<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2022.895474</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Supervised mHeath Exercise Improves Health Factors More Than Self-Directed mHealth Exercise: A Clinical Controlled Study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Hu</surname> <given-names>Yukun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Yong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Qi</surname> <given-names>XiaoYa</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1644789/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Xu</surname> <given-names>XiaoYang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Rahmani</surname> <given-names>Jamal</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1284208/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Bai</surname> <given-names>Ruixue</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Mei</surname> <given-names>Ying</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1718945/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Health Management, The Second Hospital Affiliated to Chongqing Medical University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Public Health and Health Management, Chongqing Medical University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Cancer Research Center, Shahid Beheshti University of Medical Sciences</institution>, <addr-line>Tehran</addr-line>, <country>Iran</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Bruno Bonnech&#x000E8;re, University of Oxford, United Kingdom</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Giorgia Varallo, University of Parma, Italy; Kagiso Ndlovu, University of Botswana, Botswana</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Ying Mei <email>2437668114&#x00040;qq.com</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Digital Public Health, a section of the journal Frontiers in Public Health</p></fn></author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>08</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>895474</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>03</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>06</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2022 Hu, Zhang, Qi, Xu, Rahmani, Bai and Mei.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Hu, Zhang, Qi, Xu, Rahmani, Bai and Mei</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license> </permissions>
<abstract>
<p>Wearable physical activity trackers are getting popular for the self-management of weight despite limited evidence of their efficacy. Studies have proven that on-site supervised exercise is superior to unsupervised exercise for many health problems, there is no evidence comparing the effectiveness of remote supervision exercise with self-directed exercise based on mHealth. This study aims to compare the effects of mHealth-based supervised exercise to mHealth-based self-directed exercise on weight control in the overweight and obese population. A nonrandomized controlled clinical study was conducted. Overweight or obese volunteers were given personalized exercise prescriptions based on their HRR (Heart Rate Reserve), all patients were equipped with wearable heartbeat trackers to follow their exercise performance and additional remote supervisions were added to the intervention group. Exercise performances, weight losses, and health examinations were compared between 2 groups after 12 weeks of follow-up. Analysis of covariance (ANCOVA) was used to determine any differences between study groups after intervention. Two groups had the same rate of attrition in 12 weeks of follow-up, but the exercising day, the effective exercising day and the rate of effective exercising day in the supervised group were higher than those in the control group. Weight loss was &#x02212;2.7 &#x000B1; 2.8 kg in the intervention group and &#x02212;2.0 &#x000B1; 2.9 kg in the control group (<italic>P</italic> = 0.23). Compared with the control group, participants in the intervention group improved their liver function, kidney function, fasting blood sugar, total cholesterol, and triglyceride. mHealth-based supervised exercise is more effective in health factors improvement than mHealth-based self-directed exercise among overweight and obesity participants.</p></abstract>
<kwd-group>
<kwd>mHealth</kwd>
<kwd>exercise</kwd>
<kwd>obesity</kwd>
<kwd>overweight</kwd>
<kwd>heartbeat tracker</kwd>
</kwd-group>
<contract-sponsor id="cn001">Hefei Institutes of Physical Science, Chinese Academy of Sciences<named-content content-type="fundref-id">10.13039/501100007121</named-content></contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="26"/>
<page-count count="7"/>
<word-count count="4658"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Overweight and obesity, as one of the leading risks for death and disability globally in 2019 (<xref ref-type="bibr" rid="B1">1</xref>), have become a major public health problem in China and around the world. The recent China national data showed that nearly 50% of adults were overweight or obese and the trend is still going upward (<xref ref-type="bibr" rid="B2">2</xref>).</p>
<p>Many studies have shown that taking enough physical activity is an effective way for weight loss and other health benefits (<xref ref-type="bibr" rid="B3">3</xref>&#x02013;<xref ref-type="bibr" rid="B5">5</xref>). In addition, literature has also shown that supervised exercise by offering encouragement and motivation resulted in a higher adherence and more health benefits than unsupervised exercise for people with obesity (<xref ref-type="bibr" rid="B6">6</xref>), diabetes (<xref ref-type="bibr" rid="B7">7</xref>), and intermittent claudication (<xref ref-type="bibr" rid="B8">8</xref>). However, most of the studies about supervised exercise were on-site in clinic settings with face-to-face instructions, which makes it costly, resource-intensive, and difficult to implement at other venues. Therefore, in community settings, the prescription of exercise therapy is usually as simple as &#x0201C;go home and walk.&#x0201D;</p>
<p>Mobile health (mHealth) is defined by the WHO as medical or public health practices supported by mobile devices, such as mobile phones, wearable devices, and other personal wireless devices (<xref ref-type="bibr" rid="B9">9</xref>). Physical activity can be monitored by using wearable trackers, such as pedometers, accelerometers, and heart-rate trackers (<xref ref-type="bibr" rid="B10">10</xref>). For the efficacy of wearable devices on obesity, two systematic reviews suggested may be a better option than a standard weight loss program (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>). However, as commercialized physical activity trackers are getting more and more popular for self-management, one scholar who said &#x0201C;wearable devices as facilitators, not drivers of health behaviors&#x0201D;(<xref ref-type="bibr" rid="B13">13</xref>), believed that wearable devices alone have limited effects on behaviors engagement like exercise. This may be true because Jakicic et al. found wearable trackers may not offer an advantage over standard behavioral weight loss approaches (<xref ref-type="bibr" rid="B14">14</xref>). Therefore, the combination of supervised exercise with self-directed exercise may be a promising strategy for weight management.</p>
