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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JMIR</journal-id>
      <journal-id journal-id-type="nlm-ta">J Med Internet Res</journal-id>
      <journal-title>Journal of Medical Internet Research</journal-title>
      <issn pub-type="epub">1438-8871</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">v23i11e23659</article-id>
      <article-id pub-id-type="pmid">34842534</article-id>
      <article-id pub-id-type="doi">10.2196/23659</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Original Paper</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Original Paper</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>The Baby Steps Web Program for the Well-Being of New Parents: Randomized Controlled Trial</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Kukafka</surname>
            <given-names>Rita</given-names>
          </name>
        </contrib>
        <contrib contrib-type="editor">
          <name>
            <surname>Eysenbach</surname>
            <given-names>Gunther</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Wentzel-Larsen</surname>
            <given-names>Tore</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Gulliver</surname>
            <given-names>Amelia</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Donker</surname>
            <given-names>Tara</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Kavanagh</surname>
            <given-names>David John</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Centre for Children’s Health Research</institution>
            <institution>Queensland University of Technology</institution>
            <addr-line>62 Raymond Terrace</addr-line>
            <addr-line>South Brisbane Qld, 4101</addr-line>
            <country>Australia</country>
            <phone>61 419 479227</phone>
            <email>david.kavanagh@qut.edu.au</email>
          </address>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-9072-8828</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Connolly</surname>
            <given-names>Jennifer</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-0585-5019</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Fisher</surname>
            <given-names>Jane</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-1959-6807</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Halford</surname>
            <given-names>W Kim</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff4" ref-type="aff">4</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-9645-9147</ext-link>
        </contrib>
        <contrib id="contrib5" contrib-type="author">
          <name name-style="western">
            <surname>Hamilton</surname>
            <given-names>Kyra</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff5" ref-type="aff">5</xref>
          <xref rid="aff6" ref-type="aff">6</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-9975-685X</ext-link>
        </contrib>
        <contrib id="contrib6" contrib-type="author">
          <name name-style="western">
            <surname>Hides</surname>
            <given-names>Leanne</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff4" ref-type="aff">4</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-4550-8460</ext-link>
        </contrib>
        <contrib id="contrib7" contrib-type="author">
          <name name-style="western">
            <surname>Milgrom</surname>
            <given-names>Jeannette</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff7" ref-type="aff">7</xref>
          <xref rid="aff8" ref-type="aff">8</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-4082-4595</ext-link>
        </contrib>
        <contrib id="contrib8" contrib-type="author">
          <name name-style="western">
            <surname>Rowe</surname>
            <given-names>Heather</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-3664-6167</ext-link>
        </contrib>
        <contrib id="contrib9" contrib-type="author">
          <name name-style="western">
            <surname>Scuffham</surname>
            <given-names>Paul A</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff6" ref-type="aff">6</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-5931-642X</ext-link>
        </contrib>
        <contrib id="contrib10" contrib-type="author">
          <name name-style="western">
            <surname>White</surname>
            <given-names>Katherine M</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-0345-4724</ext-link>
        </contrib>
        <contrib id="contrib11" contrib-type="author">
          <name name-style="western">
            <surname>Wittkowski</surname>
            <given-names>Anja</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff9" ref-type="aff">9</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-3806-0183</ext-link>
        </contrib>
        <contrib id="contrib12" contrib-type="author">
          <name name-style="western">
            <surname>Appleton</surname>
            <given-names>Shelley</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-4287-3411</ext-link>
