<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "journalpublishing.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="2.0" xml:lang="en" article-type="research-article"><front><journal-meta><journal-id journal-id-type="nlm-ta">JMIR Ment Health</journal-id><journal-id journal-id-type="publisher-id">mental</journal-id><journal-id journal-id-type="index">16</journal-id><journal-title>JMIR Mental Health</journal-title><abbrev-journal-title>JMIR Ment Health</abbrev-journal-title><issn pub-type="epub">2368-7959</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">v12i1e64507</article-id><article-id pub-id-type="doi">10.2196/64507</article-id><article-categories><subj-group subj-group-type="heading"><subject>Original Paper</subject></subj-group></article-categories><title-group><article-title>Effect of a Tailored eHealth Physical Activity Intervention on Physical Activity and Depression During Postpartum: Randomized Controlled Trial (The Postpartum Wellness Study)</article-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Badon</surname><given-names>Sylvia E</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Oberman</surname><given-names>Nina</given-names></name><degrees>MPH</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Ramsey</surname><given-names>Maya</given-names></name><degrees>MPH</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Quesenberry</surname><given-names>Charles P</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Kurtovich</surname><given-names>Elaine</given-names></name><degrees>MPH</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Gomez Chavez</surname><given-names>Lizeth</given-names></name><degrees>BSPH</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Brown</surname><given-names>Susan D</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff2">2</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Albright</surname><given-names>Cheryl L</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff3">3</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Bhalala</surname><given-names>Mibhali</given-names></name><degrees>MD</degrees><xref ref-type="aff" rid="aff4">4</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Avalos</surname><given-names>Lyndsay A</given-names></name><degrees>MPH, PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib></contrib-group><aff id="aff1"><institution>Division of Research, Kaiser Permanente Northern California</institution><addr-line>4480 Hacienda Dr</addr-line><addr-line>Pleasanton</addr-line><addr-line>CA</addr-line><country>United States</country></aff><aff id="aff2"><institution>School of Medicine, University of California Davis</institution><addr-line>Davis</addr-line><addr-line>CA</addr-line><country>United States</country></aff><aff id="aff3"><institution>University of Hawaii at Manoa</institution><addr-line>Honolulu</addr-line><addr-line>HI</addr-line><country>United States</country></aff><aff id="aff4"><institution>Redwood City Medical Center, Kaiser Permanente Northern California</institution><addr-line>Redwood City</addr-line><addr-line>CA</addr-line><country>United States</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Torous</surname><given-names>John</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Guo</surname><given-names>Boliang</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Lesser</surname><given-names>Iris</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Sylvia E Badon, PhD, Division of Research, Kaiser Permanente Northern California, 4480 Hacienda Dr, Pleasanton, CA, 94588, United States, 1 4152646944; <email>sylvia.e.badon@kp.org</email></corresp></author-notes><pub-date pub-type="collection"><year>2025</year></pub-date><pub-date pub-type="epub"><day>22</day><month>5</month><year>2025</year></pub-date><volume>12</volume><elocation-id>e64507</elocation-id><history><date date-type="received"><day>23</day><month>07</month><year>2024</year></date><date date-type="rev-recd"><day>20</day><month>03</month><year>2025</year></date><date date-type="accepted"><day>25</day><month>03</month><year>2025</year></date></history><copyright-statement>&#x00A9; Sylvia E Badon, Nina Oberman, Maya Ramsey, Charles P Quesenberry, Elaine Kurtovich, Lizeth Gomez Chavez, Susan D Brown, Cheryl L Albright, Mibhali Bhalala, Lyndsay A Avalos. Originally published in JMIR Mental Health (<ext-link ext-link-type="uri" xlink:href="https://mental.jmir.org">https://mental.jmir.org</ext-link>), 22.5.2025. </copyright-statement><copyright-year>2025</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 (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Mental Health, is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="https://mental.jmir.org/">https://mental.jmir.org/</ext-link>, as well as this copyright and license information must be included.</p></license><self-uri xlink:type="simple" xlink:href="https://mental.jmir.org/2025/1/e64507"/><abstract><sec><title>Background</title><p>Strong evidence suggests physical activity (PA) can ameliorate postpartum depression (PPD) symptoms; however, many postpartum individuals do not meet PA guidelines. Electronic health (eHealth) interventions are a promising approach to address common barriers to PA during postpartum.</p></sec><sec><title>Objective</title><p>To test the effectiveness of a tailored eHealth PA intervention for increasing PA and decreasing depressive symptoms in individuals at high risk for PPD.</p></sec><sec sec-type="methods"><title>Methods</title><p>We conducted a randomized controlled trial within the Kaiser Permanente Northern California integrated health care delivery system. From November 2020 to September 2022, individuals 2&#x2010;6 months postpartum at high risk for PPD were randomized to an eHealth PA intervention (n=50) or usual care (n=49). The eHealth PA intervention group received access to an online library of 98 ten-minute workout videos developed for postpartum individuals, including interaction with their infants. At baseline, 3 months, and 6 months postrandomization, surveys were used to assess depressive symptoms, PA, sleep quality, anxiety symptoms, perceived stress, and mother-infant bonding. PA was also measured using a wrist-worn accelerometer for 7 days at each timepoint. Primary outcomes were depressive symptoms and device-measured moderate-to-vigorous intensity PA (dm-MVPA) at 3 months postrandomization. Secondary outcomes were self-reported MVPA (sr-MVPA) at 3 and 6 months postrandomization and depressive symptoms and dm-MVPA at 6 months postrandomization. Intent-to-treat and modified intent-to-treat (excluding participants in the intervention group who did not watch at least 1 video) analyses were conducted using linear regression adjusted for variables used in the randomization procedure and using multiple imputation to account for missing data.</p></sec><sec sec-type="results"><title>Results</title><p>Participants were 4 months postpartum at baseline with moderately severe depressive symptoms (mean PHQ-8 [Patient Health Questionnaire-8] score=12.6), on average. Intent-to-treat analyses indicated no association between the intervention and change in depressive symptoms (mean difference=&#x2212;0.9; 95% CI &#x2212;3.3 to 1.5), dm-MVPA per day (mean difference=&#x2212;4.5 minutes; 95% CI &#x2212;23.5 to 14.5), or sr-MVPA per week (mean difference=3.8; 95% CI &#x2212;1.9 to 9.5) at 3 months postrandomization or 6 months postrandomization (depressive symptoms: mean difference=&#x2212;1.3; 95% CI &#x2212;3.7 to 1.1; dm-MVPA: mean difference=1.3 minutes; 95% CI &#x2212;18.9 to 21.5; sr-MVPA: mean difference=&#x2212;1.8 MET-hours; 95% CI &#x2212;7.7 to 4.2). Engagement with the intervention was suboptimal; although 52% (n=26) of participants allocated to the intervention group logged on to the intervention website and watched at least 1 video, the median minutes watched per week peaked at 10 minutes 2 weeks postrandomization, then fell to zero for the rest of the follow-up period. Results from modified intent-to-treat analyses were similar to those from intent-to-treat analyses.