<p>In fact, data generated by wearable devices can be used not only for customers to self-manageme but also for professionals to supervise exercise remotely. However, many studies on wearable devices with professional supervision and feedback had minimal or standard care as control (<xref ref-type="bibr" rid="B15">15</xref>), which made it impossible to estimate the effects of wearable devices-based remote supervision while wearable devices-based self-directed exercise was involved in the intervention group at the same time.</p>
<p>As supervision can be realized by expanding the using of data from wearable devices, introducing remote supervision into the mHealth-based weight control program might be a useful strategy to enhance the effects of weight control. However, the specific effects of remotely supervised exercise on weight control have not been fully documented. This study is therefore aimed to investigate the clinical effects of heartbeat tracker-mediated remotely supervised exercise on overweight and obesity.</p></sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec>
<title>Study Design</title>
<p>This study is a prospective, nonrandomized controlled study approved by the Ethics Committee of Chongqing Medical University (s2018-065-01). Eligible participants were recruited and informed for consent to take part. Due to limited wearable devices, intervention and control trials were conducted one by one.</p></sec>
<sec>
<title>Participants</title>
<p>Overweight/obese residents in Chongqing city were recruited. A recruitment advertisement was posted on the official website of the Second Affiliated Hospital of Chongqing Medical University. When a candidate came to the hospital with an appointment, an interview was conducted to evaluate the eligibility for inclusion. The inclusive and exclusive criteria were as follows:</p>
<p>Inclusive criteria: (1) man or woman (2); age between 18 and 65; (3) 24 &#x02264; body mass index (BMI) &#x0003C;40; (3) no habit of routine exercise; (4) no plan to join other exercise programs during the trial; (5) not on a diet for weight loss; (6) not taking a drug for weight loss; and (7) low to medium risk of cardiocerebrovascular disease.</p>
<p>Exclusive criteria: (1) wearing a heart pacemaker, peripheral nerve stimulator, insulin pump, intravascular stent, or metal heart valve; (2) mental or body disability to follow instructions; (3) pregnancy or plan to be pregnant during the trial; and (4) severe arrhythmia, Brugada syndrome, and other systemic diseases.</p>
<p>Recruitment was divided into two stages. Candidates recruited from 2019-7 to 2019-10 were rolled in the intervention group, while others recruited from 2019-11 to 2019-12 were rolled in the control group.</p>
<p>Two regular health examinations (at the baseline and the endpoint) were provided to all eligible participants as incentives (worth 50 dollars).</p></sec>
<sec>
<title>Intervention</title>
<p>The intervention had three core components of management: (1) a personalized exercise prescription; (2) a heartbeat tracker and paired mobile phone App; and (3) an online chatroom.</p>
<p>The personalized exercise prescription was based on each person&#x00027;s Heart Rate Reserve (HRR), effective exercising was defined as the heartbeat rate reaching 40&#x02013;60% of HRR [i.e., moderate-intensity exercise (<xref ref-type="bibr" rid="B16">16</xref>) for at least 30 min cumulatively per exercise session]. Participants were required to do effective exercise at least 3 days per week, without limitation of exercise types.</p>
<p>A bracelet (Mio-Fuse) that can trace heartbeat was lent to participants. the paired App which can retrieve data from the bracelet by Blue-tooth&#x02122; was installed on the participant&#x00027;s smartphone. Participants were instructed to wear and turn on the bracelet when exercising. Visualized feedback of exercise performances and historic records are provided by App to participants. When this App was running, exercise data were automatically synchronized to the cloud server by the network for researchers to access by a computer station and make personalized feedback accordingly.</p>
<p>An exclusive online chatroom that supports multimedia messages, such as text, pictures, audio, and short video, was created in the Wechat App (a smartphone application of Tencent Company, China) for each group. Researchers in the intervention group chatroom were active to instruct, remind and encourage participants to follow exercise prescriptions based on their daily exercise data. Participants were also encouraged to share their exercise accomplishments and experiences in their chatroom. The mHealth system used in this study is illustrated in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>The structure and components of supervised mHealth exercise.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Terminal</bold></th>
<th valign="top" align="left"><bold>Devices</bold></th>
<th valign="top" align="left"><bold>Details</bold></th>
<th valign="top" align="left"><bold>Functions</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">For users</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td/>
<td valign="top" align="left">Bracelet</td>
<td valign="top" align="left">Heartbeat sensor</td>
<td valign="top" align="left">Data gathering</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Smartphone</td>
<td valign="top" align="left">Bracelet paired App</td>
<td valign="top" align="left">Data feedback (self-directed exercise)<break/> Data relaying</td>
</tr>
<tr>
<td/>
<td/>
<td valign="top" align="left">Wechat App group</td>
<td valign="top" align="left">Professional feedback (supervised exercise)<break/> Peers feedback<break/> Questions and answers</td>
</tr>
<tr>
<td valign="top" align="left">For researchers</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td/>
<td valign="top" align="left">Computer station with internet access</td>
<td valign="top" align="left">Bracelet paired app</td>
<td valign="top" align="left">Accessing users&#x00027; data</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Smartphone</td>
<td valign="top" align="left">Wechat App group</td>
<td valign="top" align="left">Sending personalized feedback (supervision)<break/> Questions and answers</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>For the integration of weight management, dietary recommendations and a reference menu were given at baseline to promote a low-fat low-calorie diet. However, monitoring of diet was not arranged.</p></sec>
<sec>
<title>Control Group</title>
<p>All participants were recruited and managed in the same way as the intervention group as if we just launched our second round of weight program. But this time the online chatroom was only for the questions and answers purpose. Researchers in this chatroom usually stayed mute and did nothing of trying to intervene in their exercise. Participants in the control group did not realize they were treated as the control because they were blinded, which means they do not know what the intervention really looks like. They exclusively depended on the heartbeat tracker to do self-directed exercise as prescribed, as most wearable device buyers will do.</p></sec>