        </contrib>
        <contrib id="contrib13" contrib-type="author">
          <name name-style="western">
            <surname>Sanders</surname>
            <given-names>Davina</given-names>
          </name>
          <degrees>MClinPsych</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-6523-783X</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Centre for Children’s Health Research</institution>
        <institution>Queensland University of Technology</institution>
        <addr-line>South Brisbane Qld</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>School of Psychology and Counselling</institution>
        <institution>Queensland University of Technology</institution>
        <addr-line>South Brisbane Qld</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>School of Public Health and Preventive Medicine</institution>
        <institution>Monash University</institution>
        <addr-line>Melbourne</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>School of Psychology</institution>
        <institution>The University of Queensland</institution>
        <addr-line>Brisbane</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff5">
        <label>5</label>
        <institution>School of Applied Psychology</institution>
        <institution>Griffith University</institution>
        <addr-line>Brisbane</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff6">
        <label>6</label>
        <institution>Menzies Health Institute Queensland</institution>
        <institution>Griffith University</institution>
        <addr-line>Brisbane</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff7">
        <label>7</label>
        <institution>Perinatal and Infant Research Institute</institution>
        <institution>Austin Health</institution>
        <addr-line>Melbourne</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff8">
        <label>8</label>
        <institution>Melbourne School of Psychological Sciences</institution>
        <institution>University of Melbourne</institution>
        <addr-line>Melbourne</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff9">
        <label>9</label>
        <institution>School of Health Sciences</institution>
        <institution>University of Manchester</institution>
        <addr-line>Manchester</addr-line>
        <country>United Kingdom</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: David John Kavanagh <email>david.kavanagh@qut.edu.au</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <month>11</month>
        <year>2021</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>26</day>
        <month>11</month>
        <year>2021</year>
      </pub-date>
      <volume>23</volume>
      <issue>11</issue>
      <elocation-id>e23659</elocation-id>
      <history>
        <date date-type="received">
          <day>21</day>
          <month>8</month>
          <year>2020</year>
        </date>
        <date date-type="rev-request">
          <day>21</day>
          <month>10</month>
          <year>2020</year>
        </date>
        <date date-type="rev-recd">
          <day>25</day>
          <month>2</month>
          <year>2021</year>
        </date>
        <date date-type="accepted">
          <day>2</day>
          <month>8</month>
          <year>2021</year>
        </date>
      </history>
      <copyright-statement>©David John Kavanagh, Jennifer Connolly, Jane Fisher, W Kim Halford, Kyra Hamilton, Leanne Hides, Jeannette Milgrom, Heather Rowe, Paul A Scuffham, Katherine M White, Anja Wittkowski, Shelley Appleton, Davina Sanders. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 26.11.2021.</copyright-statement>
      <copyright-year>2021</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on https://www.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://www.jmir.org/2021/11/e23659" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>New parents face increased risks of emotional distress and relationship dissatisfaction. Digital interventions increase support access, but few preventive programs are optimized for both parents.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>This study aims to conduct the first randomized controlled trial on universal self-guided digital programs to support positive perinatal adjustment of both mothers and fathers. Effects of childcare information (<italic>Baby Care</italic>) and information plus an interactive program (<italic>Baby Steps Wellbeing</italic>) were compared from the third trimester baseline to 3 and 6 months subsequently.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>The study recruited 388 co-parenting male-female adult couples expecting their first single child (26-38 weeks’ gestation), using web-based registration. Most (337/388, 86.8%) were obtained from prenatal hospital classes. Couples’ randomization was automated and stratified by Edinburgh Postnatal Depression Scale (EPDS) scores (50% couples scored <italic>high</italic> if either mother &#62;7, father &#62;5). All assessments were web-based self-reports: the EPDS and psychosocial quality of life were primary outcomes; relationship satisfaction, social support, and self-efficacy for parenting and support provision were secondary. Linear mixed models provided intention-to-treat analyses, with linear and quadratic effects for time and random intercepts for participants and couples.