xref>]. In addition, using elements of game design, a star rating provided patients with feedback on the number of measures at goal. To facilitate communication with their health care team, patients could click a link to contact their doctor’s office via a secure message. Reminders for self-care (eg, take medication, exercise, etc) could be set and delivered to patients’ mobile phones or email, and diabetes self-care goals could be set and tracked.</p>
      </sec>
      <sec>
        <title>Usability Study Design</title>
        <p>From September to October 2016, we conducted a mixed-methods, task-based usability study of dashboard prototypes with individual patients under controlled conditions. Patients were recruited from the Vanderbilt Adult Primary Care (VAPC) clinic. Individual usability sessions lasted between 30 and 75 min. Given that the majority of usability problems are commonly identified within the first 5 usability evaluations [<xref ref-type="bibr" rid="ref40">40</xref>-<xref ref-type="bibr" rid="ref42">42</xref>], each round of usability testing included between 3 and 6 participants. After each round of usability testing, the dashboard prototype was revised in response to usability findings before the next round of testing.</p>
        <fig id="figure2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>Design sprint day 1—expert comments/ideas organized into categories.</p>
          </caption>
          <graphic xlink:href="humanfactors_v5i3e26_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <fig id="figure3" position="float">
          <label>Figure 3</label>
          <caption>
            <p>Design sprint day 2—solution sketches.</p>
          </caption>
          <graphic xlink:href="humanfactors_v5i3e26_fig3.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <fig id="figure4" position="float">
          <label>Figure 4</label>
          <caption>
            <p>Design sprint day 3—dashboard storyboard.</p>
          </caption>
          <graphic xlink:href="humanfactors_v5i3e26_fig4.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <fig id="figure5" position="float">
          <label>Figure 5</label>
          <caption>
            <p>Design sprint day 4—screenshot of initial dashboard prototype. A<sub>1c</sub>: hemoglobin A<sub>1c</sub>.</p>
          </caption>
          <graphic xlink:href="humanfactors_v5i3e26_fig5.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Setting</title>
        <p>The VAPC clinic is located within the Vanderbilt University Medical Center (VUMC) in Nashville, TN. The clinic cares for about 25,000 unique patients annually, of which about 4500 (18.00%) have diabetes. All clinical data are entered into an electronic health record, and the patients are provided access to their clinical data via a Web portal.</p>
        
        
        
        
        
        
    </sec>
      <sec>
        <title>Participants and Recruitment</title>
        <p>Participants were eligible for the study if they had type 2 diabetes mellitus, were English-speaking, were aged 21 years or older, and were current users of the VUMC patient Web portal, MHAV. Potential participants were identified automatically using VUMC’s Subject Locator to query the electronic health records of patients with upcoming clinic appointments for discrete inclusion and exclusion criteria. Identified patients (n=334) were mailed a letter describing the study and asked to contact the investigators if they were interested in participating. Interested patients (n=22) contacted the research coordinator to learn more about the study and confirm eligibility. Patients who agreed to participate (n=17) were scheduled to participate in a usability session on the day of their clinic appointment. Overall, 3 patients canceled due to weather or a conflicting appointment. A total of 14 patients ultimately completed a usability session and provided written informed consent before participating in their session. The Vanderbilt University Institutional Review Board approved this research.</p>
      </sec>
      <sec>
        <title>Data Collection and Measures</title>
        <p>Before the usability testing session, enrolled patients were asked to complete a short questionnaire before their interview. The questionnaire included basic demographic questions, including items about computer and smartphone usage and internet access, as well as validated measures of health literacy [<xref ref-type="bibr" rid="ref43">43</xref>] and numeracy [<xref ref-type="bibr" rid="ref44">44</xref>]. In addition, data regarding comorbidities were extracted from participants’ medical record as reported by the physicians within the patients’ problem list.</p>