<sec>
<title>Outcomes</title>
<p>The primary outcomes were exercising performance (exercising day, effective exercising day, and rate of effective exercising) and weight loss, and the secondary outcomes were blood pressure and lab tests.</p></sec>
<sec>
<title>Data Collection</title>
<p>At baseline, interviews were conducted to collect demographic information. Then, physical examinations were performed, and fasting blood was collected for measuring liver enzymes, lipids, glucose, and renal function. After 12 weeks of follow-up, the same examinations were repeated. All measurements were conducted in the hospital by following standard procedures. Daily exercise data were retrieved from cloud services.</p></sec>
<sec>
<title>Data Analysis</title>
<p>The Kolmogorov&#x02013;Smirnov test was used to check the normality of the distribution of numeric variables. Data are expressed as mean (SD). Differences in group mean at baseline characteristics were demonstrated using one-way ANOVA in continuous variables and the chi-square test in categorical variables. To determine any differences between study groups after intervention analysis of covariance (ANCOVA) was used. A significant level was set at 0.05 for all comparisons. All statistical analyses were performed by using SPSS 19.0 software.</p></sec></sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Characteristics of Participants</title>
<p>All participants were residents of Chongqing city. They usually were well educated and savvy about kinds of smart devices due to their popularity in all metropolitan cities in China, Chongqing included. The trial design and flowchart are presented in <xref ref-type="fig" rid="F1">Figure 1</xref>. The proportion of participants who completed trials in the intervention group (51.6%) and the control group (46.2%) was not different (<italic>P</italic> = 0.562). Younger and higher BMI participants in the intervention group were more likely to lose follow-up (both <italic>P</italic> &#x0003C; 0.05). The sex, age, height, weight, and BMI of participants who survived trials in two groups were not different (all <italic>P</italic> &#x0003E; 0.05) (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Study flow diagram.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-10-895474-g0001.tif"/>
</fig>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Characteristics of participants.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th/>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Intervention group</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Control group</bold></th>
<th valign="top" align="center"><bold><italic>P1</italic></bold></th>
<th valign="top" align="center"><bold><italic>P2</italic></bold></th>
<th valign="top" align="center"><bold><italic>P3</italic></bold></th>
</tr>
<tr>
<th/>
<th valign="top" align="center"><bold>Lost (<italic>n</italic> &#x0003D; 33)</bold></th>
<th valign="top" align="center"><bold>Stay (<italic>n</italic> &#x0003D; 31)</bold></th>
<th valign="top" align="center"><bold>Lost (<italic>n</italic> &#x0003D; 24)</bold></th>
<th valign="top" align="center"><bold>Stay (<italic>n</italic> &#x0003D; 28)</bold></th>
<th/>
<th/>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">sex</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">0.119</td>
<td valign="top" align="center">0.103</td>
<td valign="top" align="center">0.779</td>
</tr>
<tr>
<td valign="top" align="left">Male (<italic>n</italic>,%)</td>
<td valign="top" align="center">17 (63.0%)</td>
<td valign="top" align="center">10 (37.0%)</td>
<td valign="top" align="center">14 (58.3%)</td>
<td valign="top" align="center">10 (41.7%)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Female (<italic>n</italic>,%)</td>
<td valign="top" align="center">16 (43.2%)</td>
<td valign="top" align="center">21 (56.8%)</td>
<td valign="top" align="center">10 (35.7%)</td>
<td valign="top" align="center">18 (64.3%)</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Age (year)</td>
<td valign="top" align="center">32.3 &#x000B1; 9.1</td>
<td valign="top" align="center">38.3 &#x000B1; 8.5&#x0002A;</td>
<td valign="top" align="center">39.3 &#x000B1; 9.6</td>
<td valign="top" align="center">40.8 &#x000B1; 8.7</td>
<td valign="top" align="center">0.012</td>
<td valign="top" align="center">0.539</td>
<td valign="top" align="center">0.266</td>
</tr>
<tr>
<td valign="top" align="left">Height (cm)</td>
<td valign="top" align="center">165.9 &#x000B1; 9.6</td>
<td valign="top" align="center">165.1 &#x000B1; 10.2</td>
<td valign="top" align="center">164.9 &#x000B1; 9.1</td>
<td valign="top" align="center">161.7 &#x000B1; 7.0</td>
<td valign="top" align="center">0.755</td>
<td valign="top" align="center">0.156</td>
<td valign="top" align="center">0.200</td>
</tr>
<tr>
<td valign="top" align="left">Weight (kg)</td>
<td valign="top" align="center">81.69 &#x000B1; 16.3</td>
<td valign="top" align="center">75.4 &#x000B1; 13.0</td>
<td valign="top" align="center">78.6 &#x000B1; 12.6</td>
<td valign="top" align="center">73.2 &#x000B1; 8.6</td>
<td valign="top" align="center">0.096</td>
<td valign="top" align="center">0.072</td>
<td valign="top" align="center">0.569</td>
</tr>
<tr>
<td valign="top" align="left">BMI (kg/m<sup>2</sup>)</td>
<td valign="top" align="center">29.5 &#x000B1; 4.1</td>
<td valign="top" align="center">27.5 &#x000B1; 2.4&#x0002A;</td>
<td valign="top" align="center">28.8 &#x000B1; 3.2</td>
<td valign="top" align="center">27.9 &#x000B1; 2.0</td>
<td valign="top" align="center">0.021</td>
<td valign="top" align="center">0.234</td>
<td valign="top" align="center">0.389</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>P1, compared stay with loss in the intervention group; P2, compared stay with loss in the control group; P3, compared stay between intervention and control, BMI = weight(kg)/square[weight(m)]</italic>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>Exercising Performances</title>
<p>Weekly exercising day and weekly effective exercising day reached the peak in the second week and then attenuated by time in both groups with nearly the same pace, but participants in the intervention group had better exercise performances in all three aspects than the control groups (<xref ref-type="fig" rid="F2">Figure 2</xref>). The average weekly exercising day, weekly effective exercising day, and the rate of effective exercising day in 12 weeks in the intervention group were 3.5 &#x000B1; 0.8, 2.6 &#x000B1; 0.6, and 74.6 &#x000B1; 11.1%, respectively, which were higher than that (2.6 &#x000B1; 1.0, 1.5 &#x000B1; 0.6, and 60.0 &#x000B1; 11.7%, respectively) in the control group (all <italic>P</italic> &#x0003C; 0.05).</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Comparisons of exercising performance between two groups <bold>(A)</bold> control group, unsupervised; <bold>(B)</bold> intervention group, supervised.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-10-895474-g0002.tif"/>
</fig></sec>
