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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JMU</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIR Mhealth Uhealth</journal-id>
      <journal-title>JMIR mHealth and uHealth</journal-title>
      <issn pub-type="epub">2291-5222</issn>
      <publisher>
        <publisher-name>JMIR Publications</publisher-name>
        <publisher-loc>Toronto, Canada</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">v8i4e15608</article-id>
      <article-id pub-id-type="pmid">32234708</article-id>
      <article-id pub-id-type="doi">10.2196/15608</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>Physician Anxiety and Burnout: Symptom Correlates and a Prospective Pilot Study of App-Delivered Mindfulness Training</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>Subnis</surname>
            <given-names>Utkarsh</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Huang</surname>
            <given-names>Zhilian</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author">
          <name name-style="western">
            <surname>Roy</surname>
            <given-names>Alexandra</given-names>
          </name>
          <degrees>BA</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-8065-2177</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Druker</surname>
            <given-names>Susan</given-names>
          </name>
          <degrees>MS</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-9854-4505</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Hoge</surname>
            <given-names>Elizabeth A</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-5513-2292</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Brewer</surname>
            <given-names>Judson A</given-names>
          </name>
          <degrees>MD, PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Brown University</institution>
            <addr-line>Box 1875</addr-line>
            <addr-line>Brown Mindfulness Center</addr-line>
            <addr-line>Providence, RI, </addr-line>
            <country>United States</country>
            <phone>1 401 863 2826</phone>
            <email>judson_brewer@brown.edu</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-8984-6704</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Brown University</institution>
        <addr-line>Providence, RI</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>University of Massachusetts Medical School</institution>
        <addr-line>Worcester, MA</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Georgetown University</institution>
        <addr-line>Washington, DC</addr-line>
        <country>United States</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Judson A Brewer <email>judson_brewer@brown.edu</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <month>4</month>
        <year>2020</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>1</day>
        <month>4</month>
        <year>2020</year>
      </pub-date>
      <volume>8</volume>
      <issue>4</issue>
      <elocation-id>e15608</elocation-id>
      <history>
        <date date-type="received">
          <day>24</day>
          <month>7</month>
          <year>2019</year>
        </date>
        <date date-type="rev-request">
          <day>25</day>
          <month>9</month>
          <year>2019</year>
        </date>
        <date date-type="rev-recd">
          <day>21</day>
          <month>10</month>
          <year>2019</year>
        </date>
        <date date-type="accepted">
          <day>28</day>
          <month>1</month>
          <year>2020</year>
        </date>
      </history>
      <copyright-statement>©Alexandra Roy, Susan Druker, Elizabeth A Hoge, Judson A Brewer. Originally published in JMIR mHealth and uHealth (http://mhealth.jmir.org), 01.04.2020.</copyright-statement>
      <copyright-year>2020</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR mHealth and uHealth, is properly cited. The complete bibliographic information, a link to the original publication on http://mhealth.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://mhealth.jmir.org/2020/4/e15608" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Physician burnout is on the rise, yet little is known about its relationship to anxiety. Mindfulness-based stress reduction has demonstrated decreases in anxiety, yet physicians have reported reluctance to engage in it due to significant time commitments.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>The aims of this study are to assess whether app-based mindfulness training can reduce anxiety in physicians and to explore if anxiety and burnout are correlated, thus leading to a reduction in both anxiety and burnout.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>This was a nonrandomized pilot study comprised of 34 physicians who worked in a large US health care network and reported having anxiety. The intervention was an app-based mindfulness program. The main outcome measure was anxiety, measured by the Generalized Anxiety Disorder-7 (GAD-7). The secondary outcome measures assessed burnout: cynicism and emotional exhaustion items from the Maslach Burnout Inventory.