</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>An eHealth PA intervention tailored to postpartum individuals did not affect depressive symptoms or PA among those at high risk for PPD. Additional research to develop effective and engaging PA interventions is needed to help alleviate PPD symptoms and decrease PPD risk.</p></sec><sec><title>Trial Registration</title><p>ClinicalTrials.gov NCT04414696; https://clinicaltrials.gov/study/NCT04414696</p></sec><sec sec-type="registered-report"><title>International Registered Report Identifier (IRRID)</title><p>RR2-10.2196/56882</p></sec></abstract><kwd-group><kwd>eHealth</kwd><kwd>depression</kwd><kwd>mental health</kwd><kwd>physical activity</kwd><kwd>postpartum</kwd><kwd>postpartum depression</kwd><kwd>randomized controlled trial</kwd><kwd>RCT</kwd><kwd>electronic health</kwd><kwd>intervention</kwd><kwd>effectiveness</kwd><kwd>depressive symptoms</kwd><kwd>California</kwd><kwd>health care</kwd><kwd>wrist-worn accelerometer</kwd><kwd>wearables</kwd><kwd>accelerometer</kwd><kwd>intent-to-treat</kwd><kwd>linear regression</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><p>Postpartum depression (PPD) is a debilitating and costly condition that affects nearly 20% of postpartum individuals [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref2">2</xref>]. PPD can have long-lasting health consequences for both postpartum individuals and their children, including negative maternal-infant interaction [<xref ref-type="bibr" rid="ref3">3</xref>], lower likelihood of breastfeeding [<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref5">5</xref>], and cognitive and behavioral problems [<xref ref-type="bibr" rid="ref5">5</xref>-<xref ref-type="bibr" rid="ref7">7</xref>]. Counseling is the currently recommended approach for prevention of PPD in individuals at high risk [<xref ref-type="bibr" rid="ref8">8</xref>]; however, stigma and health care system barriers remain a challenge to accessing these mental health services for many postpartum individuals [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref10">10</xref>]. Alternative and complementary strategies are needed for PPD prevention .</p><p>There is strong evidence that physical activity (PA) can reduce PPD symptoms [<xref ref-type="bibr" rid="ref11">11</xref>-<xref ref-type="bibr" rid="ref15">15</xref>]. The PA Guidelines for Americans [<xref ref-type="bibr" rid="ref16">16</xref>], the American College of Sports Medicine [<xref ref-type="bibr" rid="ref17">17</xref>], and the American College of Obstetricians and Gynecologists [<xref ref-type="bibr" rid="ref18">18</xref>] recommend participation in regular PA (at least 150 minutes of moderate-to-vigorous-intensity PA per week) during the postpartum period for physical and mental health benefits. Despite these recommendations, PA levels remain low in postpartum individuals [<xref ref-type="bibr" rid="ref19">19</xref>]. Common barriers include lack of time and prioritization of other responsibilities, including parenting and household responsibilities, lack of child care, lack of motivation or social support, and difficulty finding accessible and affordable PA programs or classes [<xref ref-type="bibr" rid="ref20">20</xref>-<xref ref-type="bibr" rid="ref26">26</xref>].</p><p>Technology-based electronic health (eHealth) interventions may address common barriers to being physically active in the postpartum period, and as such are a promising approach to increasing PA levels in postpartum individuals at high risk for PPD. eHealth PA interventions have demonstrated effectiveness in increasing PA in the general adult population [<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref28">28</xref>]. In contrast, most previous PA interventions for postpartum individuals have relied on in-person supervised exercise sessions alone or in combination with individual health coaching [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>].</p><p>The objective of this study, the POstpartum Wellness study (POW), was to test the effectiveness of an eHealth PA intervention (MomZing) for increasing PA and decreasing depressive symptoms in individuals at high risk for PPD. MomZing is a web-based library of short, tailored exercise videos developed with and for postpartum individuals to address accessibility (no equipment needed, designed to be done at home), time constraints (10 min videos available on demand), and child care concerns (exercises are designed to incorporate baby as weight), common barriers to PA in postpartum.</p></sec><sec id="s2" sec-type="methods"><title>Methods</title><p>Below we summarize key aspects of the POW study protocol, which has been previously published [<xref ref-type="bibr" rid="ref31">31</xref>].</p><sec id="s2-1"><title>Study Design and Setting</title><p>We conducted a 2-arm, parallel-group randomized controlled trial among members of Kaiser Permanente Northern California (KPNC), an integrated health care delivery system that provides care for over 66,000 pregnant and postpartum individuals annually. PPD screening is part of standard postpartum care at KPNC [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref33">33</xref>] and also occurs at each pediatric well-baby visit. Results of all PPD screening and diagnosis are captured in KPNC&#x2019;s comprehensive electronic health record database.</p></sec><sec id="s2-2"><title>Ethical Considerations</title><p>This study was approved by the KPNC Institutional Review Board (approval number 1548855) and registered with ClinicalTrials.gov on June 1, 2020 (ID: NCT04414696). All participants provided documented informed consent and could withdraw from the study at any time. All data are deidentified. Participants received gift cards as incentives after completing each assessment: US $20 after the baseline and 3-month assessments, and US $30 after the 6-month assessment (including the infant ASQ screener), for a total of US $70 in incentives.</p></sec><sec id="s2-3"><title>Recruitment and Eligibility</title><p>From November 2020 through September 2022, 12,269 postpartum individuals who met the following inclusion criteria in the electronic health record were invited to participate in the study via letter and email invitations: 2&#x2010;6 months postpartum, no current depression diagnosis, and at high risk for PPD (identified using PPD screening PHQ-9 score 10&#x2010;19 or PHQ-2 score &#x2265;3, or history of depression diagnosis and antidepressant medication prescription prior to delivery date). Additional eligibility criteria (including reassessment of depression symptoms using a PHQ-8 screener) were assessed using online questionnaires prior to the baseline survey. See Table S1 in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref> for detailed inclusion and exclusion criteria.</p></sec><sec id="s2-4"><title>Randomization and Blinding</title><p>Eligible participants completed informed consent documents and baseline surveys through the REDCap website (Research Electronic Data Capture; Vanderbilt University). After survey completion, participants were mailed an accelerometer and were asked to wear the accelerometer for 7 consecutive days, 24 hours per day, and then mail it back. Participants who returned the accelerometer were eligible to be randomized.