<sec>
<title>Weight Losses</title>
<p>Weight loss was significantly in each group compared with baseline (all <italic>P</italic> &#x0003C; 0.01) (<xref ref-type="table" rid="T3">Table 3</xref>), but the average weight loss was not significant between the intervention group (2.7 &#x000B1; 2.8 kg) and the control group (2.0 &#x000B1; 2.9) (<italic>P</italic> = 0.23). The average change in BMI was not significant between two of the groups too (&#x02212;0.9 &#x000B1; 1.0 kg/m<sup>2</sup> in the intervention group and &#x02212;0.7 &#x000B1; 1.0 kg/m<sup>2</sup> in the control group; <italic>P</italic>-value: 0.29). When classified weight loss over 5% as having clinical significance (<xref ref-type="bibr" rid="B17">17</xref>), there were 41.9% of participants in the intervention group lost weight with clinical significance, compared to 21.4% in the control group (<italic>P</italic> = 0.07).</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Weight changes after 12 weeks of follow-up.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th/>
<th valign="top" align="center"><bold>Intervention</bold></th>
<th valign="top" align="center"><bold>Control</bold></th>
<th valign="top" align="center"><bold><italic>P&#x00023;</italic></bold></th>
</tr>
<tr>
<th/>
<th valign="top" align="center"><bold><italic>n</italic> &#x0003D; 31</bold></th>
<th valign="top" align="center"><bold><italic>n</italic> &#x0003D; 28</bold></th>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Weight change (kg)</td>
<td valign="top" align="center">&#x02212;3.3 &#x000B1; 2.5&#x0002A;</td>
<td valign="top" align="center">&#x02212;1.5 &#x000B1; 2.8&#x0002A;</td>
<td valign="top" align="center">0.009</td>
</tr>
<tr>
<td valign="top" align="left">BMI (kg/m<sup>2</sup>)</td>
<td valign="top" align="center">&#x02212;1.3 &#x000B1; 0.9&#x0002A;</td>
<td valign="top" align="center">&#x02212;0.5 &#x000B1; 1.0&#x0002A;</td>
<td valign="top" align="center">0.004</td>
</tr>
<tr>
<td valign="top" align="left">Over 5% weight loss (<italic>n</italic>,%)</td>
<td valign="top" align="center">13 (41.9%)</td>
<td valign="top" align="center">6 (21.4%)</td>
<td valign="top" align="center">0.079</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>&#x0002A;Compared with 0 at baseline (p &#x0003C;0.001); &#x00023;compared between intervention and control. BMI = weight(kg)/square[weight(m)]</italic>.</p>
</table-wrap-foot>
</table-wrap></sec>
<sec>
<title>Other Health Outcomes</title>
<p>Compared with the control group, participants in the intervention group improved their liver function (<italic>P</italic> &#x0003C; 0.05 for four liver enzymes) and kidney function (<italic>P</italic> &#x0003C; 0.05 for total bile, uric acid, and creatinine) (<xref ref-type="table" rid="T4">Table 4</xref>). <xref ref-type="fig" rid="F3">Figure 3</xref> provided differences in fasting blood lipids and glucose change between intervention and control groups. Fasting blood sugar (<italic>p</italic> value: 0.01), total cholesterol (<italic>p</italic> value: 0.03), and triglyceride (<italic>p</italic> value: 0.01) decreased in the intervention group compared to the control group, significantly (<italic>p</italic> &#x0003C; 0.05). However, there are not any significant differences in low-density lipoprotein (<italic>p</italic> value: 0.61) and high-density lipoprotein (<italic>p</italic>-value: 0.56) changes between intervention and control groups.</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Differences in health examinations between intervention and control groups.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th/>
<th valign="top" align="center"><bold>Intervention</bold></th>
<th valign="top" align="center"><bold>Control</bold></th>
<th valign="top" align="center"><bold><italic>P&#x0002A;</italic></bold></th>
</tr>
<tr>
<th/>
<th valign="top" align="center"><bold><italic>n</italic> &#x0003D; 31</bold></th>
<th valign="top" align="center"><bold><italic>n</italic> &#x0003D; 28</bold></th>
<th/>
</tr>
<tr>
<th/>
<th valign="top" align="center"><bold>Mean&#x000B1;SD</bold></th>
<th valign="top" align="center"><bold>Mean&#x000B1;SD</bold></th>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><bold>Blood pressure</bold></td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">SBP(mmHg)</td>
<td valign="top" align="center">&#x02212;3.5 &#x000B1; 10.5</td>
<td valign="top" align="center">&#x02212;0.7 &#x000B1; 11.1</td>
<td valign="top" align="center">0.335</td>
</tr>
<tr>
<td valign="top" align="left">DBP(mmHg)</td>
<td valign="top" align="center">&#x02212;2.5 &#x000B1; 8.0</td>
<td valign="top" align="center">&#x02212;1.6 &#x000B1; 7.6</td>
<td valign="top" align="center">0.677</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Liver function</bold></td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">ALP, u/L</td>
<td valign="top" align="center">&#x02212;3.8 &#x000B1; 6.9</td>
<td valign="top" align="center">6.3 &#x000B1; 11.9</td>
<td valign="top" align="center"><italic>0.001</italic></td>
</tr>
<tr>
<td valign="top" align="left">ALT, u/L</td>
<td valign="top" align="center">&#x02212;13.9 &#x000B1; 31.0</td>
<td valign="top" align="center">1.6 &#x000B1; 13.9</td>
<td valign="top" align="center"><italic>0.018</italic></td>
</tr>
<tr>
<td valign="top" align="left">AST, u/L</td>
<td valign="top" align="center">&#x02212;6.7 &#x000B1; 15.1</td>
<td valign="top" align="center">2.8 &#x000B1; 5.2</td>
<td valign="top" align="center"><italic>0.003</italic></td>
</tr>
<tr>
<td valign="top" align="left">GGT, u/L</td>
<td valign="top" align="center">&#x02212;9.2 &#x000B1; 13.4</td>
<td valign="top" align="center">1.3 &#x000B1; 9.9</td>
<td valign="top" align="center"><italic>0.001</italic></td>
</tr>
<tr>
<td valign="top" align="left"><bold>Kidney function</bold></td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Total bile, &#x003BC;mol/L</td>
<td valign="top" align="center">&#x02212;1.0 &#x000B1; 3.1</td>
<td valign="top" align="center">1.5 &#x000B1; 3.4</td>
<td valign="top" align="center"><italic>0.005</italic></td>
</tr>
<tr>
<td valign="top" align="left">Total protein, g/L</td>
<td valign="top" align="center">&#x02212;0.4 &#x000B1; 4.5</td>
<td valign="top" align="center">&#x02212;0.3 &#x000B1; 3.0</td>
<td valign="top" align="center">0.919</td>
</tr>
<tr>
<td valign="top" align="left">Globulin, g/L</td>
<td valign="top" align="center">&#x02212;1.0 &#x000B1; 3.8</td>
<td valign="top" align="center">&#x02212;0.2 &#x000B1; 2.2</td>
<td valign="top" align="center">0.351</td>
</tr>
<tr>
<td valign="top" align="left">Uric acid, &#x003BC;mol/L</td>
<td valign="top" align="center">&#x02212;29.9 &#x000B1; 57.0</td>
<td valign="top" align="center">6.9 &#x000B1; 39.8</td>
<td valign="top" align="center"><italic>0.007</italic></td>
</tr>
<tr>
<td valign="top" align="left">Urea, &#x003BC;mol/L</td>
<td valign="top" align="center">0.1 &#x000B1; 1.0</td>
<td valign="top" align="center">&#x02212;0.1 &#x000B1; 0.8</td>
<td valign="top" align="center">0.332</td>
</tr>
<tr>
<td valign="top" align="left">Creatinine, mmol/L</td>
<td valign="top" align="center">&#x02212;6.5 &#x000B1; 10.4</td>
<td valign="top" align="center">8.7 &#x000B1; 11.8</td>