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>GAD-7 scores decreased significantly at posttreatment (1 month after treatment initiation, 48% reduction, <italic>P</italic>&#60;.001) and at the 3-month follow-up (57% reduction, <italic>P</italic>&#60;.001). There was a significant correlation between anxiety and burnout (cynicism: <italic>r</italic>=.43; <italic>P</italic>=.01; emotional exhaustion: <italic>r</italic>=.71; <italic>P</italic>&#60;.001). There was also a significant decrease in cynicism (50% reduction, <italic>P</italic>=.003 at posttreatment; 50% reduction, <italic>P</italic>=.009 at follow-up) and emotional exhaustion at both time points (20% reduction, <italic>P</italic>&#60;.001 at posttreatment; 20% reduction, <italic>P</italic>=.003 at follow-up).</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>This pilot study is the first to test an app-based mindfulness training program targeted at reducing anxiety with physicians and to demonstrate that in physicians, anxiety is correlated with burnout. These findings suggest that this may be an effective tool to reduce anxiety and burnout in physicians.</p>
        </sec>
        <sec sec-type="trial registration">
          <title>Trial Registration</title>
          <p>ClinicalTrials.gov NCT04137081; https://www.clinicaltrials.gov/ct2/show/NCT04137081</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>anxiety</kwd>
        <kwd>burnout</kwd>
        <kwd>mindfulness</kwd>
        <kwd>app</kwd>
        <kwd>mHealth</kwd>
        <kwd>physician</kwd>
        <kwd>smartphone</kwd>
        <kwd>digital therapeutics</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>Physician burnout has gained increasing attention and concern over the past several years due to its effects on physicians, the direct impact it has on patient care, and the increase in prevalence. A 2011 study found that 38% of physicians reported significant symptoms of burnout <italic>on a weekly basis,</italic> which is 10% higher than the general working population in the United States [<xref ref-type="bibr" rid="ref1">1</xref>]. By 2014, burnout had increased to 48% among physicians, nearly double that of the general working population, which had not shown increases in the same time period [<xref ref-type="bibr" rid="ref2">2</xref>].</p>
      <p>Symptoms of physician burnout include exhaustion, irritability, inability to concentrate, and cynicism, among other symptoms [<xref ref-type="bibr" rid="ref3">3</xref>,<xref ref-type="bibr" rid="ref4">4</xref>]. Burnout has been reported to be associated with sleep disturbances, marital difficulties, depression, and anxiety [<xref ref-type="bibr" rid="ref4">4</xref>]. Of note, while intuitive at face value, reported links between burnout and anxiety have largely been anecdotal. Burnout and anxiety may share similar presenting symptoms such as sleep disturbance and irritability; however, to date, no studies have directly assessed the correlation between these variables in physicians.</p>
      <p>Both institutional and individual factors are theorized to contribute to the significant increase in physician burnout over the past few years. Institutional contributors include an increase in patient loads, the introduction of electronic medical record systems, and an emphasis on cost management, among other factors [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref6">6</xref>]. Additionally, as the health care landscape has moved increasingly to larger corporate structures, physicians have found themselves progressively removed from their practices’ decision-making processes, including decisions pertaining to the length of patient visits and treatment approaches [<xref ref-type="bibr" rid="ref7">7</xref>]. This trend in burnout seems to be gaining momentum despite long-standing knowledge of key related and possible causal factors; a study of physicians practicing in two Kaiser Permanente regions in the 1990s found that the single most important predictor of physician burnout was a lack of “perceived control over the practice environment” [<xref ref-type="bibr" rid="ref8">8</xref>]. This reduced sense of control has been associated with a tendency to perceive clinical ineffectiveness and “give up more easily” [<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref7">7</xref>].</p>
      <p>Interestingly, the link between a perceived lack of control and tendency to give up has been extensively studied in cognitive neuroscience contexts, aptly termed “learned helplessness” (for a review, see Maier et al) [<xref ref-type="bibr" rid="ref9">9</xref>]. Ironically, for physicians, this learned behavior may begin in medical school (or earlier), directly contributing to the development (or worsening) of anxiety and predisposing them to burnout [<xref ref-type="bibr" rid="ref10">10</xref>]. In particular, medical students are subject to environments and situations that trigger stress and anxiety responses that can be reinforced over time through well-described operant conditioning learning pathways (reinforcement learning, positive and negative reinforcement) that can lead to feelings of helplessness and anxiety. Necessary components for this type of learning include a trigger, behavior, and reward [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref12">12</xref>]. Positive reinforcement learning might happen when a medical student is asked a question during hospital rounds (historically referred to as a <italic>pimping</italic> – trigger); if she provides the correct response (behavior), she may be rewarded with praise (reward). If she replies incorrectly, she may learn through negative reinforcement by being encouraged to look up the answer, or castigated in front of the team. Both positive and negative reinforcement can perpetuate stress and anxiety as students compete to have “the best” answers and avoid humiliation, self-imposed or otherwise.</p>