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>Selection criteria were met by 63.9% (248/388) of couples, who were all randomized. Most participants were married (400/496, 80.6%), tertiary educated (324/496, 65.3%), employed full time (407/496, 82%), and born in Australia (337/496, 67.9%). Their mean age was 32.2 years, and average gestation was 30.8 weeks. Using an EPDS cutoff score of 13, 6.9% (18/248) of men, and 16.1% (40/248) of women screened positive for depression at some time during the 6 months. Retention of both partners was 80.6% (201/248) at the 6-month assessments, and satisfaction with both programs was strong (92% ≥50). Only 37.3% (185/496) of participants accessed their program more than once, with higher rates for mothers (133/248, 53.6%) than fathers (52/248, 20.9%; <italic>P&#60;</italic>.001). The EPDS, quality of life, and social support did not show differential improvements between programs, but <italic>Baby Steps Wellbeing</italic> gave a greater linear increase in self-efficacy for support provision (<italic>P=</italic>.01; Cohen <italic>d</italic>=0.26) and lower reduction in relationship satisfaction (<italic>P=</italic>.03; Cohen <italic>d</italic>=0.20) than <italic>Baby Care</italic> alone. Mothers had greater linear benefits in parenting self-efficacy over time than fathers after receiving <italic>Baby Steps Wellbeing</italic> rather than <italic>Baby Care</italic> (<italic>P=</italic>.01; Cohen <italic>d</italic>=0.51)<italic>.</italic> However, the inclusion of program type in analyses on parenting self-efficacy and relationship satisfaction did not improve model fit above analyses with only parent gender and time.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>Three secondary outcomes showed differential benefits from <italic>Baby Steps Wellbeing</italic>, but for one (parenting self-efficacy), the effect only occurred for mothers, perhaps reflecting their greater program use. Increased engagement will be needed for more definitive testing of the potential benefits of <italic>Baby Steps</italic> <italic>Wellbeing</italic> for perinatal adjustment.</p>
        </sec>
        <sec sec-type="trial registration">
          <title>Trial Registration</title>
          <p>Australian New Zealand Clinical Trials Registry ACTRN12614001256662; https://www.anzctr.org.au/Trial/Registration/TrialReview.aspx?id=367277</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>perinatal</kwd>
        <kwd>depression</kwd>
        <kwd>prevention</kwd>
        <kwd>men</kwd>
        <kwd>self-guided</kwd>
        <kwd>internet</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <p>Psychological distress before and after childbirth is common in both parents. Although recent meta-analyses estimate that 12%-17% of recent mothers become depressed [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref2">2</xref>], the rate for fathers is approximately 8% [<xref ref-type="bibr" rid="ref3">3</xref>]. Depression in one parent poses significant coping challenges for their partner and increases their own risk of depression [<xref ref-type="bibr" rid="ref4">4</xref>-<xref ref-type="bibr" rid="ref6">6</xref>]. However, few fathers receive treatment for depression or subclinical distress [<xref ref-type="bibr" rid="ref7">7</xref>], and research on its treatment is sparse [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref9">9</xref>]. Preventive interventions targeting both parents’ distress and promoting quality of life are also likely to benefit the couple’s relationship [<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref11">11</xref>] as well as their child’s emotional and social adjustment [<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref13">13</xref>].</p>
        <p>Digital delivery may be expected to reduce some of the stigma associated with help seeking, which is especially evident in fathers [<xref ref-type="bibr" rid="ref7">7</xref>], and allow large-scale access to interventions aimed at preventing or treating distress. Web-based cognitive behavior therapy programs for postpartum depression have demonstrated a moderate average effect size in mothers (Cohen <italic>d</italic>=0.54) [<xref ref-type="bibr" rid="ref14">14</xref>]. However, a search of published papers identified no research on interactive programs specifically for fathers, although interactive exercises for couples are sometimes included [<xref ref-type="bibr" rid="ref15">15</xref>]. Even web-based information focusing on new fathers is limited [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref17">17</xref>].</p>