<td valign="top" align="center"><italic>0.001</italic></td>
</tr>
<tr>
<td valign="top" align="left"><bold>Fasting blood lipids and glucose</bold></td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">TG, mmol/L</td>
<td valign="top" align="center">&#x02212;0.4 &#x000B1; 0.5</td>
<td valign="top" align="center">0.2 &#x000B1; 1.2</td>
<td valign="top" align="center"><italic>0.009</italic></td>
</tr>
<tr>
<td valign="top" align="left">TC, mmol/L</td>
<td valign="top" align="center">&#x02212;0.1 &#x000B1; 0.7</td>
<td valign="top" align="center">0.3 &#x000B1; 0.6</td>
<td valign="top" align="center">0.058</td>
</tr>
<tr>
<td valign="top" align="left">HDL, mmol/L</td>
<td valign="top" align="center">0.0 &#x000B1; 0.3</td>
<td valign="top" align="center">0.0 &#x000B1; 0.2</td>
<td valign="top" align="center">0.563</td>
</tr>
<tr>
<td valign="top" align="left">LDL, mmol/L</td>
<td valign="top" align="center">0.0 &#x000B1; 0.4</td>
<td valign="top" align="center">0.0 &#x000B1; 0.5</td>
<td valign="top" align="center">0.863</td>
</tr>
<tr>
<td valign="top" align="left">FBS, mmol/L</td>
<td valign="top" align="center">&#x02212;0.2 &#x000B1; 0.4</td>
<td valign="top" align="center">0.0 &#x000B1; 0.4</td>
<td valign="top" align="center">0.082</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>&#x0002A;Compared between intervention and control groups</italic>.</p>
</table-wrap-foot>
</table-wrap>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Differences of Fasting blood lipids and glucose between intervention and control groups (mmol/L). Compared between intervention and control groups with ANCOVA test and adjusting for the age, sex, and baseline amounts. FBS, fasting blood sugar; LDL, low density lipoprotein; HDL, high density lipoprotein; TG, triglyceride.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-10-895474-g0003.tif"/>
</fig></sec></sec>
<sec id="s4">
<title>Discussions</title>
<p>The supervised exercise which was usually conducted on-site has been proven to be effective compared with nonsupervised exercise on weight loss, glycemic control, claudication, or improved body composition (<xref ref-type="bibr" rid="B6">6</xref>&#x02013;<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B18">18</xref>). But this type of face-to-face supervision is costly and resource-intensive (<xref ref-type="bibr" rid="B12">12</xref>), which limits its application to overweight and obese individuals, who usually live in communities. On the contrary, remote supervision can be realized through wearable devices and modern communication technologies with more flexibility and resource-saving. Therefore, the effects of remote supervision on the exercise of overweight and obesity need to be evaluated before scaling up for weight control. Despite many studies provided online professional support based on behavior change theories, such as goal setting, education, reminder, and instruction, etc., and showed positive effects on weight loss (<xref ref-type="bibr" rid="B19">19</xref>), those online supports were given either without monitoring (<xref ref-type="bibr" rid="B20">20</xref>) or based only on a diary to report performances (<xref ref-type="bibr" rid="B21">21</xref>) which lacks in time-sensitivity. Some mHealth studies which showed short-term efficacy in weight loss were conducted with minimal or standard care (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>). In fact, studies which had directly compared the mHealth-based remote supervision to mHealth-based self-directed exercise are scarce (<xref ref-type="bibr" rid="B10">10</xref>). Therefore, the effects of remotely supervised exercise were far away of being well documented.</p>
<p>We at the baseline gave both groups a personalized exercise prescription for each of the participants and required them to wear heartbeat trackers which can feedback them to follow exercise prescriptions. In addition, researchers supervised exercise in the intervention group by checking performances daily, giving participants instructions, reminders, and encouragements accordingly. Our study showed that nearly 50% of participants lost in 12 weeks of follow-up in both groups, which was similar to the study of Lindner et al. (<xref ref-type="bibr" rid="B22">22</xref>). This study further confirmed that adhering to exercise is a big challenge in both groups, and even supervision had limited impacts on adherence. Participants who dropped out in our study may be not ready to do enough exercise for weight loss according to the stages of change theory (SCT) which was proposed by Prochaska (<xref ref-type="bibr" rid="B23">23</xref>). For those who completed the trial, the curve of exercise performance by the time was similar to the peak at the second week in both groups, which may indicate the effects of supervision are highly dependent on self-motivated exercise as was shown in the control group, i.e., if someone was self-motivated to do exercise, remote supervision will make them do it in a better way.</p>
<p>Usually, physical activity trackers were sold for people to do self-directed and nonsupervised exercise with or without peer competition or peer support. But Mitesh S. Patel believed that this type of exercise engagement may be easy for the already motivated and quantified-self audience but is likely to be difficult for a large group of people with difficult-to-manage chronic health conditions (<xref ref-type="bibr" rid="B13">13</xref>). Supervised exercise, no matter whether on-site or remote, will give people an awareness of being under observation which has a positive influence on behavior (<xref ref-type="bibr" rid="B24">24</xref>). Furthermore, supervision can also provide personalized feedback and skills which were believed critical for behavior-changing (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>). Therefore, supervised mHealth exercise may exert more profound effects on sustaining prescribed exercise than nonsupervised mHealth exercise.</p>
<p>Even so, our findings suggested that remote supervision could not motivate more people to complete trials but was only useful to those who had already been motivated to engage in regular exercise for at least 3 months. As maintaining long-term exercise is critical for weight control, whether the remotely supervised exercise can keep more people who survive 3 months trial engaging in exercise over 3 months than the wearable device-based self-directed exercise is warranted.</p>
<p>To our best knowledge, this study is the first time to compare the effects of mHealth-based remotely supervised exercise with mHealth-based self-directed exercise among overweight and obesity. This study provided solid evidence with proper control and enough sample size to assess the effects of mHealth-based remotely supervised exercise. But still, there were some limitations in this study. First, this study is a nonrandomized trial which may introduce bias in selection, but the baseline characteristics were comparable between the two groups which indicated selection bias is not obvious. Second, two arms of the trial were tested in tandem, therefore influences of season and implementation seem unavoidable. Third, the intervention duration was only 12 weeks, and the long-term effects of remote supervision are still uncertain. Last, as different supervision regimes and population characteristics may lead to different responses to exercise intervention (<xref ref-type="bibr" rid="B11">11</xref>), our results based on middle-aged volunteers with heartbeat tracking may not be generalized to other supervision regimes, wearable devices, and populations.</p>