        <p>Each participant received a standardized introduction to the dashboard and the <italic>think-aloud</italic> procedure that allows testing observers to understand and track a participant’s thought processes as they navigate the dashboard [<xref ref-type="bibr" rid="ref45">45</xref>]. One of the authors (ALT) led each session using a semistructured interview guide, while another author (WM) observed and took notes. With a dashboard prototype that contained fictitious patient data, participants were asked to perform common standardized tasks including logging in, retrieving HbA<sub>1c</sub> data, messaging their doctor, setting a reminder, and setting a goal. The tasks were designed to represent what typical users might do when visiting their dashboard. All participants accessed and navigated the dashboard using a 15-inch MacBook Pro 11,3 (2014 generation) with an external mouse and Chrome Web browser with default resolution. In addition, after participants attempted each assigned task (eg, message your doctor), the interviewers used open-ended questions outlined in the interview guide to elicit participants’ (1) expectations for the feature’s functionality, (2) ability to comprehend the information displayed, (3) ability to navigate to and from the feature, (4) satisfaction with the feature, and (5) how the feature might be improved. Each session was audio-recorded, and the computer screen was video-recorded using QuickTime Player (Apple Inc, Cupertino, CA).</p>
        <p>To assess and quantify participant satisfaction with the dashboard, at the conclusion of their usability session, participants completed 12 items from the Computer System Usability Questionnaire (CSUQ), which assess participants’ perceptions of the dashboard’s ease of use, likability of the interface, and overall satisfaction using a 7-point Likert response scale (1=strongly disagree to 7=strongly agree), with 7 indicating the highest possible satisfaction [<xref ref-type="bibr" rid="ref46">46</xref>].</p>
      </sec>
      <sec>
        <title>Data Analysis</title>
        <sec>
          <title>Task Completion Analysis</title>
          <p>Task completion was coded with a usability rating scale utilized in prior studies [<xref ref-type="bibr" rid="ref47">47</xref>-<xref ref-type="bibr" rid="ref49">49</xref>]. Task completion was rated on a 5-category scale: (1) successful/straightforward, (2) successful/prolonged, (3) partial, (4) unsuccessful/prolonged, and (5) gave up [<xref ref-type="bibr" rid="ref47">47</xref>]. Two coders first coded the same usability session video (not used in the analysis) to calibrate their coding. They subsequently coded the remaining videos independently. Disagreements were resolved by consensus, and both coders were blinded to the dashboard prototype representing the initial prototype and the prototypes that were revisions.</p>
        </sec>
        <sec>
          <title>Interview Analysis</title>
          <p>Audio files of interviews were submitted to a professional transcription service, Rev.com Inc (San Francisco, CA). Transcripts were checked for accuracy and identifying information was removed. Deidentified transcripts were imported into NVivo 10 (version 10; QSR International, Burlington, VT) for coding and analysis. Similar to other health app usability studies [<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref50">50</xref>], we used selective coding to capture participants’ comments about usability concerns [<xref ref-type="bibr" rid="ref51">51</xref>]. Participant comments were sorted into categories that addressed 3 elements of usability: design, efficiency of use, and content and terminology [<xref ref-type="bibr" rid="ref52">52</xref>]. A research assistant with training in qualitative methods coded all interviews. After the initial coding, a second trained coder reviewed each code and noted any discrepancies. The 2 coders then met and resolved any differences by consensus. Illustrative quotes from participants were edited slightly for grammar and clarity for inclusion in this paper. Participants’ comments informed revisions to the dashboard prototype.</p>
        </sec>
      </sec>
      <sec>
        <title>Statistical Analysis</title>
        <p>Descriptive statistics were used to characterize the study participants, task completion, and survey data. All analyses were completed with SAS version 9.4 (SAS Institute, Inc, Cary, NC).</p>
      </sec>
      <sec>
        <title>Stop Criteria</title>
        <p>Data analysis began after the initial round of testing, and the authors used the findings to inform prototype revisions before the subsequent round of testing. Additional rounds of testing were conducted until the majority of participants within a round of testing (1) were able to successfully complete all tasks, (2) indicated high overall satisfaction with the dashboard as assessed by the overall satisfaction item on the CSUQ (score≥6), and (3) expressed no new usability concerns during the interview (ie, saturation).</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Participants</title>
        <p><xref ref-type="table" rid="table1">Table 1</xref> shows participant characteristics. The sample (N=14) comprised 5 patients in round 1, 3 patients in round 2, and 6 patients in round 3; at this point, the authors reached their stop criteria. Participants’ mean age was 63 years (range 45-78 years), 57% (8/14) were female, and 50% (7/14) were white. All participants reported using a home computer, and 64% (9/14) reported using a smartphone. All participants had home internet access. Most participants had one or more comorbid diseases in addition to diabetes.</p>
      </sec>
      <sec>
        <title>Task-Based Usability</title>
        <p><xref ref-type="fig" rid="figure6">Figure 6</xref> illustrates task performance among the 5 participants in round 1 who tested the initial prototype compared with the 6 participants in round 3 who tested the final prototype. Participants attempted 5 tasks that ranged in complexity from logging in to setting a reminder.</p>