</p><p>Participants were randomized by the study project manager into the intervention group or control (usual care) group using minimization, implemented using QMinim [<xref ref-type="bibr" rid="ref34">34</xref>]. Minimization aims to achieve between-group balance in distributions of pre-specified important factors associated with outcomes of interest. Variables included in the randomization procedure included number of children at home (1, 2+), self-reported race and ethnicity category (Asian/Pacific Islander, Hispanic, non-Hispanic Black, non-Hispanic White, other), baseline PHQ-8 score (Patient Health Questionnaire-8; 10-14, 15-19), and PA level prior to pregnancy (below recommendations, at or above recommendations). Investigators and data analysts were blinded to the assigned study group. Research assistants, who informed participants of their assigned study group, and participants were not blinded.</p></sec><sec id="s2-5"><title>Intervention: MomZing</title><p>In addition to usual postpartum care, participants randomized to the intervention group received access to MomZing (Klein Buendel), an eHealth PA intervention tailored to postpartum individuals [<xref ref-type="bibr" rid="ref35">35</xref>]. MomZing is an online library of 98 ten-minute exercise videos that was developed with and for postpartum individuals. The exercise videos on MomZing instructed postpartum individuals how to safely exercise with their baby based on the infant&#x2019;s weight and developmental stage, did not require exercise equipment, and featured postpartum individuals (who were not fitness instructors) exercising with their own infant. The website also included a page to set a weekly PA goal and visually tracked (via a graph) the number of videos watched per week. Participants randomized to the intervention group received individual login information for the MomZing website via email and up to 6 reminders (text and email per each participant&#x2019;s preference) to log into the MomZing website (73% text and 27% email).</p></sec><sec id="s2-6"><title>Control: Usual Care</title><p>Participants randomized to the control group received usual postpartum care for women at increased risk of depression, which typically is a brief discussion about their depression symptoms with their obstetric provider.</p></sec><sec id="s2-7"><title>Follow-Up Data Collection</title><p>Follow-up surveys were sent via email at 3 and 6 months postrandomization. After completion of each survey, participants were mailed an accelerometer and were asked to wear the accelerometer for 7 consecutive days, 24 hours per day, and then mail it back. An additional assessment occurred when the participant&#x2019;s child was 12 months old; for some participants, this occurred simultaneously with the 6-month follow-up surveys. Follow-up data collection ended in April 2023.</p></sec><sec id="s2-8"><title>Primary Outcomes</title><p>Primary outcomes were depressive symptoms and device-measured moderate-to-vigorous intensity PA (dm-MVPA), measured at 3 months postrandomization. Depressive symptoms were assessed using the validated 8-item PHQ-8 screener [<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref37">37</xref>], with higher scores indicating greater symptom severity (range 0&#x2010;24)<italic>.</italic> dm-MVPA was measured using the ActiGraph GT3X+ accelerometer (ActiGraph, Pensacola), worn on the non-dominant wrist. Raw accelerometer data were downloaded using ActiLife software (ActiGraph, Pensacola) and counts were summarized for each 1-second and 60-second epoch. Wear time was identified using the Choi algorithm [<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</xref>], and wake (non-bedrest) was identified using the Tracy algorithm [<xref ref-type="bibr" rid="ref41">41</xref>]. Individuals with at least 4 days (including at least 1 weekend day) of at least 10 hours of waking accelerometer wear were considered to have sufficient accelerometer data for analyses [<xref ref-type="bibr" rid="ref42">42</xref>]. Waking wear time was categorized into intensity categories using the Hibbing 2-regression model, which was developed for wrist-worn accelerometer data [<xref ref-type="bibr" rid="ref43">43</xref>]. Average dm-MVPA duration was calculated across valid days.</p></sec><sec id="s2-9"><title>Secondary Outcomes</title><p>Secondary outcomes included self-reported moderate-to-vigorous intensity PA (sr-MVPA) at 3 and 6 months postrandomization, and depressive symptoms and dm-MVPA at 6 months postrandomization. sr-MVPA duration was assessed using the sports and exercise domain of the Pregnancy Physical Activity Questionnaire [<xref ref-type="bibr" rid="ref44">44</xref>]. In addition, we created a subscale of the sports and exercise domain of the Pregnancy Physical Activity Questionnaire (sr-MVPA-MomZing) limited to activities included in MomZing videos: dancing; yoga or Pilates or stretching or core strengthening exercises, exercise videos, or computer games; aerobic exercise videos or computer games; and weightlifting and resistance exercises (ie, MomZing included workouts where the infant was lifted or carried).</p></sec><sec id="s2-10"><title>Additional Outcomes</title><p>Additional outcomes were measured using validated questionnaires and included sleep quality, anxiety symptoms, and perceived stress at 3- and 6- months postrandomization, mother-infant bonding at 3 months postrandomization, and infant development at 12 months of age. Sleep quality was measured using the Pittsburgh Sleep Quality Index [<xref ref-type="bibr" rid="ref45">45</xref>], with higher scores indicating worse sleep quality (range 0&#x2010;21). Anxiety symptoms were measured using the GAD-7 screener [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref47">47</xref>], with higher scores indicating greater symptom severity (range 0&#x2010;21). Perceived stress was measured using the Perceived Stress Scale [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref49">49</xref>], with higher scores indicating higher stress (range 0&#x2010;40). Mother-infant bonding was assessed using the Mother Infant Bonding Scale [<xref ref-type="bibr" rid="ref50">50</xref>], with lower scores indicating better bonding (range 0&#x2010;24). Infant development across 5 domains (communication, gross motor function, fine motor function, problem-solving, and personal social skills) was assessed using the Ages and Stages Questionnaire-3 for 12-month-old infants [<xref ref-type="bibr" rid="ref51">51</xref>], with higher scores indicating more typical (&#x201C;on schedule&#x201D;) development (range 0&#x2010;60).</p></sec><sec id="s2-11"><title>Adverse Event Reporting</title><p>Participants reported injuries or illnesses related to exercise at 3 and 6 months postrandomization.</p></sec><sec id="s2-12"><title>Participant Feedback About the Intervention</title><p>Participants allocated to the intervention group received a feedback survey at 3 months postrandomization that assessed their use of the MomZing website, reasons for not using the website, experience and satisfaction with the MomZing intervention, and qualitative feedback about the intervention. The satisfaction questions were adapted from a validated satisfaction questionnaire for web-based health interventions with Likert scale responses, with higher scores indicating higher satisfaction (range 12&#x2010;60) [<xref ref-type="bibr" rid="ref52">52</xref>].