        <p><italic>Baby Steps</italic><italic>Wellbeing</italic> is a free, self-guided web program that is optimized for multiple devices and aims to prevent distress and promote the well-being of new parents [<xref ref-type="bibr" rid="ref18">18</xref>]. It was developed by clinical psychologists and a midwife, with a particular focus on new fathers, and was based on unpublished qualitative research on the issues faced by 10 couples with babies aged 3-6 months and on semistructured interviews with 21 recent parents who reviewed the draft program. To maximize the engagement of new parents, the program contained 4 modules with practical tips on preparing for the baby and addressing issues related to feeding, sleep, and soothing (<italic>Baby Care</italic>). The full <italic>Baby Steps Wellbeing</italic> program had an additional four modules providing information and interactive problem solving on self-care, relationships, interacting with the baby and adjusting to the new roles, as well as a module specifically focused on fathers that covered the ways in which they could support their partner and share childcare tasks. Selecting a tip in <italic>Baby Steps Wellbeing</italic> allowed users to choose specific baby care and well-being tips and set calendar reminders to try them. They could also upload photos about good times with their baby for use at times of stress.</p>
        <p>Digital provision of a support program does not guarantee that men will access it, and users of digital mental health services remain predominantly women [<xref ref-type="bibr" rid="ref19">19</xref>]. Encouraging partners to enroll in a program together may be one way to maximize fathers’ engagement. This strategy may also provide opportunities to build mutual support and relationship satisfaction, which are key predictors of perinatal well-being [<xref ref-type="bibr" rid="ref20">20</xref>]. Accordingly, this study required that both partners participate, protecting their confidentiality through separate usernames and passwords.</p>
      </sec>
      <sec>
        <title>Objective</title>
        <p>The aim of this randomized controlled trial is to compare the efficacy of the full, interactive <italic>Baby Steps Wellbeing</italic> program (containing all modules and planning tools) with that of <italic>Baby Care</italic> informational tips alone over a period of 6 months from the third trimester of pregnancy onward. The primary outcomes were self-rated depression and psychosocial quality of life, whereas the secondary outcomes included relationship satisfaction, parental self-efficacy, and social support. We predicted that the <italic>Baby Steps Wellbeing</italic> program would result in better outcomes at 3 and 6 months from baseline, compared with <italic>Baby Care</italic> information only. Although we did not have a directional hypothesis about the relative effects of the programs on fathers and mothers, we tested whether the inclusion of an interaction of treatment and parent gender added to the prediction of outcomes. Effects for time were partialed into linear and quadratic effects because of the potential for deterioration in mental health and well-being during the early postpartum period, with some recovery at 6 months. We were interested both in whether the two treatments had differential effects linearly over the study period and whether they modified any tendency for short-term changes at around 2 weeks after childbirth (ie, 3 months from baseline).</p>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Brief Description</title>
        <p>A detailed description of the methodology is provided in the research protocol [<xref ref-type="bibr" rid="ref21">21</xref>]. A summary is provided below, highlighting the changes from the published protocol.</p>
      </sec>
      <sec>
        <title>Ethical Approval, Inclusion Criteria, and Recruitment</title>
        <p>The trial received ethical approval from the human research ethics committees of Queensland University of Technology (#1400000687) and Mater Health Services (HREC/14/MHS/166). The participants were co-parenting male-female couples aged 18 years or older who were expecting a single first child at 26-38 weeks’ gestation. Recruitment was timed during late pregnancy to engage parents before they faced the heavy demands of childcare [<xref ref-type="bibr" rid="ref22">22</xref>], while ensuring that their entry was sufficiently proximal to the birth to maximize engagement and later recall. The participants were proficient in English, had access to the internet and a mobile phone, and had completed the baseline assessments. Recruitment occurred between March 2015 and October 2015, and the registration was conducted on the web. The study had a recruitment target of 240 couples, which was expected to enable the detection of a small effect size of f=0.082 (<italic>α</italic>=.05; power=0.80; repeated measures <italic>r</italic>=0.50, using repeated measures analysis of variance, G*Power 3.1 [Heinrich Heine University] [<xref ref-type="bibr" rid="ref23">23</xref>]). However, we recruited 248 couples (124 couples in each arm). Most recruited couples (216/248, 87.1%) entered the study through prenatal parent education classes at the Mater Mothers’ Hospital, Brisbane, Australia, where a member of the research team presented information about the research trial immediately before the class. The remaining participants were recruited through a trade exhibit at the <italic>Pregnancy, Babies, and Children’s Expo</italic> in Brisbane, Australia (25/248, 10.1%); were referred by a friend, family member, or medical practitioner (6/248, 2.4%); or responded to advertising on a parenting website (1/248, 0.4%).</p>