        <sec>
          <title>Tasks: (A) Log-In and (B) Set a Goal</title>
          <p>All participants in both rounds straightforwardly logged in to the dashboard and set a goal.</p>
        </sec>
        <sec>
          <title>Task: (C) Identify Most Recent Hemoglobin A 
          <sub>1c</sub></title>
          <p>Only one participant in the initial round of testing was able to identify their most recent HbA<sub>1c</sub> value from the dashboard. Most participants had difficulty interpreting the dial display, were confused regarding which icon on the dial indicated the user’s most current value, and could not comprehend the HbA<sub>1c</sub> data. In response, the authors revised the data display design and status indicator icons. They relocated the features aimed at facilitating patients’ understanding of their health data, including a hover over info icon providing a nontechnical description of the measure (eg, HbA<sub>1c</sub>) and links to literacy level–sensitive educational materials so they were adjacent to the data (see <xref ref-type="fig" rid="figure1">Figure 1</xref> initial prototype and <xref ref-type="fig" rid="figure7">Figure 7</xref> final prototype). After revisions, all 6 participants in the final round were able to complete the task and comprehend their data.</p>
        </sec>
        <sec>
          <title>Task: (D) Message Doctor’s Office</title>
          <p>All 5 participants in the initial round were able to message their doctor’s office; however, 2 participants hesitated or demonstrated some confusion despite completing the task. Participants indicated that they were accustomed to using the existing messaging icon within the header of the patient portal, and some struggled to locate the messaging icon within the dashboard. After revising the icon in response to feedback (ie, larger text, adding color and a button icon), the majority of participants in the final round successfully completed the task. However, 3 participants continued to initially attempt messaging via the existing icon in the header, one of whom completed the task only after being directed to the correct button icon.</p>
          <table-wrap position="float" id="table1">
            <label>Table 1</label>
            <caption>
              <p>Participant characteristics.</p>
            </caption>
            <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
              <col width="30"/>
              <col width="220"/>
              <col width="200"/>
              <col width="200"/>
              <col width="200"/>
              <col width="150"/>
              <thead>
                <tr valign="top">
                  <td colspan="2">Characteristic</td>
                  <td>Total (N=14)</td>
                  <td>Round 1 (N=5)</td>
                  <td>Round 2 (N=3)</td>
                  <td>Round 3 (N=6)</td>
                </tr>
              </thead>
              <tbody>
                <tr valign="top">
                  <td colspan="2">Age (years), mean (SD)</td>
                  <td>63.4 (11.0)</td>
                  <td>62.2 (10.3)</td>
                  <td>75.7 (3.2)</td>
                  <td>58.2 (9.9)</td>
                </tr>
                <tr valign="top">
                  <td colspan="2"><bold>Age (years), n (%)</bold></td>
                  <td><break/></td>
                  <td><break/></td>
                  <td><break/></td>
                  <td><break/></td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>40-49</td>
                  <td>1 (7)</td>
                  <td>0 (0)</td>
                  <td>0 (0)</td>
                  <td>1 (16)</td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>50-59</td>
                  <td>4 (29)</td>
                  <td>2 (40)</td>
                  <td>0 (0)</td>
                  <td>2 (33)</td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>60-69</td>
                  <td>4 (29)</td>
                  <td>2 (40)</td>
                  <td>0 (0)</td>
                  <td>2 (33)</td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>70-79</td>
                  <td>5 (36)</td>
                  <td>1 (20)</td>
                  <td>3 (100)</td>
                  <td>1 (16)</td>
                </tr>
                <tr valign="top">
                  <td colspan="2"><bold>Gender, n (%)</bold></td>
                  <td><break/></td>
                  <td><break/></td>
                  <td><break/></td>
                  <td><break/></td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>Female</td>
                  <td>8 (57)</td>
                  <td>3 (60)</td>
                  <td>0 (0)</td>
                  <td>5 (83)</td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>Male</td>
                  <td>6 (43)</td>
                  <td>2 (40)</td>
                  <td>3 (100)</td>
                  <td>1 (17)</td>
                </tr>
                <tr valign="top">
                  <td colspan="2"><bold>Race, n (%)</bold></td>
                  <td><break/></td>
                  <td><break/></td>
                  <td><break/></td>
                  <td><break/></td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>White</td>
                  <td>7 (50)</td>