<p>Physical activity tracker-based remotely supervised exercise can be introduced into a health and exercise program to enhance the effects of wearable devices-based self-directed exercise for overweight and obesity. But further studies are warranted to test the ability of wearable tracker-based supervision to maintain long-term exercise engagement.</p></sec>
<sec sec-type="data-availability" id="s5">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p></sec>
<sec id="s6">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and this study is a prospective, non-randomized controlled study approved by Ethics Committee of Chongqing Medical University (s2018-065-01). The patients/participants provided their written informed consent to participate in this study.</p></sec>
<sec id="s7">
<title>Author Contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p></sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>This research was funded by the following: Chongqing Medical Scientific Research Project (Joint project of Chongqing Health Commission and Science and Technology Bureau) (NO: 2021MSXM057); Humanities and Social Sciences Research Project of Chongqing Municipal Education Commission (NO: 22SKGH065). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</p></sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x00027;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec> </body>
<back>
<ack>
<p> Graduated students Lixia Peng, Mengxue Chen, Liling Tan, and Weiqian Duan took part in the data collection of this study.</p>
</ack>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Murray</surname> <given-names>CJ</given-names></name> <name><surname>Aravkin</surname> <given-names>AY</given-names></name> <name><surname>Zheng</surname> <given-names>P</given-names></name> <name><surname>Abbafati</surname> <given-names>C</given-names></name> <name><surname>Abbas</surname> <given-names>KM</given-names></name> <name><surname>Abbasi-Kangevari</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Global burden of 87 risk factors in 204 countries and territories, 1990&#x02013;2019: a systematic analysis for the Global Burden of Disease Study 2019</article-title>. <source>Lancet.</source> (<year>2020</year>) <volume>396</volume>:<fpage>1223</fpage>&#x02013;<lpage>49</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(20)30752-2</pub-id><pub-id pub-id-type="pmid">33069327</pub-id></citation></ref>
<ref id="B2">
<label>2.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zeng</surname> <given-names>Q</given-names></name> <name><surname>Li</surname> <given-names>N</given-names></name> <name><surname>Pan</surname> <given-names>XF</given-names></name> <name><surname>Chen</surname> <given-names>L</given-names></name> <name><surname>Pan</surname> <given-names>A</given-names></name></person-group>. <article-title>Clinical management and treatment of obesity in China</article-title>. <source>Lancet Diabetes Endocrinol.</source> (<year>2021</year>) <volume>9</volume>:<fpage>393</fpage>&#x02013;<lpage>405</lpage>. <pub-id pub-id-type="doi">10.1016/S2213-8587(21)00047-4</pub-id><pub-id pub-id-type="pmid">34022157</pub-id></citation></ref>
<ref id="B3">
<label>3.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Warburton</surname> <given-names>DE</given-names></name> <name><surname>Bredin</surname> <given-names>SS</given-names></name></person-group>. <article-title>Health benefits of physical activity: a systematic review of current systematic reviews</article-title>. <source>Curr Opin Cardiol.</source> (<year>2017</year>) <volume>32</volume>:<fpage>541</fpage>&#x02013;<lpage>56</lpage>. <pub-id pub-id-type="doi">10.1097/HCO.0000000000000437</pub-id><pub-id pub-id-type="pmid">28708630</pub-id></citation></ref>
<ref id="B4">
<label>4.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Swift</surname> <given-names>DL</given-names></name> <name><surname>McGee</surname> <given-names>JE</given-names></name> <name><surname>Earnest</surname> <given-names>CP</given-names></name> <name><surname>Carlisle</surname> <given-names>E</given-names></name> <name><surname>Nygard</surname> <given-names>M</given-names></name> <name><surname>Johannsen</surname> <given-names>NM</given-names></name></person-group>. <article-title>The effects of exercise and physical activity on weight loss and maintenance</article-title>. <source>Prog Cardiovasc Dis.</source> (<year>2018</year>) <volume>61</volume>:<fpage>206</fpage>&#x02013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1016/j.pcad.2018.07.014</pub-id><pub-id pub-id-type="pmid">30003901</pub-id></citation></ref>
<ref id="B5">
<label>5.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pedersen</surname> <given-names>BK</given-names></name> <name><surname>Saltin</surname> <given-names>B</given-names></name></person-group>. <article-title>Exercise as medicine&#x02013;evidence for prescribing exercise as therapy in 26 different chronic diseases</article-title>. <source>Scand J Med Sci Sports.</source> (<year>2015</year>) <volume>25</volume>:<fpage>1</fpage>&#x02013;<lpage>72</lpage>. <pub-id pub-id-type="doi">10.1111/sms.12581</pub-id><pub-id pub-id-type="pmid">26606383</pub-id></citation></ref>
<ref id="B6">
<label>6.</label>
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Nicola&#x000EF;</surname> <given-names>SPA</given-names></name> <name><surname>Kruidenier</surname> <given-names>LM</given-names></name> <name><surname>Leffers</surname> <given-names>P</given-names></name> <name><surname>Hardeman</surname> <given-names>R</given-names></name> <name><surname>Hidding</surname> <given-names>A</given-names></name> <name><surname>Teijink</surname> <given-names>JAW</given-names></name></person-group>. <article-title>Supervised exercise versus non-supervised exercise for reducing weight in obese adults</article-title>. <source>J Sports Med Phys Fitness</source>. (<year>2009</year>) 49: 85. <pub-id pub-id-type="doi">10.1016/j.jvs.2008.09.042</pub-id><pub-id pub-id-type="pmid">19188900</pub-id></citation></ref>
<ref id="B7">
<label>7.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gajanand</surname> <given-names>T</given-names></name> <name><surname>Keating</surname> <given-names>SE</given-names></name> <name><surname>Brown</surname> <given-names>WJ</given-names></name> <name><surname>Hordern</surname> <given-names>MD</given-names></name> <name><surname>Fassett</surname> <given-names>RG</given-names></name> <name><surname>Coombes</surname> <given-names>JS</given-names></name></person-group>. <article-title>Comparing the efficacy of supervised and unsupervised exercise training on glycaemic control in type 2 diabetes: a systematic review</article-title>. <source>Curr Diabetes Rev.</source> (<year>2020</year>) <volume>16</volume>:<fpage>570</fpage>&#x02013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.2174/1573399815666190212120404</pub-id><pub-id pub-id-type="pmid">30747073</pub-id></citation></ref>