</p></sec><sec id="s2-13"><title>Sample Size Determination</title><p>Original sample size calculations were based on a planned sample size of 100 participants per group. With our achieved sample size of 99 participants (50 in the intervention group, 49 in the control group), 80% power, and 5% type I error rate, the minimum detectable difference in means for depressive symptoms and dm-MVPA was 0.57 standard deviation units, which is considered a &#x201C;medium&#x201D; effect size [<xref ref-type="bibr" rid="ref53">53</xref>]. Using the observed outcome distributions (<xref ref-type="table" rid="table1">Table 1</xref>), this corresponds to 3.2 units for PHQ-8 score and 24.1 minutes for dm-MVPA.</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Effect of the MomZing intervention on primary outcomes (measured at 3 months postrandomization).</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom"/><td align="left" valign="bottom">Control<break/>Mean (SD)</td><td align="left" valign="bottom">Intervention<break/>Mean (SD)</td><td align="left" valign="bottom">Adjusted mean difference<break/>(95% CI)<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td></tr></thead><tbody><tr><td align="left" valign="top">Intent-to-treat analysis</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Depressive symptoms</td><td align="left" valign="top">11 (5.8)</td><td align="left" valign="top">10.1 (5.4)</td><td align="left" valign="top">&#x2212;0.9 (-3.3 to 1.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>dm-MVPA<sup><xref ref-type="table-fn" rid="table1fn2">b</xref></sup> (minutes per day)</td><td align="left" valign="top">58 (44.8)</td><td align="left" valign="top">53.2 (39.9)</td><td align="left" valign="top">&#x2212;4.5 (&#x2212;23.5 to 14.5)</td></tr><tr><td align="left" valign="top">Modified intent-to-treat analysis</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Depressive symptoms</td><td align="left" valign="top">11 (5.8)</td><td align="left" valign="top">10 (5.8)</td><td align="left" valign="top">&#x2212;0.8 (&#x2212;3.9 to 2.3)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>dm-MVPA (minutes per day)</td><td align="left" valign="top">58 (44.8)</td><td align="left" valign="top">52.2 (38.2)</td><td align="left" valign="top">&#x2212;0.5 (&#x2212;23.2 to 22.2)</td></tr></tbody></table><table-wrap-foot><fn id="table1fn1"><p><sup>a</sup>Adjusted for baseline PHQ-8 (Patient Health Questionnaire-8) score, race and ethnicity, number of children at home, pre-pregnancy PA level, and corresponding baseline outcome measure</p></fn><fn id="table1fn2"><p><sup>b</sup>dm-MVPA, device-measured moderate-to-vigorous intensity physical activity.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s2-14"><title>Statistical Analysis</title><p>We compared baseline characteristics between the intervention and control groups and between the entire intervention group and the subset of the intervention group who engaged with the intervention (watched at least 1 MomZing video).</p><p>Primary analyses followed an intent-to-treat approach. We used multivariable linear regression models, adjusted for variables used in the randomization procedure (number of children at home, race and ethnicity, baseline PHQ-8 score, pre-pregnancy PA level) and corresponding baseline value of the outcome, to estimate mean differences in each outcome associated with the MomZing intervention.</p><p>Secondary analyses followed a modified intent-to-treat approach. We excluded participants allocated to the intervention group who did not engage with the intervention (did not watch at least 1 video on the MomZing website during the 3-month period postrandomization).</p><p>We used multiple imputation using chained equations to impute missing outcome and baseline MVPA data with 10 imputations. Variables included in imputation models are shown in Table S2 in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>. Regression models were run using each imputed dataset. Results were combined using Rubin&#x2019;s rules [<xref ref-type="bibr" rid="ref54">54</xref>]. We also conducted complete case analysis as a sensitivity analysis. Analyses were conducted in SAS (version 9.4; SAS Institute Inc.) and R (version 4.3.1; R Foundation for Statistical Computing).</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><sec id="s3-1"><title>Participant Characteristics</title><p>Of the 99 randomized participants, 27 (54%) and 26 (53%) in the intervention and control groups, respectively, completed all 3-month follow-up activities (online surveys and accelerometer; <xref ref-type="fig" rid="figure1">Figure 1</xref>). At baseline, participants were 4 months postpartum, on average, and had moderately severe depressive symptoms (mean PHQ-8=12.6; <xref ref-type="table" rid="table2">Table 2</xref>). Most participants were members of a minoritized racial or ethnic group (63%), not currently working (74%), married or living with their partner (86%), did not meet PA recommendations prior to pregnancy (61%), had a college education or more (80%), and had 2 or more children at home (59%). Baseline characteristics were similar between the intervention and control groups (<xref ref-type="table" rid="table2">Table 2</xref>).</p><p>In total, 52% (n=26) of participants allocated to the intervention group logged in to the MomZing website and watched at least 1 video. The median minutes of videos watched per week peaked at 10 minutes 2 weeks after randomization, then fell to zero for the rest of the follow-up period (<xref ref-type="fig" rid="figure2">Figure 2</xref>). Baseline characteristics were similar between participants who engaged with the intervention (watched at least 1 MomZing video) and participants in the control group . Within those allocated to the intervention, characteristics differed somewhat by engagement with the intervention: compared to participants who did not engage with the intervention, those who did were fewer months postpartum, more likely to be non-Hispanic White, more likely to have a household income of US $100,000 or greater per year, less likely to be working, and less likely to meet PA recommendations in pre-pregnancy (Table S3 in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>).</p><fig position="float" id="figure1"><label>Figure 1.</label><caption><p>CONSORT flow diagram. ASQ-3: Ages and Stages Questionnaire-3; PHQ: Patient Health Questionnaire.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="mental_v12i1e64507_fig01.png"/></fig><table-wrap id="t2" position="float"><label>Table 2.</label><caption><p>Baseline participant characteristics by study group.</p></caption><table id="table2" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Characteristics</td><td align="left" valign="bottom">Control<break/>n=49</td><td align="left" valign="bottom">Intervention<break/>n=50</td></tr></thead><tbody><tr><td align="left" valign="top">Age (years), mean (SD)</td><td align="left" valign="top">32.7 (4.5)</td><td align="left" valign="top">31.9 (5.1)</td></tr><tr><td align="left" valign="top">Months postpartum, mean (SD)</td><td align="left" valign="top">4 (1)</td><td align="left" valign="top">4.1 (1.2)</td></tr><tr><td align="left" valign="top">Race and ethnicity, n (%)</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top">&#x2003;Asian/Pacific Islander</td><td align="left" valign="top">4 (8.2)</td><td align="left" valign="top">6 (12)</td></tr><tr><td align="left" valign="top">&#x2003;Hispanic</td><td align="left" valign="top">12 (24.5)</td><td align="left" valign="top">10 (20)</td></tr><tr><td align="left" valign="top">&#x2003;Non-Hispanic Black</td><td align="left" valign="top">3 (6.1)</td><td align="left" valign="top">3 (6)</td></tr><tr><td align="left" valign="top">&#x2003;Non-Hispanic White</td><td align="left" valign="top">18 (36.7)</td><td align="left" valign="top">19 (38)</td></tr><tr><td align="left" valign="top">&#x2003;Other<sup><xref ref-type="table-fn" rid="table2fn1">a</xref></sup></td><td