                  <td>3 (60)</td>
                  <td>1 (33)</td>
                  <td>3 (50)</td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>African American</td>
                  <td>3 (21)</td>
                  <td>1 (20)</td>
                  <td>1 (33)</td>
                  <td>1 (17)</td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>Asian</td>
                  <td>2 (14)</td>
                  <td>1 (20)</td>
                  <td>1 (33)</td>
                  <td>0 (0)</td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>Other</td>
                  <td>2 (14)</td>
                  <td>0 (0)</td>
                  <td>0 (0)</td>
                  <td>2 (33)</td>
                </tr>
                <tr valign="top">
                  <td colspan="2"><bold>Education</bold>, <bold>n (%)</bold></td>
                  <td><break/></td>
                  <td><break/></td>
                  <td><break/></td>
                  <td><break/></td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>High school degree / graduate equivalency degree</td>
                  <td>1 (7)</td>
                  <td>1 (20)</td>
                  <td>0 (0)</td>
                  <td>0 (0)</td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>Some college</td>
                  <td>3 (21)</td>
                  <td>1 (20)</td>
                  <td>0 (0)</td>
                  <td>2 (33)</td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>College degree</td>
                  <td>5 (36)</td>
                  <td>1 (20)</td>
                  <td>2 (67)</td>
                  <td>2 (33)</td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>Postgraduate degree</td>
                  <td>5 (36)</td>
                  <td>2 (40)</td>
                  <td>1 (33)</td>
                  <td>2 (33)</td>
                </tr>
                <tr valign="bottom">
                  <td colspan="2">Health literacy, mean (range<sup>a</sup>)</td>
                  <td>13.4 (11-15)</td>
                  <td>13.2 (12-15)</td>
                  <td>12.7 (11-15)</td>
                  <td>14.0 (13-15)</td>
                </tr>
                <tr valign="bottom">
                  <td colspan="2">Numeracy, mean (range<sup>b</sup>)</td>
                  <td>15.0 (7-18)</td>
                  <td>13.0 (7-18)</td>
                  <td>17.0 (16-18)</td>
                  <td>15.7 (10-18)</td>
                </tr>
                <tr valign="bottom">
                  <td colspan="2">Home computer user<sup>c</sup>, n (%)</td>
                  <td>14 (100)</td>
                  <td>5 (100)</td>
                  <td>3 (100)</td>
                  <td>6 (100)</td>
                </tr>
                <tr valign="top">
                  <td colspan="2">Smartphone user, n (%)</td>
                  <td>9 (64)</td>
                  <td>3 (60)</td>
                  <td>2 (67)</td>
                  <td>4 (67)</td>
                </tr>
                <tr valign="top">
                  <td colspan="2">Home internet access, n (%)</td>
                  <td>14 (100)</td>
                  <td>5 (100)</td>
                  <td>3 (100)</td>
                  <td>6 (100)</td>
                </tr>
                <tr valign="top">
                  <td colspan="2"><bold>Comorbidities, n (%)</bold></td>
                  <td><break/></td>
                  <td><break/></td>
                  <td><break/></td>
                  <td><break/></td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>Hyperlipidemia</td>
                  <td>10 (71)</td>
                  <td>3 (60)</td>
                  <td>3 (100)</td>
                  <td>4 (67)</td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>Atherosclerotic cardiovascular disease</td>
                  <td>3 (21)</td>
                  <td>0 (0)</td>
                  <td>1 (33)</td>
                  <td>2 (33)</td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>Hypertension</td>
                  <td>7 (50)</td>
                  <td>2 (40)</td>
                  <td>3 (100)</td>
                  <td>2 (33)</td>
                </tr>
                <tr valign="top">
                  <td><break/></td>
                  <td>Chronic kidney disease</td>
                  <td>3 (21)</td>
                  <td>1 (20)</td>
                  <td>1 (33)</td>
                  <td>1 (17)</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="table1fn1">
                <p><sup>a</sup>Possible score range: 3 (worst) to 15 (best).</p>
              </fn>
              <fn id="table1fn2">
                <p><sup>b</sup>Possible score range: 3 (worst) to 18 (best).</p>
              </fn>
              <fn id="table1fn3">
                <p><sup>c</sup>Includes desktops, laptops, or tablets.</p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
          
        <fig id="figure6" position="float">
          <label>Figure 6</label>
          <caption>
            <p>Task-based usability ratings for initial and final prototype iterations. The asterisk indicates that one participant within the final round of testing was not asked to complete the task due to time constraints. HbA1c: hemoglobin A1c.</p>
          </caption>
          <graphic xlink:href="humanfactors_v5i3e26_fig6.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        