<ref id="B8">
<label>8.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vemulapalli</surname> <given-names>S</given-names></name> <name><surname>Dolor</surname> <given-names>RJ</given-names></name> <name><surname>Hasselblad</surname> <given-names>V</given-names></name> <name><surname>Schmit</surname> <given-names>K</given-names></name> <name><surname>Banks</surname> <given-names>A</given-names></name> <name><surname>Heidenfelder</surname> <given-names>B</given-names></name> <etal/></person-group>. <article-title>Supervised vs unsupervised exercise for intermittent claudication: a systematic review and meta-analysis</article-title>. <source>Am Heart J.</source> (<year>2015</year>) <volume>169</volume>:<fpage>924</fpage>&#x02013;<lpage>37</lpage>. <pub-id pub-id-type="doi">10.1016/j.ahj.2015.03.009</pub-id><pub-id pub-id-type="pmid">26027632</pub-id></citation></ref>
<ref id="B9">
<label>9.</label>
<citation citation-type="book"><person-group person-group-type="author"><collab>World Health Organization</collab></person-group>. <source>New Horizons for Health Through Mobile Technologies</source>. <publisher-loc>Geneva</publisher-loc>: <publisher-name>World Health Organization.</publisher-name> (<year>2011</year>).</citation>
</ref>
<ref id="B10">
<label>10.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Joiner</surname> <given-names>KL</given-names></name> <name><surname>Nam</surname> <given-names>S</given-names></name> <name><surname>Whittemore</surname> <given-names>R</given-names></name></person-group>. <article-title>Lifestyle interventions based on the diabetes prevention program delivered via eHealth: a systematic review and meta-analysis</article-title>. <source>Prev Med.</source> (<year>2017</year>) <volume>100</volume>:<fpage>194</fpage>&#x02013;<lpage>207</lpage>. <pub-id pub-id-type="doi">10.1016/j.ypmed.2017.04.033</pub-id><pub-id pub-id-type="pmid">28456513</pub-id></citation></ref>
<ref id="B11">
<label>11.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cheatham</surname> <given-names>SW</given-names></name> <name><surname>Stull</surname> <given-names>KR</given-names></name> <name><surname>Fantigrassi</surname> <given-names>M</given-names></name> <name><surname>Motel</surname> <given-names>I</given-names></name></person-group>. <article-title>The efficacy of wearable activity tracking technology as part of a weight loss program: a systematic review</article-title>. <source>J Sports Med Phys Fitness.</source> (<year>2018</year>) <volume>58</volume>:<fpage>534</fpage>&#x02013;<lpage>48</lpage>. <pub-id pub-id-type="doi">10.23736/S0022-4707.17.07437-0</pub-id><pub-id pub-id-type="pmid">28488834</pub-id></citation></ref>
<ref id="B12">
<label>12.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>Y</given-names></name> <name><surname>Xue</surname> <given-names>H</given-names></name> <name><surname>Huang</surname> <given-names>Y</given-names></name> <name><surname>Huang</surname> <given-names>L</given-names></name> <name><surname>Zhang</surname> <given-names>D</given-names></name></person-group>. <article-title>A systematic review of application and effectiveness of mHealth interventions for obesity and diabetes treatment and self-management</article-title>. <source>Adv Nutr.</source> (<year>2017</year>) <volume>8</volume>:<fpage>449</fpage>&#x02013;<lpage>62</lpage>. <pub-id pub-id-type="doi">10.3945/an.116.014100</pub-id><pub-id pub-id-type="pmid">28507010</pub-id></citation></ref>
<ref id="B13">
<label>13.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Patel</surname> <given-names>MS</given-names></name> <name><surname>Asch</surname> <given-names>DA</given-names></name> <name><surname>Volpp</surname> <given-names>KG</given-names></name></person-group>. <article-title>Wearable devices as facilitators, not drivers, of health behavior change</article-title>. <source>JAMA.</source> (<year>2015</year>) <volume>313</volume>:<fpage>459</fpage>&#x02013;<lpage>60</lpage>. <pub-id pub-id-type="doi">10.1001/jama.2014.14781</pub-id><pub-id pub-id-type="pmid">25569175</pub-id></citation></ref>
<ref id="B14">
<label>14.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jakicic</surname> <given-names>JM</given-names></name> <name><surname>Davis</surname> <given-names>KK</given-names></name> <name><surname>Rogers</surname> <given-names>RJ</given-names></name> <name><surname>King</surname> <given-names>WC</given-names></name> <name><surname>Marcus</surname> <given-names>MD</given-names></name> <name><surname>Helsel</surname> <given-names>D</given-names></name> <etal/></person-group>. <article-title>Effect of wearable technology combined with a lifestyle intervention on long-term weight loss: the IDEA randomized clinical trial</article-title>. <source>JAMA.</source> (<year>2016</year>) <volume>316</volume>:<fpage>1161</fpage>&#x02013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1001/jama.2016.12858</pub-id><pub-id pub-id-type="pmid">27654602</pub-id></citation></ref>
<ref id="B15">
<label>15.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Direito</surname> <given-names>A</given-names></name> <name><surname>Carra&#x000E7;a</surname> <given-names>E</given-names></name> <name><surname>Rawstorn</surname> <given-names>J</given-names></name> <name><surname>Whittaker</surname> <given-names>R</given-names></name> <name><surname>Maddison</surname> <given-names>R</given-names></name></person-group>. <article-title>mHealth technologies to influence physical activity and sedentary behaviors: behavior change techniques, systematic review and meta-analysis of randomized controlled trials</article-title>. <source>Ann Behav Med.</source> (<year>2017</year>) <volume>51</volume>:<fpage>226</fpage>&#x02013;<lpage>39</lpage>. <pub-id pub-id-type="doi">10.1007/s12160-016-9846-0</pub-id><pub-id pub-id-type="pmid">27757789</pub-id></citation></ref>
<ref id="B16">
<label>16.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Garber</surname> <given-names>CE</given-names></name> <name><surname>Blissmer</surname> <given-names>B</given-names></name> <name><surname>Deschenes</surname> <given-names>MR</given-names></name> <name><surname>Franklin</surname> <given-names>BA</given-names></name> <name><surname>Lamonte</surname> <given-names>MJ</given-names></name> <name><surname>Lee</surname> <given-names>IM</given-names></name> <etal/></person-group>. <article-title>Quantity and quality of exercise for developing and maintaining cardiorespiratory, musculoskeletal, and neuromotor fitness in apparently healthy adults: Guidance for prescribing exercise</article-title>. <source>Med. Sci. Sports Exer.</source> (<year>2011</year>) <volume>43</volume>:<fpage>1334</fpage>.<pub-id pub-id-type="pmid">21694556</pub-id></citation></ref>
<ref id="B17">