      </sec>
      <sec>
        <title>Measures</title>
        <sec>
          <title>Demographic and Pregnancy Data</title>
          <p>At baseline, each parent reported their age, marital and employment status, education level, country of birth, years living in Australia, and indigenous background (where applicable). The assessment at 3 months after childbirth included weeks of gestation at birth, birth type, baby’s sex, and information about any inpatient care of the baby.</p>
        </sec>
        <sec>
          <title>Program Use and Satisfaction</title>
          <p>The number of log-ins, modules viewed, the number of saved action plans from baseline to 6 months, and the period between the first and last log-in to the program were downloaded from the program’s database. Overall program satisfaction and the program’s perceived relevance, usefulness, and ease of finding what the participants wanted were self-reported at 3 months on a scale from 0 (not at all) to 100 (extremely), and average scores across these four items are reported below (in this sample, Cronbach <italic>α</italic>=.93; corrected interitem correlations=0.73-0.91).</p>
        </sec>
        <sec>
          <title>Outcomes</title>
          <p>Except for the Assessment of Quality of Life-8 Dimensions (AQoL-8D), all self-reported outcomes used unweighted sums or averages of items. The primary outcome measures were the scores derived from the 10-item Edinburgh Postnatal Depression Scale (EPDS) [<xref ref-type="bibr" rid="ref24">24</xref>,<xref ref-type="bibr" rid="ref25">25</xref>], which provides a total score of 0-30, with higher scores indicative of depressive symptomatology, and the Psychosocial Super Dimension Scale from the AQoL-8D [<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref27">27</xref>], which gives an average weighted score of increasing utility from 0 to 1.</p>
          <p>Relationship satisfaction was measured using the 16-item Couples Satisfaction Index (CSI-16) [<xref ref-type="bibr" rid="ref28">28</xref>], which gives a score of increasing satisfaction from 0 to 81. Social support was assessed using the 4-item version of the Medical Outcomes Study Social Support Survey (Short MOS-SSS) [<xref ref-type="bibr" rid="ref29">29</xref>], which provides a total score from 4 to 20. A new measure of parenting self-efficacy used an average across the items on feeding, sleep, and settling (eg, “Thinking about the next 13 weeks, how confident are you with putting your baby to sleep?”), each of which was rated on an 11-point scale from 0 (not at all confident) to 100 (extremely confident). At baseline, the scale had high internal consistency (Cronbach <italic>α</italic>=.94; corrected item-total correlations=0.78-0.95). Self-efficacy for support provision to their partner used a single item (“Thinking about the next 13 weeks, how confident are you with providing support to your partner,” which was also rated on an 11-point scale from 0 to 100) that was moderately related to the CSI-16 (Spearman <italic>ρ</italic>=0.32; <italic>P&#60;</italic>.001) and inversely related to the EPDS (Spearman <italic>ρ</italic>=–0.30; <italic>P&#60;</italic>.001). Data on income, work time, productivity, and health care were also collected but will be reported in a separate paper.</p>
        </sec>
      </sec>
      <sec>
        <title>Web Programs</title>
        <p>The participants randomized to the <italic>Baby Care</italic> trial arm received the four informational modules giving information and tips on getting prepared, feeding and soothing their baby, and improving their baby’s sleeping habits. A <italic>Get Help</italic> tab provided a list of relevant digital or telephone support services.</p>
        <p>The participants receiving <italic>Baby Steps Wellbeing</italic> could also access modules on physical and emotional self-care, their relationship with their partner, changing roles, and interacting with their baby, as well as the module meant especially for fathers (ie, a total of 9 modules, including those focused on baby care). For either <italic>Baby Care</italic> tips or the ones in other modules, the participants in <italic>Baby Steps Wellbeing</italic> could identify goals, solve problems, develop a plan, set times to take action, and record their successful completion. A list of successfully completed plans was available. A web-based scrapbook was used to store photos of good times with their baby, and their dashboard presented due dates for their action plans, together with a rotating quiz question about baby care, a tip, and a scrapbook photo. The database for <italic>Baby Steps Wellbeing</italic> was hosted at the Queensland University of Technology. The participants were not given advice on the number of modules to access, and there was no limitation on the pace of module access. No changes to either program were made during the study, and no major technical issues were encountered.</p>