        <fig id="figure7" position="float">
            <label>Figure 7</label>
            <caption>
              <p>Screenshot of final dashboard prototype. A<sub>1c</sub>: hemoglobin A<sub>1c</sub>.</p>
            </caption>
            <graphic xlink:href="humanfactors_v5i3e26_fig7.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
          </fig>
        
        
       </sec>
        <sec>
          <title>Task: (E) Set a Reminder</title>
          <p>Only 2 participants in round 1 were able to set a reminder on the dashboard. Participants struggled to set the frequency of recurrence and a stop date for reminders they wished to receive only for a specified time. Subsequently, the authors revised the layout of the “set reminder” pop up window to include a clear start and stop date and time, as well as a drop-down menu to set recurrences (eg, daily, weekly, etc). After revisions, 4 of 6 participants in round 3 were able to set a reminder, with one additional participant successfully completing the task with prolonged effort.</p>
        </sec>
      </sec>
      <sec>
        <title>Participant Interviews</title>
        <p><xref ref-type="table" rid="table2">Table 2</xref> shows the participants’ comments about usability concerns grouped by usability area. Several revisions were made in response to participants’ usability concerns, including revisions to the display of patients’ health data and star status, icons indicating the patient’s value and “patients like me” value, standardizing educational links and adding diet information, grouping and standardizing action items, enlarging the font size, and providing a frequently asked questions page (see <xref ref-type="fig" rid="figure1">Figure 1</xref> initial prototype and <xref ref-type="fig" rid="figure7">Figure 7</xref> final prototype).</p>
      </sec>
      <sec>
        <title>Satisfaction Survey</title>
        <p><xref ref-type="table" rid="table3">Table 3</xref> reports mean scores for the CSUQ items among participants in round 1 who tested the initial prototype compared with participants in round 3 who tested the final prototype. Participants who tested the initial prototype and those who tested the final prototype rated the usability above average (ie, scores &#62;4 on a 7-point scale) for all 12 items. The mean score for all 12 items improved between the initial and final prototypes.</p>
        <table-wrap position="float" id="table2">
          <label>Table 2</label>
          <caption>
            <p>Participants’ concerns with dashboard usability.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="290"/>
            <col width="0"/>
            <col width="680"/>
            <thead>
              <tr valign="top">
                <td colspan="3">Usability element and unique concern type</td>
                <td>Illustrative quote</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="4"><bold>Design</bold></td>
              </tr>
              <tr valign="top">
                <td><break/></td>
                <td>Font size</td>
                <td colspan="2"><italic>It’s very clear to me but I would definitely want to enlarge the size of the font.</italic></td>
              </tr>
              <tr valign="top">
                <td><break/></td>
                <td>Patient status indicator</td>
                <td colspan="2"><italic>I don’t know what [the indicator] is supposed to be. Still I want to figure it out. The person’s goal would be about 6.2 and the actual would be 7.5. Is that correct?</italic></td>
              </tr>
              <tr valign="top">
                <td><break/></td>
                <td>Reminder functionality</td>
                <td colspan="2"><italic>That’s a reminder, oh! That’s a clock symbol. Gotcha. It could be clearer [laughs].</italic></td>
              </tr>
              <tr valign="top">
                <td><break/></td>
                <td>Patients like me indicator</td>
                <td colspan="2"><italic>Not clear that this [icon] is for individual. This [icon] is for group. Up to here [group icon], just add one more figure so that will show more people.</italic></td>
              </tr>
              <tr valign="top">
                <td><break/></td>
                <td>Star rating</td>
                <td colspan="2"><italic>There’s a star over here, on this side, but does it indicate the same thing as the star rating over here? By rating, is that telling me that I’m doing poor, good, with my goals?</italic></td>
              </tr>
              <tr valign="top">
                <td><break/></td>
                <td>Hover over functionality</td>
                <td colspan="2"><italic>No I wouldn’t have known [I could hover over]. Once you clicked, then I realized.</italic></td>
              </tr>
              <tr valign="top">
                <td><break/></td>
                <td>Goal setting functionality</td>
                <td colspan="2"><italic>The end date [for the goal], you’re talking about the last day of your, I don’t get that. The end date [for the goal]. Help me.</italic></td>
              </tr>
              <tr valign="top">
                <td colspan="4"><bold>Efficiency of use</bold></td>
              </tr>
              <tr valign="top">
                <td><break/></td>
                <td>Redundancy</td>