      <p>On top of environmental causes and conditions, the high demands and inherent uncertainty in the practice of medicine may contribute to excessive worry, a core aspect of anxiety disorders [<xref ref-type="bibr" rid="ref13">13</xref>]. From a psychological standpoint, worry represents an attempt to engage in mental problem solving for an issue with an uncertain outcome [<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref15">15</xref>]. It has been suggested that a feeling of control over a situation can lead to the formation of a “habit loop” in which worry can be reinforced and perpetuated (ie, be positively reinforced, see <xref rid="figure1" ref-type="fig">Figure 1</xref>); though ironically, in this modern landscape where physician autonomy and shared decision-making are waning, this habit loop may compound anxiety and burnout [<xref ref-type="bibr" rid="ref16">16</xref>-<xref ref-type="bibr" rid="ref19">19</xref>]. The many pressures and institutional factors that contribute to burnout need to be addressed by health care systems; however, in the meantime, it may be possible to provide some tangible support to physicians.</p>
      <p>Mindfulness training (MT) is gaining evidence and interest as a potential treatment for anxiety [<xref ref-type="bibr" rid="ref20">20</xref>-<xref ref-type="bibr" rid="ref25">25</xref>]. Mindfulness can be defined as the awareness that arises when paying attention in the present moment, on purpose and nonjudgmentally [<xref ref-type="bibr" rid="ref26">26</xref>]. Through helping individuals observe emotions and bodily sensations instead of getting caught up in anxiety, MT has been theorized to directly target key reinforcement learning pathways [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref27">27</xref>]. Specifically, mindfulness helps individuals learn to identify perseverative worry thought patterns that reinforce anxiety habit loops and, importantly, to notice thoughts and emotions as mental and physical events and sensations instead of propagating the cycle. In other words, this objective observation decreases the degree to which individuals are identified with thoughts and emotions, effectively deconditioning or extinguishing the reinforcement learning process that perpetuates anxiety.</p>
      <p>It is also unclear whether anxiety predisposes physicians to burnout or is exacerbated by burnout, or if the two interact to feed off of each other. Several studies have found that MT specifically decreases burnout in physicians, though whether components of burnout are mediated through a reduction of anxiety or another mechanism remains unknown [<xref ref-type="bibr" rid="ref28">28</xref>-<xref ref-type="bibr" rid="ref30">30</xref>]. Regardless, these promising findings are suggestive that MT may effectively address at least some components of burnout; however, multi-month programs such as mindfulness-based stress reduction (MBSR) are time-intensive and difficult for many physicians to incorporate into their already busy schedules. For example, in one study, 44% of health care professionals randomized to an MBSR intervention could not complete the program due to a “lack of time” [<xref ref-type="bibr" rid="ref31">31</xref>]. This suggests a need for targeted mindfulness-based interventions that address anxiety yet are tailored to fit within physicians’ already busy lives.</p>
      <p>App-based smartphone interventions are increasingly used to deliver behavioral treatments because of their relative low cost, high fidelity, and broad availability. This new class of “digital therapeutics” may also be an effective way to deliver MT to physicians. For example, didactic training can be tailored to be delivered in short, daily modules (eg, 10 minutes/day) rather than weekly 2-hour sessions; brief, just-in-time mindfulness tools can be accessed on demand and in context when triggered by stress or anxiety. With these factors in mind, we developed an app-based MT program for anxiety that targets the underlying reinforcement learning pathways where anxiety develops and is perpetuated. From a path model perspective, MT could reduce anxiety via a reduction in worry or an increase in nonreactivity.</p>
      <p>Previously, we used the Obesity-Related Behavioral Intervention Trials framework to develop an app to target anxiety as a behavioral risk factor of interest (Phase I) [<xref ref-type="bibr" rid="ref32">32</xref>]. This study (Phase II) is the next logical step to perform a “preliminary, proof-of-concept test [in] a cost-effective way to determine if a treatment package can achieve benefit on a clinically significant target in a small, select sample.”</p>