align="left" valign="top">12 (24.5)</td><td align="left" valign="top">12 (24)</td></tr><tr><td align="left" valign="top">Highest level of education, n (%)</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top">&#x2003;College</td><td align="left" valign="top">29 (59.2)</td><td align="left" valign="top">31 (62)</td></tr><tr><td align="left" valign="top">&#x2003;Graduate school</td><td align="left" valign="top">12 (24.5)</td><td align="left" valign="top">7 (14)</td></tr><tr><td align="left" valign="top">&#x2003;High school or less</td><td align="left" valign="top">8 (16.3)</td><td align="left" valign="top">11 (22)</td></tr><tr><td align="left" valign="top">&#x2003;Unknown</td><td align="left" valign="top">0 (0)</td><td align="left" valign="top">1 (2)</td></tr><tr><td align="left" valign="top">Annual household income, n (%)</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top">&#x2003;US $100,000 or greater per year</td><td align="left" valign="top">23 (46.9)</td><td align="left" valign="top">17 (34)</td></tr><tr><td align="left" valign="top">&#x2003;US $65,000 to $99,999 per year</td><td align="left" valign="top">9 (18.4)</td><td align="left" valign="top">14 (28)</td></tr><tr><td align="left" valign="top">&#x2003;Less than US $65,000 per year</td><td align="left" valign="top">13 (26.5)</td><td align="left" valign="top">13 (26)</td></tr><tr><td align="left" valign="top">&#x2003;Unknown</td><td align="left" valign="top">4 (8.2)</td><td align="left" valign="top">6 (12)</td></tr><tr><td align="left" valign="top">Employment status, n (%)</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top">&#x2003;Not currently working</td><td align="left" valign="top">34 (69.4)</td><td align="left" valign="top">39 (78)</td></tr><tr><td align="left" valign="top">&#x2003;Currently working</td><td align="left" valign="top">15 (30.6)</td><td align="left" valign="top">11 (22)</td></tr><tr><td align="left" valign="top">Marital status, n (%)</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top">&#x2003;Married or living with partner</td><td align="left" valign="top">44 (89.8)</td><td align="left" valign="top">41 (82)</td></tr><tr><td align="left" valign="top">&#x2003;Single or divorced</td><td align="left" valign="top">5 (10.2)</td><td align="left" valign="top">9 (18)</td></tr><tr><td align="left" valign="top">Number of children at home, n (%)</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top">&#x2003;2+</td><td align="left" valign="top">28 (57.1)</td><td align="left" valign="top">30 (60)</td></tr><tr><td align="left" valign="top">&#x2003;1</td><td align="left" valign="top">21 (42.9)</td><td align="left" valign="top">20 (40)</td></tr><tr><td align="left" valign="top" colspan="3"/></tr><tr><td align="left" valign="top">Pre-pregnancy PA level, n (%)</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top">&#x2003;Below recommendations</td><td align="left" valign="top">31 (63.3)</td><td align="left" valign="top">29 (58)</td></tr><tr><td align="left" valign="top">&#x2003;At or above recommendations</td><td align="left" valign="top">18 (36.7)</td><td align="left" valign="top">21 (42)</td></tr><tr><td align="left" valign="top">sr-MVPA<sup><xref ref-type="table-fn" rid="table2fn2">b</xref></sup> (MET<sup><xref ref-type="table-fn" rid="table2fn3">c</xref></sup>-hours per week), mean (SD)</td><td align="left" valign="top">7.4 (15.8)</td><td align="left" valign="top">6.5 (9)</td></tr><tr><td align="left" valign="top">&#x2003;Unknown</td><td align="left" valign="top">1</td><td align="left" valign="top">0</td></tr><tr><td align="left" valign="top">sr-MVPA-MomZing (MET-hours per week), mean (SD)</td><td align="left" valign="top">0.9 (1.9)</td><td align="left" valign="top">1.9 (3.9)</td></tr><tr><td align="left" valign="top">&#x2003;Unknown</td><td align="left" valign="top">1</td><td align="left" valign="top">0</td></tr><tr><td align="left" valign="top">dm-MVPA<sup><xref ref-type="table-fn" rid="table2fn4">d</xref></sup> (minutes per day), mean (SD)</td><td align="left" valign="top">49.9 (45.8)</td><td align="left" valign="top">48.3 (32.7)</td></tr><tr><td align="left" valign="top">&#x2003;Unknown</td><td align="left" valign="top">4</td><td align="left" valign="top">3</td></tr><tr><td align="left" valign="top" colspan="3">Mental health and bonding</td></tr><tr><td align="left" valign="top">&#x2003;Depressive symptoms, mean (SD)</td><td align="left" valign="top">12.6 (2.2)</td><td align="left" valign="top">12.6 (2.2)</td></tr><tr><td align="left" valign="top">&#x2003;Anxiety symptoms, mean (SD)</td><td align="left" valign="top">11.7 (4.6)</td><td align="left" valign="top">12.4 (5.1)</td></tr><tr><td align="left" valign="top">&#x2003;Perceived stress, mean (SD)</td><td align="left" valign="top">25.2 (5.6)</td><td align="left" valign="top">24.4 (5.5)</td></tr><tr><td align="left" valign="top">&#x2003;Mother-infant bonding, mean (SD)</td><td align="left" valign="top">2 (2.5)</td><td align="left" valign="top">1.7 (2.5)</td></tr></tbody></table><table-wrap-foot><fn id="table2fn1"><p><sup>a</sup>Other includes Multiracial, Native American, and unknown.</p></fn><fn id="table2fn2"><p><sup>b</sup>sr-MVPA: self-reported moderate-to-vigorous intensity PA.</p></fn><fn id="table2fn3"><p><sup>c</sup>MET: metabolic equivalent of task.</p></fn><fn id="table2fn4"><p><sup>d</sup>dm-MVPA: device-measured moderate-to-vigorous intensity PA.</p></fn></table-wrap-foot></table-wrap><fig position="float" id="figure2"><label>Figure 2.</label><caption><p>Minutes of MomZing videos watched per week among intervention participants who logged in to MomZing and watched at least 1 video (n=26). Each color represents 1 participant. The black dotted line indicates median minutes per week.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="mental_v12i1e64507_fig02.png"/></fig></sec><sec id="s3-2"><title>Intent-to-Treat Analyses</title><sec id="s3-2-1"><title>Primary Outcomes</title><p>There was no association between the MomZing intervention and change in depressive symptoms (mean difference=&#x2212;0.9; 95% CI &#x2212;3.3 to 1.5) or dm-MVPA per day (mean difference=&#x2212;4.5 min; 95% CI &#x2212;23.5 to 14.5) at 3 months postrandomization (<xref ref-type="table" rid="table1">Table 1</xref>).</p></sec><sec id="s3-2-2"><title>Secondary outcomes</title><p>As shown in <xref ref-type="table" rid="table3">Table 3</xref>, there were no differences between groups in sr-MVPA or sr-MVPA-MomZing per week at 3 months postrandomization and no differences between groups in change in depressive symptoms, dm-MVPA per day, and sr-MVPA or sr-MVPA-MomZing per week at 6 months postrandomization.</p><table-wrap id="t3" position="float"><label>Table 3.</label><caption><p>Effect of the MomZing intervention on secondary outcomes.</p></caption><table id="table3" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom"/><td align="left" valign="bottom">Control<break/>Mean (SD)</td><td align="left" valign="bottom">Intervention<break/>Mean (SD)</td><td align="left" valign="bottom">Adjusted mean difference<break/>(95% CI)<sup><xref ref-type="table-fn" rid="table3fn1">a</xref></sup></td></tr></thead><tbody><tr><td align="left" valign="top">Intent-to-treat analysis</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top" colspan="4">3 months postrandomization</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>sr-MVPA<sup><xref ref-type="table-fn" rid="table3fn2">b</xref></sup> (MET<sup><xref ref-type="table-fn" rid="table3fn3">c</xref></sup> hours per week)</td><td align="left" valign="top">12.7 (14.7)</td><td align="left" valign="top">15.8 (15.7)</td><td align="left" valign="top">3.8 (&#x2212;1.9 to 9.