<label>17.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Curry</surname> <given-names>SJ</given-names></name> <name><surname>Krist</surname> <given-names>AH</given-names></name> <name><surname>Owens</surname> <given-names>DK</given-names></name> <name><surname>Barry</surname> <given-names>MJ</given-names></name> <name><surname>Caughey</surname> <given-names>AB</given-names></name> <name><surname>Davidson</surname> <given-names>KW</given-names></name> <etal/></person-group>. <article-title>Behavioral weight loss interventions to prevent obesity-related morbidity and mortality in adults: US Preventive Services Task Force recommendation statement</article-title>. <source>JAMA.</source> (<year>2018</year>) <volume>320</volume>:<fpage>1163</fpage>&#x02013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1001/jama.2018.13022</pub-id><pub-id pub-id-type="pmid">30326502</pub-id></citation></ref>
<ref id="B18">
<label>18.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Westerterp</surname> <given-names>KR</given-names></name></person-group>. <article-title>Exercise, energy balance and body composition</article-title>. <source>Eur J Clin Nutr.</source> (<year>2018</year>) <volume>72</volume>:<fpage>1246</fpage>&#x02013;<lpage>50</lpage>. <pub-id pub-id-type="doi">10.1038/s41430-018-0180-4</pub-id><pub-id pub-id-type="pmid">34579060</pub-id></citation></ref>
<ref id="B19">
<label>19.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Samdal</surname> <given-names>GB</given-names></name> <name><surname>Eide</surname> <given-names>GE</given-names></name> <name><surname>Barth</surname> <given-names>T</given-names></name> <name><surname>Williams</surname> <given-names>G</given-names></name> <name><surname>Meland</surname> <given-names>E</given-names></name></person-group>. <article-title>Effective behaviour change techniques for physical activity and healthy eating in overweight and obese adults; systematic review and meta-regression analyses</article-title>. <source>Int J Behav Nutr Phys Activity.</source> (<year>2017</year>) <volume>14</volume>:<fpage>1</fpage>&#x02013;<lpage>14</lpage>. <pub-id pub-id-type="doi">10.1186/s12966-017-0494-y</pub-id><pub-id pub-id-type="pmid">28351367</pub-id></citation></ref>
<ref id="B20">
<label>20.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sorgente</surname> <given-names>A</given-names></name> <name><surname>Pietrabissa</surname> <given-names>G</given-names></name> <name><surname>Manzoni</surname> <given-names>GM</given-names></name> <name><surname>Re</surname> <given-names>F</given-names></name> <name><surname>Simpson</surname> <given-names>S</given-names></name> <name><surname>Perona</surname> <given-names>S</given-names></name> <etal/></person-group>. <article-title>Web-based interventions for weight loss or weight loss maintenance in overweight and obese people: a systematic review of systematic reviews</article-title>. <source>J Med Intern Res</source>. (<year>2017</year>) <volume>19</volume>:<fpage>e6972</fpage>. <pub-id pub-id-type="doi">10.2196/jmir.6972</pub-id><pub-id pub-id-type="pmid">28652225</pub-id></citation></ref>
<ref id="B21">
<label>21.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Oosterveen</surname> <given-names>E</given-names></name> <name><surname>Tzelepis</surname> <given-names>F</given-names></name> <name><surname>Ashton</surname> <given-names>L</given-names></name> <name><surname>Hutchesson</surname> <given-names>MJ</given-names></name></person-group>. <article-title>A systematic review of eHealth behavioral interventions targeting smoking, nutrition, alcohol, physical activity and/or obesity for young adults</article-title>. <source>Prev Med.</source> (<year>2017</year>) <volume>99</volume>:<fpage>197</fpage>&#x02013;<lpage>206</lpage>. <pub-id pub-id-type="doi">10.1016/j.ypmed.2017.01.009</pub-id><pub-id pub-id-type="pmid">28130046</pub-id></citation></ref>
<ref id="B22">
<label>22.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lindner</surname> <given-names>H</given-names></name> <name><surname>Menzies</surname> <given-names>D</given-names></name> <name><surname>Kelly</surname> <given-names>J</given-names></name> <name><surname>Taylor</surname> <given-names>S</given-names></name> <name><surname>Shearer</surname> <given-names>M</given-names></name></person-group>. <article-title>Coaching for behaviour change in chronic disease: a review of the literature and the implications for coaching as a self-management intervention</article-title>. <source>Aust J Prim Health.</source> (<year>2003</year>) <volume>9</volume>:<fpage>177</fpage>&#x02013;<lpage>85</lpage>. <pub-id pub-id-type="doi">10.1071/PY03044</pub-id><pub-id pub-id-type="pmid">23701944</pub-id></citation></ref>
<ref id="B23">
<label>23.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Prochaska</surname> <given-names>JO</given-names></name> <name><surname>Norcross</surname> <given-names>JC</given-names></name></person-group>. <article-title>Stages of change</article-title>. <source>Psychother Theory Res Pract Train</source>. (<year>2001</year>) <volume>38</volume>:<fpage>443</fpage>. <pub-id pub-id-type="doi">10.1037/0033-3204.38.4.443</pub-id></citation>
</ref>
<ref id="B24">
<label>24.</label>
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Fokkenrood</surname> <given-names>HJ</given-names></name> <name><surname>Bendermacher</surname> <given-names>BL</given-names></name> <name><surname>Lauret</surname> <given-names>GJ</given-names></name> <name><surname>Willigendael</surname> <given-names>EM</given-names></name> <name><surname>Prins</surname> <given-names>MH</given-names></name> <name><surname>Teijink</surname> <given-names>JA</given-names></name></person-group>. <article-title>Supervised exercise therapy versus non-supervised exercise therapy for intermittent claudication</article-title>. <source>Cochrane Database Syst Rev.</source> (<year>2013</year>) 23. <pub-id pub-id-type="doi">10.1002/14651858.CD005263.pub3</pub-id><pub-id pub-id-type="pmid">23970372</pub-id></citation></ref>
<ref id="B25">
<label>25.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Michie</surname> <given-names>S</given-names></name> <name><surname>Johnston</surname> <given-names>M</given-names></name> <name><surname>Francis</surname> <given-names>J</given-names></name> <name><surname>Hardeman</surname> <given-names>W</given-names></name> <name><surname>Eccles</surname> <given-names>M</given-names></name></person-group>. <article-title>From theory to intervention: mapping theoretically derived behavioural determinants to behaviour change techniques</article-title>. <source>Appl Psychol.</source> (<year>2008</year>) <volume>57</volume>:<fpage>660</fpage>&#x02013;<lpage>80</lpage>. <pub-id pub-id-type="doi">10.1111/j.1464-0597.2008.00341.x</pub-id></citation>
</ref>
<ref id="B26">
<label>26.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Van Hoye</surname> <given-names>K</given-names></name> <name><surname>Boen</surname> <given-names>F</given-names></name> <name><surname>Lefevre</surname> <given-names>J</given-names></name></person-group>. <article-title>The impact of different degrees of feedback on physical activity levels: a 4-week intervention study</article-title>. <source>Int J Environ Res Public Health.</source> (<year>2015</year>) <volume>12</volume>:<fpage>6561</fpage>&#x02013;<lpage>81</lpage>. <pub-id pub-id-type="doi">10.3390/ijerph120606561</pub-id><pub-id pub-id-type="pmid">26067990</pub-id></citation></ref>
</ref-list> 
</back>
</article>