                <td colspan="2"><italic>I mean those two things [my medical concerns drop down menu] and the message subject [free text; are the same].</italic></td>
              </tr>
              <tr valign="top">
                <td colspan="4"><bold>Content and terminology</bold></td>
              </tr>
              <tr valign="top">
                <td><break/></td>
                <td>Historical values</td>
                <td colspan="2"><italic>I’d actually like to see what my last three [HbA<sub>1c</sub>] were.</italic></td>
              </tr>
              <tr valign="top">
                <td><break/></td>
                <td>Medical jargon</td>
                <td colspan="2"><italic>I don’t even know what [microalbumin] is. I’ve never heard of that.</italic></td>
              </tr>
              <tr valign="top">
                <td><break/></td>
                <td>Diet information</td>
                <td colspan="2"><italic>If you could just do something about diet. I don’t see that on there anywhere. I mean, because that’s like a big part of it, like what can I eat, what should I eat.</italic></td>
              </tr>
              <tr valign="top">
                <td><break/></td>
                <td>Online community</td>
                <td colspan="2"><italic>You’re not going to be able to communicate with other patients and talk about the key things they do for support. That might be something you would add.</italic></td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <table-wrap position="float" id="table3">
          <label>Table 3</label>
          <caption>
            <p>Computer system usability questionnaire survey items assessing the dashboard usability: initial versus final prototype.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="500"/>
            <col width="250"/>
            <col width="250"/>
            <thead>
              <tr valign="top">
                <td>Item</td>
                <td>Initial prototype (n=5), mean (SD)</td>
                <td>Final prototype (n=6), mean (SD)</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Overall, I am satisfied with how easy it is to use this system.</td>
                <td>5.6 (1.1)</td>
                <td>6.3 (0.8)</td>
              </tr>
              <tr valign="top">
                <td>It is simple to use this system.</td>
                <td>6.0 (0.8)</td>
                <td>6.3 (0.8)</td>
              </tr>
              <tr valign="top">
                <td>I feel comfortable using this system.</td>
                <td>5.7 (1.3)</td>
                <td>6.5 (1.3)</td>
              </tr>
              <tr valign="top">
                <td>It was easy to learn to use this system.</td>
                <td>6.2 (0.8)</td>
                <td>6.5 (0.8)</td>
              </tr>
              <tr valign="top">
                <td>It is easy to find the information I need.</td>
                <td>5.6 (1.5)</td>
                <td>4.8 (1.2)</td>
              </tr>
              <tr valign="top">
                <td>The information provided with the system is easy to understand.</td>
                <td>5.4 (1.7)</td>
                <td>5.8 (1.2)</td>
              </tr>
              <tr valign="top">
                <td>The organization of information on the system screens is clear.</td>
                <td>4.2 (2.2)</td>
                <td>6.5 (0.5)</td>
              </tr>
              <tr valign="top">
                <td>The interface of this system is pleasant.</td>
                <td>5.4 (1.3)</td>
                <td>6.5 (0.5)</td>
              </tr>
              <tr valign="top">
                <td>I like using the interface of this system.</td>
                <td>5.4 (1.1)</td>
                <td>6.5 (0.5)</td>
              </tr>
              <tr valign="top">
                <td>The system has all the functions and capabilities I expect it to have.</td>
                <td>6.0 (0.7)</td>
                <td>6.2 (0.8)</td>
              </tr>
              <tr valign="top">
                <td>Overall, I am satisfied with this system.</td>
                <td>5.8 (0.4)</td>
                <td>6.7 (0.5)</td>
              </tr>
              <tr valign="top">
                <td>The system is visually appealing.</td>
                <td>5.8 (1.3)</td>
                <td>6.5 (0.5)</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>Our study illustrates the use of design sprint methodology alongside mixed-methods, task-based usability testing in the design of a Web-based intervention for patients with diabetes. By using this design approach, we were able to rapidly create a prototype and rigorously assess task-based usability before any programming. Task-based usability testing and qualitative analysis of interviews with a small number of participants quickly identified usability challenges that led to improvements in successive iterations. Participant feedback informed changes in the data display that led to improved comprehension of diabetes health data. Participants’ usability satisfaction surveys demonstrated a high level of satisfaction with the dashboard that improved from initial to final prototype. The final prototype incorporated recommended strategies to enhance patient activation across the engagement spectrum, from providing educational resources to promoting behavior change through rewards (see <xref ref-type="fig" rid="figure8">Figure 8</xref>) [<xref ref-type="bibr" rid="ref16">16</xref>].</p>