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>sr-MVPA-MomZing (MET hours per week)</td><td align="left" valign="top">2.2 (3.2)</td><td align="left" valign="top">4.7 (5.8)</td><td align="left" valign="top">1.9 (&#x2212;0.1 to 3.9)</td></tr><tr><td align="left" valign="top" colspan="4">6 months postrandomization</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Depressive symptoms</td><td align="left" valign="top">9.1 (5.4)</td><td align="left" valign="top">7.9 (4.9)</td><td align="left" valign="top">&#x2212;1.3 (&#x2212;3.7, to1.1)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>dm-MVPA<sup><xref ref-type="table-fn" rid="table3fn4">d</xref></sup> (minutes per day)</td><td align="left" valign="top">62.3 (53.8)</td><td align="left" valign="top">63.2 (49.1)</td><td align="left" valign="top">1.3 (&#x2212;18.9 to 21.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>sr-MVPA (MET hours per week)</td><td align="left" valign="top">16.3 (16.6)</td><td align="left" valign="top">13.7 (13.8)</td><td align="left" valign="top">&#x2212;1.8 (&#x2212;7.7 to 4.2)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>sr-MVPA-MomZing (MET hours per week)</td><td align="left" valign="top">2.5 (4.6)</td><td align="left" valign="top">3 (3.9)</td><td align="left" valign="top">0.1 (&#x2212;1.8 to 2.1)</td></tr><tr><td align="left" valign="top">Modified intent-to-treat analysis</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top" colspan="4">3 months postrandomization</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>sr-MVPA (MET hours per week)</td><td align="left" valign="top">12.7 (14.7)</td><td align="left" valign="top">15 (15)</td><td align="left" valign="top">3.3 (&#x2212;3.3 to10)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>sr-MVPA-MomZing (MET hours per week)</td><td align="left" valign="top">2.2 (3.2)</td><td align="left" valign="top">5.6 (7)</td><td align="left" valign="top">2.8 (0.2 to 5.4)</td></tr><tr><td align="left" valign="top" colspan="4">6 months postrandomization</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Depressive symptoms</td><td align="left" valign="top">9.1 (5.4)</td><td align="left" valign="top">8.3 (5.1)</td><td align="left" valign="top">&#x2212;0.7 (&#x2212;3.8 to 2.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>dm-MVPA (minutes per day)</td><td align="left" valign="top">62.3 (53.8)</td><td align="left" valign="top">58.9 (45.5)</td><td align="left" valign="top">2.5 (&#x2212;21.1 to 26.1)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>sr-MVPA (MET hours per week)</td><td align="left" valign="top">16.3 (16.6)</td><td align="left" valign="top">11.2 (12.3)</td><td align="left" valign="top">&#x2212;4.9 (&#x2212;12.6 to 2.8)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>sr-MVPA-MomZing (MET hours per week)</td><td align="left" valign="top">2.5 (4.6)</td><td align="left" valign="top">2.7 (3.8)</td><td align="left" valign="top">&#x2212;0.6 (&#x2212;3 to 1.8)</td></tr></tbody></table><table-wrap-foot><fn id="table3fn1"><p><sup>a</sup>Adjusted for baseline PHQ-8 (Patient Health Questionnaire-8) score, race and ethnicity, number of children at home, pre-pregnancy physical activity (PA) level, and corresponding baseline outcome measure.</p></fn><fn id="table3fn2"><p><sup>b</sup>sr-MVPA: self-reported moderate or vigorous intensity PA.</p></fn><fn id="table3fn3"><p><sup>c</sup>MET: metabolic equivalent of task.</p></fn><fn id="table3fn4"><p><sup>d</sup>dm-MVPA: device-measured moderate or vigorous intensity PA.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s3-2-3"><title>Additional Outcomes</title><p>As shown in <xref ref-type="table" rid="table4">Table 4</xref>, the MomZing intervention was not associated with change in sleep quality, anxiety symptoms, or perceived stress at 3 or 6 months postrandomization, mother-infant bonding score at 3 months postrandomization, or infant development in any area.</p><table-wrap id="t4" position="float"><label>Table 4.</label><caption><p>Effect of the MomZing intervention on additional mental health, bonding, and infant development outcomes</p></caption><table id="table4" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom"/><td align="left" valign="bottom">Control<break/>Mean (SD)</td><td align="left" valign="bottom">Intervention<break/>Mean (SD)</td><td align="left" valign="bottom">Adjusted mean difference<break/>(95% CI)<sup><xref ref-type="table-fn" rid="table4fn1">a</xref></sup></td></tr></thead><tbody><tr><td align="left" valign="top">Intent-to-treat analysis</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top" colspan="4">3 months postrandomization</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Sleep quality</td><td align="left" valign="top">10.1 (4.2)</td><td align="left" valign="top">9.6 (4)</td><td align="left" valign="top">0.5 (&#x2212;1.2 to 2.1)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Anxiety symptoms</td><td align="left" valign="top">10 (5.7)</td><td align="left" valign="top">9.2 (5.4)</td><td align="left" valign="top">&#x2212;1.1 (&#x2212;3.4 to 1.2)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Perceived stress</td><td align="left" valign="top">23.2 (7.3)</td><td align="left" valign="top">21 (6.7)</td><td align="left" valign="top">&#x2212;1.8 (&#x2212;4.9 to 1.3)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Mother-infant bonding</td><td align="left" valign="top">1.8 (3)</td><td align="left" valign="top">1.7 (2.9)</td><td align="left" valign="top">0 (&#x2212;1 to 1.1)</td></tr><tr><td align="left" valign="top" colspan="4">6 months postrandomization</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Sleep quality</td><td align="left" valign="top">8.7 (3.9)</td><td align="left" valign="top">8.7 (3.4)</td><td align="left" valign="top">0.5 (&#x2212;1 to 2.3)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Anxiety symptoms</td><td align="left" valign="top">8.4 (5.2)</td><td align="left" valign="top">8 (4.8)</td><td align="left" valign="top">&#x2212;0.5 (&#x2212;2.8 to 1.8)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Perceived stress</td><td align="left" valign="top">20.9 (5.5)</td><td align="left" valign="top">19.5 (5.2)</td><td align="left" valign="top">&#x2212;1.2 (&#x2212;3.7 to 1.2)</td></tr><tr><td align="left" valign="top" colspan="4">Infant development at 12 months of age</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Communication</td><td align="left" valign="top">42.1 (14.7)</td><td align="left" valign="top">44.6 (13.9)</td><td align="left" valign="top">2.5 (&#x2212;4.9 to 9.9)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Gross motor function</td><td align="left" valign="top">47.5 (14.5)</td><td align="left" valign="top">47.6 (15.1)</td><td align="left" valign="top">0.2 (&#x2212;7 to 7.4)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Fine motor function</td><td align="left" valign="top">48.5 (9.5)</td><td align="left" valign="top">50 (9.4)</td><td align="left" valign="top">1.7 (&#x2212;2.8 to 6.2)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Problem-solving</td><td align="left" valign="top">41.1 (13.8)</td><td align="left" valign="top">42 (12.9)</td><td align="left" valign="top">1.2 (&#x2212;4.4 to 6.9)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Personal-social skills</td><td align="left" valign="top">36.9 (14)</td><td align="left" valign="top">40.1 (13.5)</td><td align="left" valign="top">3.6 (&#x2212;2.9 to10)</td></tr><tr><td align="left" valign="top" colspan="2">Modified intent-to-treat analysis</td><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top" colspan="4">3 months postrandomization</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Sleep quality</td><td