      <p>The primary goal of this nonrandomized pilot study was to examine whether a mechanistically-based MT program delivered via app would reduce anxiety in physicians. In addition, the following questions were explored: are anxiety and burnout in physicians correlated, and can an app-based MT reduce physician burnout [<xref ref-type="bibr" rid="ref33">33</xref>]? The primary hypothesis of this study was that app-based MT would decrease anxiety, and the secondary hypotheses were that the anxiety would be correlated with burnout and that burnout would also be reduced.</p>
      <fig id="figure1" position="float">
        <label>Figure 1</label>
        <caption>
          <p>Development of a "habit loop" via positive and negative reinforcement [<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref19">19</xref>].</p>
        </caption>
        <graphic xlink:href="mhealth_v8i4e15608_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
      </fig>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Participants</title>
        <p>Physicians in the University of Massachusetts Memorial Health Care system (N=1100) were invited via email to a 30-day app-based MT program, Unwinding Anxiety (UA), geared toward anxiety. Inclusion criteria included: direct patient interaction; currently employed as a physician; owned a smartphone; answered yes to the following questions: do you feel nervous, anxious, or on edge, and do you feel you worry too much about different things?; endorsed willingness to use a mindfulness smartphone app for 10 minutes per day for 30 days; endorsed willingness to complete two surveys at 1 month and 3 months. There were no explicit exclusion criteria. Consenting participants were provided the UA app and received a $25 Amazon gift card for completion of each follow-up survey ($50 total). A control condition such as treat-as-usual was not used due to concerns about participant retention. The study was approved by the University of Massachusetts Medical School Institutional Review Board.</p>
      </sec>
      <sec>
        <title>Intervention</title>
        <p>The app-based MT program teaches individuals to understand how anxious worry is developed and perpetuated through reinforcement learning, how to recognize these anxiety habit loops, and how to bring mindful awareness to moments of stress and worry, so they can uncouple feelings of anxiety from reactive worry thinking and mindfully work with habitual mind states that perpetuate and reinforce anxiety. This process helps individuals “unlearn” or extinguish worry at a core mechanistic level. This experiential education is delivered via a smartphone-based platform<bold>,</bold> which includes a progression of more than 30 daily modules of brief didactic and experience-based MT (videos and animations, approximately 10 min/day, see <xref ref-type="boxed-text" rid="box1">Textbox 1</xref>), app-triggered check-ins, user-initiated guided meditations (5-15 minutes), and brief (30 seconds) on-demand mindfulness exercises to help disrupt anxiety cycles in vivo. The content for this intervention was developed based upon a combination of clinical experience for individuals with anxiety and previously developed in-person and app-based MT protocols for habit change that have yielded clinically-meaningful outcomes such as cessation of smoking or overeating [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref34">34</xref>-<xref ref-type="bibr" rid="ref36">36</xref>].</p>
        <boxed-text id="box1" position="float">
          <title>Overview of Unwinding Anxiety themes and content.</title>
          <p>
            <bold>Modules 1-7: goals; curiosity; reinforcement learning; body scan; self-monitoring</bold>
          </p>
          <p>Sets goals and introduces how habits are formed around worry (eg, reinforcement learning, distraction). Introduces curiosity to foster the nonjudgmental aspects of mindfulness and basic mindfulness practices including the body scan. Unpacks worry and fear both from a brain and behavior perspective<bold>.</bold></p>
          <p>
            <bold>Modules 8-14: noting practice; RAIN; barriers to change; reinforce concepts</bold>
          </p>
          <p>Introduces how to mindfully work with worry cues and affective states using RAIN (Recognize, Accept, Investigate, and Note what emotions feel like as they arise and pass away) [<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref37">37</xref>]. These also build on basic mindfulness using noting practice (the N of RAIN) during everyday life, and introduce additional animations to reinforce mindfulness concepts that show how we feed our anxiety by worry thinking and distraction.</p>
          <p>
            <bold>Modules 15-21: noting practice (cont’d); RAIN (cont’d); thinking vs knowing; (un)resistance</bold>
          </p>
          <p>Reinforces noting practice and continues to train and support self-kindness<bold>.</bold> Specifically addresses the difference between trying to think our way out of uncertainty (or anxiety), and resting in a kind curious awareness of it. Modules also focus on not resisting experience and not getting tripped up by worry thinking.</p>