        <p>All participants received automated text messages at 2, 4, 7, and 10 weeks after allocation, reminding them to log in to the program and select tips to apply. Texts sent to the <italic>Baby Steps Wellbeing</italic> participants also included a recommendation to review their goals and plans. A final SMS text message was sent to all participants, thanking them and expressing the hope that they found the website useful.</p>
      </sec>
      <sec>
        <title>Procedure</title>
        <p>After the volunteers for the study registered on the web, they were emailed a link to the web-based consent form and eligibility screen. Prospective participants could also email or call the research team to ask questions about the trial. After informed consent and initial automated confirmation of eligibility, they were given a link to self-complete the baseline assessments. Both these and later measures were delivered through Qualtrics (Qualtrics, LLC; [<xref ref-type="bibr" rid="ref30">30</xref>]) and stored separately from identifying data, using a numerical code for the couple plus a letter to signify father or mother. Completion of all items in each measure was required. If a respondent screened positive for a medium or high risk of major depression or self-harm (EPDS item 10 ≥1, or totals of ≥10 for mothers, ≥6 for fathers) at either the baseline or a later assessment, they were contacted by a member of the research team, who implemented a risk management plan [<xref ref-type="bibr" rid="ref21">21</xref>].</p>
        <p>The web-based completion of baseline measures by both the father and mother triggered a fully automated random allocation of the couple to a treatment by Goji, a web-based trial management system developed at Queensland University of Technology [<xref ref-type="bibr" rid="ref31">31</xref>]. Randomization was performed in permuted blocks, stratified by EPDS (screening negative for anxiety or major or minor depression: mother ≤7 <italic>and</italic> father ≤5; screening positive: mother &#62;7 <italic>or</italic> father &#62;5) [<xref ref-type="bibr" rid="ref25">25</xref>]. These cutoffs resulted in 123 couples (49.6%) screening positive—ie, approximating a median split of the couples on the EPDS.</p>
        <p>At 13 and 26 weeks, the participants were sent automated emails with links to self-complete assessments on the web. All outcome and economic measures were readministered, together with details about the birth, a check on marital status, and ratings of program satisfaction. Nonresponse resulted in emails or calls by a research officer, who was blind to the treatment, to provide further reminders. The participants were given a retail store voucher for Aus $20 (approximately US $16) for each completed follow-up assessment.</p>
      </sec>
      <sec>
        <title>Statistical Analyses</title>
        <p>The primary analyses adopted an intention-to-treat approach using RStudio version 1.3.1093 lme4 (RStudio, PBC), which provided mixed models analyses of data over the three measurement occasions (baseline, 3 months, and 6 months). Given the potential for correlations within couples, each analysis incorporated random intercepts for both the couple and individual participant. Preliminary analyses demonstrated that the inclusion of a first-order autocorrelation between test occasions did not improve predictions; therefore, it was not included in the reported analyses. As mothers are somewhat more vulnerable than fathers to issues with perinatal mental health and well-being [<xref ref-type="bibr" rid="ref1">1</xref>-<xref ref-type="bibr" rid="ref3">3</xref>], all analyses included effects for parent gender and the interaction of parent gender and time. In compliance with CONSORT (Consolidated Standards of Reporting Trials) guidelines, analyses of outcomes did not control for any differences between the treatments at baseline (contrary to the protocol paper) [<xref ref-type="bibr" rid="ref21">21</xref>], but tests for any baseline differences are reported in the interests of full disclosure.</p>
        <p>In the primary analyses, we compared two models: (1) a hypothesized model, examining the relative impact of the two programs, controlling for parent gender (ie, including effects of treatment×time, parent gender×time, and the relative main effects) and (2) the full factorial model, testing all potential effects. Post hoc analyses were also undertaken to examine a model that only included parent gender and time. The reported <italic>t</italic> tests used the Satterthwaite method, and the degrees of freedom were calculated using the Kenward-Roger method. The effect sizes in these analyses use Cohen <italic>d</italic>, with difference scores being divided by shared baseline SD units (taken from analysis of variance values of baseline scores, with treatment and parent gender as independent variables).</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Participant Characteristics</title>