      </sec>
      <sec>
        <title>Building Upon Prior Research</title>
        <p>Several prior studies have reported the design and usability of patient-facing health apps and Web-based interventions for patients with diabetes [<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref53">53</xref>-<xref ref-type="bibr" rid="ref58">58</xref>]. Approaches to the design of these health apps and Web-based interventions typically employ some variation of user-centered design [<xref ref-type="bibr" rid="ref56">56</xref>-<xref ref-type="bibr" rid="ref59">59</xref>]. A significant limitation of prior design approaches is the time and cost involved with the rapidly evolving pace of technology [<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref61">61</xref>]. This study is the first in our knowledge to report the design of a digital health intervention using design sprint methodology and demonstrate its utility in efficiently and effectively designing a Web-based intervention that is satisfying to use.</p>
        <p>By utilizing design sprint methodology, we were able to create a viable initial prototype within 5 days. Given the rapidly evolving technology and patient expectations of health technology [<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref62">62</xref>], efficient yet rigorous design methodology is essential. We were able to enhance the scientific rigor of the design sprint approach by using validated measures of usability [<xref ref-type="bibr" rid="ref46">46</xref>] and task-performance [<xref ref-type="bibr" rid="ref47">47</xref>-<xref ref-type="bibr" rid="ref49">49</xref>], as well as an established qualitative methodology to analyze interviews and determine saturation [<xref ref-type="bibr" rid="ref51">51</xref>]. This approach allows usability concerns to be identified before programming, potentially saving the researcher both time and money. Consistent with the findings of Nielsen, we found that the majority of usability problems were identified in the first 5 usability evaluations, with diminishing returns after the eighth evaluation [<xref ref-type="bibr" rid="ref40">40</xref>-<xref ref-type="bibr" rid="ref42">42</xref>]. While enrolling additional participants in our study may have revealed additional usability concerns, our sample was sufficient to establish a minimally viable product (eg, final prototype) that allowed us to proceed to program the dashboard with the reasonable confidence that most usability issues were identified and addressed. As with any app or website, ongoing attention to user feedback and iterative improvements are likely to continue indefinitely as technology and users evolve. Although some usability studies employ a large number of participants, this is mostly done to provide sufficient sample size for quantitative analyses, and additional participants yield relatively few new usability concerns [<xref ref-type="bibr" rid="ref40">40</xref>-<xref ref-type="bibr" rid="ref42">42</xref>]. In addition, our usability findings build upon other recent studies of patient-facing diabetes health apps [<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref59">59</xref>]. Georgsson et al used a similar mixed-methods approach to evaluate the usability of their mHealth system for diabetes type 2 self-management [<xref ref-type="bibr" rid="ref53">53</xref>]. Similar to this study, their study included task-based testing with a <italic>think-aloud</italic> protocol, semistructured interviews, and a questionnaire on patients’ experiences using their system. Consistent with Georgsson et al, we found a mixed-methods approach resulted in a comprehensive understanding of usability. Our study extends these findings by demonstrating the effectiveness of this approach to objectively assess and track usability in response to iterative revisions of a prototype in the design phase.</p>
        <fig id="figure8" position="float">
          <label>Figure 8</label>
          <caption>
            <p>Recommended strategies for patient activation and paired dashboard functionality by level of patient engagement.The asterisk refers to the engagement pyramid reported by Singh et al, 2016 [<xref ref-type="bibr" rid="ref16">16</xref>]. HbA<sub>1c</sub>: hemoglobin A<sub>1c</sub>.</p>
          </caption>
          <graphic xlink:href="humanfactors_v5i3e26_fig8.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <p>Our study also has implications for the design of patient portals and the display of patients’ health data. By giving patients direct access to their health data, patient portals can improve patient engagement [<xref ref-type="bibr" rid="ref63">63</xref>] and empower patients to actively participate in their care [<xref ref-type="bibr" rid="ref64">64</xref>]. However, research suggests that patients struggle to understand health data communicated to them via patient portals [<xref ref-type="bibr" rid="ref65">65</xref>]. A recent study by Giardian et al suggests that current patient portals do not display health data in a patient-centered way, which can lead to misunderstandings and patient distress [<xref ref-type="bibr" rid="ref66">66</xref>]. In our study, patients had difficulty comprehending HbA<sub>1c</sub> data in the dial display (<xref ref-type="fig" rid="figure1">Figure 1</xref>) that improved with ruler display (<xref ref-type="fig" rid="figure7">Figure 7</xref>), demonstrating the importance of user-centered design. Although the content was relatively unchanged, we revised the display based on user feedback, resulting in increased comprehension and improved visibility of features aimed at facilitating patients’ understanding of their health data.