          <p>
            <bold>Modules 22-30: noting practice (cont’d); RAIN (cont’d); working with uncertainty and change</bold>
          </p>
          <p>Help individuals reflect on their own “evidence base” for working with worry to solidify their shift from reactivity to mindfully being with emotions as a new habit.</p>
          <p>
            <bold>Modules 30+: Reinforcing concepts via “theme weeks” + individual customization via “personal week”</bold>
          </p>
          <p>8 or more themed weeks and unlimited personalization of content by picking modules to develop a custom “week” for review.</p>
        </boxed-text>
      </sec>
      <sec>
        <title>Outcome Measures</title>
        <p>Participants completed self-administered surveys at three different time points: baseline, one month (primary endpoint), and three months (secondary endpoint) after treatment initiation. Data related to age and program engagement, as measured by the number of modules completed, was obtained directly from the UA app. Each survey contained the following measures.</p>
        <sec>
          <title>Generalized Anxiety Disorder-7</title>
          <p>The Generalized Anxiety Disorder-7 (GAD-7) is a 7-item questionnaire that is clinically used for measuring and tracking anxiety severity [<xref ref-type="bibr" rid="ref38">38</xref>]. A 4-point Likert scale of frequency ranging from “not at all” to “nearly every day” is used to measure each item.</p>
        </sec>
        <sec>
          <title>Maslach Burnout Inventory</title>
          <p>Two single-item measures of emotional exhaustion and cynicism (originally called depersonalization) were included from the Maslach Burnout Inventory (MBI)-based on West’s [<xref ref-type="bibr" rid="ref39">39</xref>] research, which demonstrated that these measures provided information on likelihood of burnout among medical professionals equivalent to the complete 22-item questionnaire (single emotional exhaustion question, <italic>r<sub>s</sub></italic>=0.76-0.83; single cynicism question, <italic>r<sub>s</sub></italic>=0.61-0.72) [<xref ref-type="bibr" rid="ref40">40</xref>]. Furthermore, West [<xref ref-type="bibr" rid="ref41">41</xref>] confirmed the concurrent validity of the single items in relation to the complete MBI in a follow-up study with physicians in 2011. These were measured using a 7-point Likert scale of frequency that ranged from “never” to “every day”.</p>
        </sec>
        <sec>
          <title>Participant Satisfaction</title>
          <p>Participants were asked their likelihood to recommend the program to a friend on an 11-point Likert scale that ranged from “not at all likely” to “extremely likely”.</p>
        </sec>
      </sec>
      <sec>
        <title>Statistical Analysis</title>
        <p>The data was analyzed using R version 3.4.1 (R Foundation for Statistical Computing, Vienna, Austria). Friedman’s analysis of variance (ANOVA), a nonparametric test, was used to analyze the overall change in GAD-7 scores (primary outcome) and the single-item MBI scores (secondary outcomes) at the three time points due to the data having a nonnormal distribution. Post hoc analyses between the individual time points were analyzed using Wilcoxon signed-rank test and were corrected for multiple comparisons (Bonferroni). The relationship between GAD-7 and the single-item MBI scores was evaluated using Spearman’s correlation coefficient. Effect sizes were determined by dividing the z-score by the square root of the sample size to find Pearson’s <italic>r</italic> [<xref ref-type="bibr" rid="ref42">42</xref>]. This uses Cohen’s criteria for <italic>r</italic> where 0.1 is a small effect, 0.3 is a medium effect, and 0.5 is a large effect [<xref ref-type="bibr" rid="ref43">43</xref>].</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Profile of Participants</title>
        <p>A total of 57 participants met eligibility criteria and consented to participate during the spring and summer of 2018. Out of this group, 44 registered and downloaded the MT app. Out of 57 physicians, 34 (60%) were included in the final analysis (see Consolidated Standards of Reporting Trials diagram, <xref rid="figure2" ref-type="fig">Figure 2</xref>). The participant population was comprised of 25 women and 9 men who worked in health care for an average of 18 years (SD 10.25). The average age was 45 years (SD 8.89); although age data was not obtained for two individuals who completed the online surveys but did not download the smartphone app.</p>
        <fig id="figure2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>Consolidated Standards of Reporting Trials diagram. MT: mindfulness training.</p>
          </caption>
          <graphic xlink:href="mhealth_v8i4e15608_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Correlations Between Anxiety and Burnout</title>
        <p>There was a significant correlation between anxiety and burnout at baseline, 1 month, and 3 months (<xref ref-type="table" rid="table1">Table 1</xref>) posttreatment initiation.</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Correlations between anxiety and burnout scores at baseline, 1 month, and 3 months after initiating mindfulness training.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="220"/>