        <p>The CONSORT diagram is presented in <xref rid="figure1" ref-type="fig">Figure 1</xref>. Of the 726 people who expressed initial interest in the study, 388 couples registered; 248 (53.4) fulfilled the eligibility criteria and were randomly allocated to the two treatments. As shown in <xref rid="figure1" ref-type="fig">Figure 1</xref>, retention at 3- and 6-month assessments was high in both treatments. One couple had to be withdrawn from the study because of a stillbirth, but their baseline data were still included in the intention-to-treat analyses. An attempt was made to contact participants who screened positive for risk of depression or self-harm and implement the risk management procedure (112 at baseline, 175 at 3 months, 132 at 6 months), but no one had to be withdrawn from the study for this reason. Very few participants received concurrent mental health treatment during the study in either treatment (medication: 5%-7% and counseling: 4%-6%).</p>
        <p>On average, the participants receiving <italic>Baby Steps Wellbeing</italic> entered the study a little less than a week earlier in the pregnancy compared with those receiving <italic>Baby Care</italic> (mean 30.4, SD 2.8 vs <italic>Baby Care</italic> mean 31.2, SD 3.1; <italic>F</italic><sub>1,246</sub>=4.35; <italic>P</italic>=.04; η<sup>2</sup>=0.017), but there were no other significant differences between the treatments in terms of demographic characteristics. Tests of any differences between the fathers and mothers in the study are presented in <xref ref-type="table" rid="table1">Tables 1</xref> and <xref ref-type="table" rid="table2">2</xref>. Mothers were slightly younger than fathers on average and were more likely to have a university degree but less likely to be employed full time. At baseline, they had higher EPDS scores, lower AQoL-8D Psychosocial Super Dimension scores, and lower self-efficacy in the provision of social support. However, they had higher relationship satisfaction scores on the CSI-16 and higher perceived social support on the Short MOS-SSS.</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>CONSORT (Consolidated Standards of Reporting Trials) diagram.</p>
          </caption>
          <graphic xlink:href="jmir_v23i11e23659_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Baseline characteristics and scores by parent gender (fathers: n=248; mothers: n=248): categorical variables.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="510"/>
            <col width="0"/>
            <col width="120"/>
            <col width="0"/>
            <col width="120"/>
            <col width="0"/>
            <col width="0"/>
            <col width="140"/>
            <col width="0"/>
            <col width="0"/>
            <col width="80"/>
            <thead>
              <tr valign="top">
                <td colspan="3">Variable</td>
                <td colspan="2">Fathers, n (%)</td>
                <td colspan="2">Mothers, n (%)</td>
                <td colspan="3">Chi-square test (<italic>df</italic>)</td>
                <td colspan="2"><italic>P</italic> value</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="3">University degree</td>
                <td colspan="2">142 (57.2)</td>
                <td colspan="2">182 (73.3)</td>
                <td colspan="3">14.24 (1)</td>
                <td colspan="2">&#60;.001</td>
              </tr>
              <tr valign="top">
                <td colspan="8">
                  <bold>Employment</bold>
                </td>
                <td colspan="3">13.98 (2)</td>
                <td>.001</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Full time</td>
                <td colspan="2">219 (88.3)</td>
                <td colspan="2">188 (75.8)</td>
                <td colspan="3">
                  <break/>
                </td>
                <td colspan="3">
                  <break/>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Part time or casual</td>
                <td colspan="2">20 (8.0)</td>
                <td colspan="2">35 (14.1)</td>
                <td colspan="3">
                  <break/>
                </td>
                <td colspan="3">
                  <break/>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Unpaid leave, benefits or retired</td>
                <td colspan="2">9 (3.6)</td>
                <td colspan="2">25 (10.0)</td>
                <td colspan="3">
                  <break/>
                </td>
                <td colspan="3">
                  <break/>
                </td>
              </tr>
              <tr valign="top">
                <td colspan="3">Indigenous</td>
                <td colspan="2">4 (1.6)</td>
                <td colspan="2">0 (0)</td>
                <td colspan="3">4.03 (1)</td>
                <td colspan="2">.045</td>
              </tr>
              <tr valign="top">
                <td colspan="8">
                  <bold>Region of birth</bold>
                </td>