align="left" valign="top">10.1 (4.2)</td><td align="left" valign="top">9.9 (4.1)</td><td align="left" valign="top">0.7 (&#x2212;1.6 to 2.8)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Anxiety symptoms</td><td align="left" valign="top">10 (5.7)</td><td align="left" valign="top">9.6 (5.5)</td><td align="left" valign="top">&#x2212;0.2 (&#x2212;2.9 to 2.6)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Perceived stress</td><td align="left" valign="top">23.2 (7.3)</td><td align="left" valign="top">21.5 (7.2)</td><td align="left" valign="top">&#x2212;1.3 (-&#x2212;5.3 to 2.7)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Mother-infant bonding</td><td align="left" valign="top">1.8 (3)</td><td align="left" valign="top">1.8 (2.4)</td><td align="left" valign="top">0.1 (&#x2212;1.2 to 1.3)</td></tr><tr><td align="left" valign="top" colspan="4">6 months postrandomization</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Sleep quality</td><td align="left" valign="top">8.7 (3.9)</td><td align="left" valign="top">8.4 (3.4)</td><td align="left" valign="top">0.3 (&#x2212;1.6 to 2.1)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Anxiety symptoms</td><td align="left" valign="top">8.4 (5.2)</td><td align="left" valign="top">7.9 (5.1)</td><td align="left" valign="top">&#x2212;0.1 (&#x2212;3.1 to 2.8)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Perceived stress</td><td align="left" valign="top">20.9 (5.5)</td><td align="left" valign="top">20.4 (5.2)</td><td align="left" valign="top">&#x2212;0.2 (&#x2212;3.2 to 2.9)</td></tr><tr><td align="left" valign="top" colspan="4">Infant development at 12 months of age</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Communication</td><td align="left" valign="top">42.1 (14.7)</td><td align="left" valign="top">42.9 (14.4)</td><td align="left" valign="top">1.2 (&#x2212;7.6 to 9.9)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Gross motor function</td><td align="left" valign="top">47.5 (14.5)</td><td align="left" valign="top">44.8 (16.3)</td><td align="left" valign="top">&#x2212;2.6 (&#x2212;11.4 to 6.3)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Fine motor function</td><td align="left" valign="top">48.5 (9.5)</td><td align="left" valign="top">48.4 (10.2)</td><td align="left" valign="top">0.7 (&#x2212;4.6 to 6)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Problem-solving</td><td align="left" valign="top">41.1 (13.8)</td><td align="left" valign="top">39.8 (13.4)</td><td align="left" valign="top">0.1 (&#x2212;7.7 to 7.9)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Personal social skills</td><td align="left" valign="top">36.9 (14)</td><td align="left" valign="top">37.9 (14.6)</td><td align="left" valign="top">2.2 (&#x2212;6.6 to 11)</td></tr></tbody></table><table-wrap-foot><fn id="table4fn1"><p><sup>a</sup>Adjusted for baseline PHQ-8 (Patient Health Questionnaire-8) score, race and ethnicity, number of children at home, pre-pregnancy physical activity level, and corresponding baseline outcome measure.</p></fn></table-wrap-foot></table-wrap></sec></sec><sec id="s3-3"><title>Modified Intent-to-Treat Analyses</title><p>Findings from modified intent-to-treat analyses were similar to those from intent-to-treat analyses for primary, secondary, and additional outcomes (<xref ref-type="table" rid="table1">Tables 1</xref>, <xref ref-type="table" rid="table3">3</xref> and <xref ref-type="table" rid="table4">4</xref>).</p></sec><sec id="s3-4"><title>Sensitivity Analyses</title><p>Findings from complete case analyses were similar to those using imputation (data not shown).</p></sec><sec id="s3-5"><title>Adverse Events</title><p>There were no adverse events reported during the study.</p></sec><sec id="s3-6"><title>Participant Feedback About the Intervention</title><p>Among those who reported using the MomZing website (44%, n=22), the mean satisfaction score was 40, indicating moderately high overall satisfaction with the intervention (<xref ref-type="table" rid="table5">Table 5</xref>). In total, 90% rated MomZing as good or very good or excellent. Over 60% of participants who reported using the MomZing website found it very or moderately helpful for being more physically active. Qualitative feedback also indicated that participants wanted more frequent reminders to use the MomZing website, more intense workouts, and an app that is accessible on multiple devices. The most common reason for not using the MomZing website was lack of time (77%).</p><table-wrap id="t5" position="float"><label>Table 5.</label><caption><p>Participant evaluation of the MomZing intervention 3 months postrandomization.</p></caption><table id="table5" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Feedback item</td><td align="left" valign="bottom">Value</td></tr></thead><tbody><tr><td align="left" valign="top">Satisfaction and experience with MomZing<sup><xref ref-type="table-fn" rid="table5fn1">a</xref></sup> (n=22)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top">Satisfaction score, mean (SD)</td><td align="char" char="." valign="top">40 (9)</td></tr><tr><td align="left" valign="top">Overall rating of MomZing, n (%)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Excellent or very good</td><td align="char" char="." valign="top">10 (45%)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Good</td><td align="char" char="." valign="top">10 (45%)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Fair or poor</td><td align="char" char="." valign="top">2 (9%)</td></tr><tr><td align="left" valign="top">How helpful did you find the MomZing workout videos for being more physically active?, n (%)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Very or moderately helpful</td><td align="char" char="." valign="top">15 (68%)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Of little help or not helpful</td><td align="char" char="." valign="top">7 (32%)</td></tr><tr><td align="left" valign="top">Reasons for not using the MomZing website<sup><xref ref-type="table-fn" rid="table5fn2">b</xref></sup> (n=13), n (%)</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Did not have time</td><td align="char" char="." valign="top">10 (77%)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Was not sure what my login information was</td><td align="char" char="." valign="top">2 (15%)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Did not find the website helpful</td><td align="char" char="." valign="top">2 (15%)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Other: Used other workout program or walked instead</td><td align="char" char="." valign="top">2 (15%)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Did not understand how to use it</td><td align="char" char="." valign="top">1 (8%)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Was not interested in using the website</td><td align="char" char="." valign="top">1 (8%)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Did not have access to the internet</td><td align="char" char="." valign="top">0</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Did not like the website</td><td align="char" char="." valign="top">0</td></tr></tbody></table><table-wrap-foot><fn id="table5fn1"><p><sup>a</sup>Limited to respondents who reported using the MomZing website.</p></fn><fn id="table5fn2"><p><sup>b</sup>Limited to respondents who reported not using the MomZing website.</p></fn></table-wrap-foot></table-wrap></sec></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><p>In this 2-arm, parallel-group randomized controlled trial, there were no statistically significant differences in change in depressive symptoms or dm-MVPA over a 3-month period associated with the MomZing eHealth PA intervention in postpartum individuals at high risk of PPD. There were also no differences in change in sr-MVPA, sleep quality, anxiety symptoms, perceived stress, mother-infant bonding, or infant development at 12 months of age associated with the intervention.