            <col width="280"/>
            <col width="120"/>
            <col width="240"/>
            <col width="140"/>
            <thead>
              <tr valign="top">
                <td>Variables</td>
                <td>GAD-7<sup>a</sup> x emotional exhaustion</td>
                <td><italic>P</italic> value</td>
                <td>GAD-7 x cynicism</td>
                <td><italic>P</italic> value</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Baseline</td>
                <td>0.71</td>
                <td>&#60;.001</td>
                <td>0.43</td>
                <td>.01</td>
              </tr>
              <tr valign="top">
                <td>1 month</td>
                <td>0.67</td>
                <td>&#60;.001</td>
                <td>0.53</td>
                <td>.001</td>
              </tr>
              <tr valign="top">
                <td>3 months</td>
                <td>0.53</td>
                <td>.001</td>
                <td>0.55</td>
                <td>&#60;.001</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table1fn1">
              <p><sup>a</sup>GAD-7: Generalized Anxiety Disorder-7.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Changes in Anxiety and Burnout</title>
        <p>Friedman’s ANOVA showed there were significant changes across the three time points for GAD-7 (x<sup>2</sup><sub>2</sub>=40.14, <italic>P</italic>&#60;.001), emotional exhaustion (x<sup>2</sup><sub>2</sub>=16.70, <italic>P</italic>&#60;.001), and cynicism (x<sup>2</sup><sub>2</sub>=10.13, <italic>P</italic>=.006).</p>
        <p><xref rid="figure3" ref-type="fig">Figure 3</xref> shows box and whisker plots for each time point; the horizontal line inside the box indicates the median while the top of the box indicates the third quartile, and the bottom represents the first quartile. The whiskers indicate the maximum and minimum values and the dots represent outliers. Participants demonstrated a 48% reduction in GAD-7 scores from baseline (median 11.50, interquartile range [IQR] 8-14.75) to 1 month (median 6, IQR 4-8.75, <italic>P</italic>&#60;.001, effect size 0.81; see <xref rid="figure3" ref-type="fig">Figure 3</xref>a) and a 57% reduction at 3 months (median 5, IQR 3.25-7.75, <italic>P</italic>&#60;.001, effect size 0.85).</p>
        <p>Participants reported a 50% reduction in cynicism scores from baseline (median 4, IQR 2-5) to 1 month (median 2, IQR 1-4, <italic>P</italic>=.003, effect size 0.54, <xref rid="figure3" ref-type="fig">Figure 3</xref>b) and a 50% reduction at 3 months (median 2, IQR 1-3.75, <italic>P</italic>=.009, effect size 0.49).</p>
        <p>Participants reported a 20% reduction in emotional exhaustion scores from baseline (median 5, IQR 3-5) to 1 month (median 4, IQR 3-5, <italic>P</italic>&#60;.001, effect size 0.63, <xref rid="figure3" ref-type="fig">Figure 3</xref>c) and a 20% reduction at 3 months (median 4, IQR 2-5, <italic>P</italic>=.003, effect size 0.56).</p>
        <fig id="figure3" position="float">
          <label>Figure 3</label>
          <caption>
            <p>Box and whisker plots at baseline, one month, and three months for: (a) Generalized Anxiety Disorder-7 scores; (b) cynicism scores from Maslach Burnout Inventory; and (c) emotional exhaustion scores from Maslach Burnout Inventory. Significance level is denoted by asterisks: *=.05; **=.01; ***=.001. GAD-7: Generalized Anxiety Disorder-7.</p>
          </caption>
          <graphic xlink:href="mhealth_v8i4e15608_fig3.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Participant Engagement and Satisfaction</title>
        <p>At 1 month, participants had completed an average of 11.03 (SD 9.51) modules of the 30-module program, and the average rating out of 10 for their likelihood to recommend the app to a friend was 7 (SD 2.79). At 3 months, participants had completed an average of 15.29 (SD 12.42) modules, and the average score for recommending the app was 8 out of 10 (SD 2.53).</p>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <p>This is the first study to directly test an app-delivered mindfulness-based treatment in anxious physicians and to assess the relationship between physician anxiety and burnout. We found preliminary evidence that app-based MT reduced both anxiety and burnout, demonstrating that this modality and type of training may be an accessible and possibly effective tool for helping busy physicians manage these conditions. We found significant correlations between anxiety and burnout at all time points, confirming the hypothesized link between the two. This is promising, as the majority of participants were midcareer and already experiencing anxiety and burnout. It is important to develop evidence-based tools to support these individuals in combatting burnout, as they are likely to spend at least an additional 15 years in the workforce. This work expands upon previous findings that a correlation exists between the anxiety, as measured by the State-Trait Anxiety Inventory, and burnout, as measured by the MBI, in health care workers in the 1990s [<xref ref-type="bibr" rid="ref10">10</xref>]. Additionally, this has also been shown in Chinese physicians using the Zung Self-Rating Anxiety scale and the Chinese version of the MBI [<xref ref-type="bibr" rid="ref44">44</xref>].</p>