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>This study has important limitations. We recruited a convenience sample of patients from a single, large, urban academic medical center that may limit the generalizability of our findings. Our sample included patients who were more educated and had greater computer and internet access than the overall population of patients with diabetes [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref68">68</xref>]. For future studies, researchers should consider purposive sampling to recruit patients with specific characteristics. Given the known barriers to usability among older patients [<xref ref-type="bibr" rid="ref15">15</xref>], a strength of our sample was the inclusion of a majority of patients over the age of 60 years that allowed us to ensure the dashboard usability among this demographic. In addition, although we were able to directly observe individual users as they attempted several assigned tasks using the dashboard, our data are subject to the Hawthorne effect (ie, altered behavior due to an awareness of being observed). Similarly, we did not collect data on how patients would engage with the dashboard on their own. It would be useful to collect <italic>actual-use</italic> data in future studies including the level of engagement with specific dashboard functions over time. Although we designed the dashboard with elements aimed at increasing patient activation, this study focused on the design and task-based usability of the dashboard and not on the evaluation of its impact. Further research is needed to test the efficacy of the dashboard on cognitive, behavioral, and clinical outcomes including patient activation.</p>
        <p>Researchers and others considering using design sprint methodology should also consider some of the limitations of the approach. Although a standard design sprint that unfolds over 5 days is generally recommended [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>], researchers may wish to experiment with shorter, or more likely, longer sprints. Design sprint methodology relies on understanding the user (ie, the consumer and their needs), and in some instances, it may be necessary to spend additional time before the design sprint to understand the target user and their needs and challenges. In our case, a literature review on the patients’ experiences with portal use, challenges with diabetes self-management, and the limitations of existing diabetes apps provided insights about our target users. Design sprints also rely heavily on the ideas generated from the solutions sketched by team members on day 2. Therefore, this phase of idea generation should not be shortened and may, in fact, benefit from more time.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>In conclusion, the results underscore the value of design sprint methodology to efficiently create a viable user-centric prototype of a Web-based intervention and the importance of mixed-methods evaluation of usability as a part of the design phase beginning with the initial prototype. Design sprints offer an efficient way to define the problem, assess the needs of users, iteratively generate ideas and develop a viable product for testing, whereas usability evaluation methods ensure health apps and Web-based interventions appeal to users and support their use.</p>
      </sec>
    </sec>
  </body>
  <back>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">CSUQ</term>
          <def>
            <p>Computer System Usability Questionnaire</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">HbA<sub>1c</sub></term>
          <def>
            <p>hemoglobin A1c</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">HMW</term>
          <def>
            <p>how might we</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">MHAV</term>
          <def>
            <p>My Health at Vanderbilt</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">UX</term>
          <def>
            <p>user experience</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb6">VAPC</term>
          <def>
            <p>Vanderbilt Adult Primary Care</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb7">VUMC</term>
          <def>
            <p>Vanderbilt University Medical Center</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>This work was supported by the National Institute of Diabetes and Digestive and Kidney Diseases / National Institutes of Health (K23DK106511 and 2P30DK092986-07) and the National Center for Advancing Translational Sciences / National Institutes of Health UL1 TR000445. We are grateful to Ricardo J Trochez, BA, and Kemberlee R Bonnet, MA, for their assistance as coders.</p>
    </ack>
    <fn-group>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
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