</p><p>Engagement with the intervention was low, with roughly half of intervention group participants logging into the MomZing website and peak weekly engagement of a median of 10 minutes of videos watched at 2 weeks after randomization, which may explain our null findings in both intent-to-treat and modified intent-to-treat analyses. Participants in the intervention group who used the MomZing website rated it highly; however, those who did not use the MomZing website reported that lack of time remained a barrier to PA. Additionally, for some participants the MomZing intervention did not meet their expectations for quality and content, as they preferred higher intensity workouts and accessibility of content via an app. A previous review of behavior change techniques present in efficacious PA interventions among postpartum populations identified goal setting for PA and self-monitoring of PA as important components (ie, these techniques were present in all efficacious interventions) [<xref ref-type="bibr" rid="ref55">55</xref>]. While the MomZing website did allow for setting a weekly PA goal and visually tracked the number of videos watched per week, there was no promotion of these activities in our study materials, which may also have contributed to our null findings. Providing goal-setting and self-monitoring tools without additional social support is likely not enough to change PA behavior in this population, as previous research suggests that social support is the strongest contributor to PA behavior change in postpartum individuals [<xref ref-type="bibr" rid="ref56">56</xref>].</p><p>Previous randomized controlled trials of eHealth PA interventions in postpartum populations have used various eHealth modalities, including a mobile app alone [<xref ref-type="bibr" rid="ref57">57</xref>] or paired with free exercise equipment for the home [<xref ref-type="bibr" rid="ref58">58</xref>], a Facebook group [<xref ref-type="bibr" rid="ref59">59</xref>], and an exercise DVD [<xref ref-type="bibr" rid="ref60">60</xref>]; only 1 study was conducted among individuals at high risk of PPD [<xref ref-type="bibr" rid="ref58">58</xref>], and all reported no associations with mental health outcomes despite higher intervention engagement and retention compared to the present study. Teychenne et al [<xref ref-type="bibr" rid="ref58">58</xref>] pilot tested whether a 12-week home-based PA intervention, which included a free in-home treadmill or stationary bike, mobile app, and online forum, changed PA, sleep, and mental health in postpartum individuals at high risk for PPD (n=62). Results showed that the intervention group had less dm-MVPA compared to the control group (&#x2212;1.3% of the day), and there were no differences in sr-MVPA, depressive symptoms, anxiety symptoms, or sleep quality. Other studies have been conducted among the general population of postpartum individuals. In a pilot study with 35 participants, Tinius et al [<xref ref-type="bibr" rid="ref57">57</xref>] did not find differences in dm-MVPA or sr-MVPA at 12 weeks postpartum between participants in an attention control group and those who had access to a mobile app to help perinatal individuals (mid-pregnancy to postpartum) meet PA recommendations, which included PA tracking, exercise videos, and educational content. In a trial with 120 participants, Kernot et al [<xref ref-type="bibr" rid="ref59">59</xref>] did not find differences in dm-MVPA or self-reported walking between participants in a 50-day team-based PA intervention delivered via Facebook and participants in a control group. Finally, Yang et al [<xref ref-type="bibr" rid="ref61">61</xref>] did not report differences in depressive symptoms, sleep quality, or perceived stress in a pilot study (n=140) of a 12-week aerobic gymnastic intervention designed for postpartum individuals and delivered via DVD. These findings, along with our study results, highlight the need for additional research to develop effective PA interventions for postpartum individuals at high risk of PPD and for the postpartum population in general.</p><p>Strengths of this study include using an intervention tailored for postpartum individuals that was developed with key stakeholder input; assessment of dm-MVPA and sr-MVPA; assessment of multiple aspects of mental health; multiple timepoints of outcome assessment; inclusion of participants from a large population sample; and use of statistical techniques for balancing groups. However, several limitations should be noted, which highlight the challenges in PA and research engagement during postpartum, especially in those at high risk for PPD and may explain our null results. We did not meet our recruitment goal, and as a result, our study is underpowered for effect sizes smaller than &#x201C;medium,&#x201D; resulting in imprecise estimates of associations (wide confidence intervals). As discussed previously, engagement with the intervention was low, which can lead to underestimation of intervention effects in intent-to-treat analyses [<xref ref-type="bibr" rid="ref62">62</xref>] and further reduces sample size and power in modified intent-to-treat analyses. Study recruitment occurred from November 2020 to September 2022, during the COVID-19 pandemic when many stressors and barriers to PA were heightened [<xref ref-type="bibr" rid="ref63">63</xref>], which may have reduced motivation for and interest in PA. This was also when many other online PA offerings were becoming available, which may have been more attractive to participants, resulting in low engagement with the MomZing intervention and highlighting potential needs for improvement in production value and content of the website. Finally, retention for follow-up assessments was a challenge, likewise potentially due in part to the challenges of the COVID-19 pandemic; however, multiple imputation mitigated this limitation.</p><p>In conclusion, an eHealth PA intervention tailored to postpartum individuals did not change PA, mental health, sleep quality, perceived stress, mother-infant bonding, or infant development among those at high risk for PPD. Additional research, including qualitative data, to develop effective and engaging PA interventions for this population is needed to help alleviate PPD symptoms and decrease PPD risk.</p></sec></body><back><ack><p>The authors would like to thank Julia Koo for her editorial assistance. The research reported in this publication was supported by the Kaiser Permanente Exercise as Medicine Research Program. The funding organization had no role in the design and conduct of the trial; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; or decision to submit the manuscript for publication.</p></ack><fn-group><fn fn-type="con"><p>SEB and LAA were responsible for study concept, study design, funding acquisition, and statistical analysis. SEB drafted and revised the manuscript. NO designed the study tracking system, collected data, and conducted statistical analysis. MR was involved in data collection, supervision of the study team, and study design modification. LGC participated in data collection. EK was involved in supervision of the study team. CPQ consulted regarding study design and statistical analysis. CLA designed the eHealth intervention (MomZing) and contributed to study design. SDB and MB contributed to study design. 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