      <p>This study builds on previous research that indicates that mindfulness-based interventions delivered in-person can decrease anxiety in individuals with moderate to severe anxiety (eg, generalized anxiety disorder) and decrease physician burnout [<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref46">46</xref>]. A large and growing number of app-based mindfulness and meditation trainings have emerged as treatment modalities for anxiety, yet few are theory-driven and even fewer are supported by clinical trials. As the field of digital therapeutics grows, it will be critical for new treatments to demonstrate mechanistic, empirical, and clinically meaningful effects. This study is unique in that it is the first to use app-based MT to directly target a theorized mechanism underlying anxiety (reinforcement learning) and link it to clinical outcomes (anxiety and burnout). These results demonstrate a proof-of-concept that app-based MT may be a promising modality for the treatment of anxiety in physicians and, perhaps, more broadly; however, carefully-designed randomized controlled studies in specific treatment realms are required as next steps.</p>
      <p>The link between anxiety and burnout may not be surprising at face value, but it is important to directly establish this correlation in physicians from both a scientific and treatment standpoint, as it informs both observations and outcomes. Specifically for this study, MT was directed toward reinforcement learning pathways that perpetuate anxiety. No modules or even references of burnout, cynicism, or emotional exhaustion were made in the MT program. We theorized that if anxiety and burnout were correlated, we might see a reduction in both symptoms by singularly addressing anxiety. This was indeed the case, and provides further explanatory power as to why MT might reduce burnout in anxious physicians, given the strong correlations that were found between the two.</p>
      <p>This study has several novel and notable findings; however, there are a number of limitations, including a relatively small and self-selected sample, a limited geographic area, and a single intervention arm. Proof-of-concept studies such as this one are a critical first step in exploring potential mechanisms and generating effect size calculations for larger randomized controlled trials. This study demonstrated that anxious physicians were willing to try an app-based MT program and might benefit from it. Another limitation is that the program was not tailored to physicians; it was designed to help anyone with moderate to severe anxiety.</p>
      <p>MT has shown promise in helping physicians reduce burnout. This study shows a strong link between anxiety and some personal aspects of burnout, such as cynicism, and that targeting anxiety may help reduce both. This study also suggests that app-based MT may have promise as an accessible, evidence-based tool to combat anxiety and correlated aspects of burnout in physicians; although causal claims cannot definitively be made until future randomized controlled studies are conducted.</p>
    </sec>
  </body>
  <back>
    <app-group/>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">ANOVA</term>
          <def>
            <p>analysis of variance</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">GAD-7</term>
          <def>
            <p>Generalized Anxiety Disorder-7</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">IQR</term>
          <def>
            <p>interquartile range</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">MBI</term>
          <def>
            <p>Maslach Burnout Inventory</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">MBSR</term>
          <def>
            <p>mindfulness-based stress reduction</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb6">MT</term>
          <def>
            <p>mindfulness training</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb7">UA</term>
          <def>
            <p>Unwinding Anxiety.</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>This study was supported by the Carl Akins Risk Management grant from the University of Massachusetts Memorial Medical Group. Thank you to Dr Eric Dickson, Eric Chang, Cheryl Laproire, and Alan Weston for their support with recruitment.</p>
    </ack>
    <fn-group>
      <fn fn-type="conflict">
        <p>JAB owns stock in MindSciences, the company that developed the mindfulness app used in this study. This financial interest has been disclosed to and is being managed by Brown University, in accordance with its Conflict of Interest and Conflict of Commitment policies. All other authors report no biomedical financial interests or potential conflicts of interest.</p>
      </fn>
    </fn-group>
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          <pub-id pub-id-type="doi">10.1007/s10608-014-9646-4</pub-id>
          <pub-id pub-id-type="medline">28316355</pub-id>
          <pub-id pub-id-type="pmcid">PMC5354303</pub-id>
        </nlm-citation>
      </ref>
    </ref-list>
  </back>
</article>