                <td colspan="3">4.12 (2)</td>
                <td>.13</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Australia</td>
                <td colspan="2">163 (65.7)</td>
                <td colspan="2">174 (70.2)</td>
                <td colspan="3">
                  <break/>
                </td>
                <td colspan="3">
                  <break/>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>New Zealand or Pacific or United Kingdom or Ireland or North America or other European countries</td>
                <td colspan="2">53 (21.4)</td>
                <td colspan="2">36 (14.5)</td>
                <td colspan="3">
                  <break/>
                </td>
                <td colspan="3">
                  <break/>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Asia or Southeast Asia or Middle East or South America or Africa</td>
                <td colspan="2">32 (12.9)</td>
                <td colspan="2">38 (15.3)</td>
                <td colspan="3">
                  <break/>
                </td>
                <td colspan="3">
                  <break/>
                </td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <table-wrap position="float" id="table2">
          <label>Table 2</label>
          <caption>
            <p>Baseline characteristics and scores by parent gender (fathers: n=248; mothers: n=248): continuous variables.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="400"/>
            <col width="200"/>
            <col width="200"/>
            <col width="120"/>
            <col width="80"/>
            <thead>
              <tr valign="top">
                <td>Variable<sup>a</sup></td>
                <td>Fathers, predicted mean (SE)</td>
                <td>Mothers, predicted mean (SE)</td>
                <td><italic>t</italic> test (<italic>df</italic>)</td>
                <td><italic>P</italic> value</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Age (years)</td>
                <td>33.0 (0.27)<sup>b</sup></td>
                <td>31.5 (0.27)<sup>b</sup></td>
                <td>15.77 (247.0)</td>
                <td>&#60;.001</td>
              </tr>
              <tr valign="top">
                <td>Years living in Australia<sup>c</sup></td>
                <td>12.2 (1.02)<sup>d</sup></td>
                <td>10.5 (1.08)<sup>e</sup></td>
                <td>–1.37 (68.6)</td>
                <td>.18</td>
              </tr>
              <tr valign="top">
                <td>Depression (EPDS<sup>f</sup> total)</td>
                <td>4.47 (0.25)</td>
                <td>5.42 (0.25)</td>
                <td>2.81 (247.0)</td>
                <td>.005</td>
              </tr>
              <tr valign="top">
                <td>Quality of life (AQoL-8D<sup>g</sup> Psychosocial)</td>
                <td>0.474 (0.01)</td>
                <td>0.434 (0.10)</td>
                <td>–3.13 (247.0)</td>
                <td>.002</td>
              </tr>
              <tr valign="top">
                <td>Relationship satisfaction (CSI-16<sup>h</sup>)</td>
                <td>69.8 (0.60)</td>
                <td>71.9 (0.60)</td>
                <td>3.26 (247.0)</td>
                <td>.001</td>
              </tr>
              <tr valign="top">
                <td>Social support (Short MOS-SSS<sup>i</sup>)</td>
                <td>15.8 (0.21)</td>
                <td>16.6 (0.21)</td>
                <td>2.81 (247.0)</td>
                <td>.005</td>
              </tr>
              <tr valign="top">
                <td>Parenting self-efficacy</td>
                <td>65.2 (1.20)</td>
                <td>65.3 (1.20)</td>
                <td>0.08 (247.0)</td>
                <td>.94</td>
              </tr>
              <tr valign="top">
                <td>Self-efficacy: support provision</td>
                <td>81.2 (1.26)</td>
                <td>71.8 (1.26)</td>
                <td>–5.43 (247.0)</td>
                <td>&#60;.001</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table2fn1">
              <p><sup>a</sup>Analyses of continuous variables include a random intercept for a couple.</p>
            </fn>
            <fn id="table2fn2">
              <p><sup>b</sup>N=248.</p>
            </fn>
            <fn id="table2fn3">
              <p><sup>c</sup>If born overseas.</p>
            </fn>
            <fn id="table2fn4">
              <p><sup>d</sup>n=85.</p>
            </fn>
            <fn id="table2fn5">
              <p><sup>e</sup>n=74.</p>
            </fn>
            <fn id="table2fn6">
              <p><sup>f</sup>EPDS: Edinburgh Postnatal Depression Scale.</p>
            </fn>
            <fn id="table2fn7">
              <p><sup>g</sup>AQoL-8D: Assessment of Quality of Life-8 Dimensions.</p>
            </fn>
            <fn id="table2fn8">
              <p><sup>h</sup>CSI-16: Couples Satisfaction Index-16.</p>
            </fn>
            <fn id="table2fn9">
              <p><sup>i</sup>MOS-SSS: Medical Outcomes Study Social Support Survey.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>The participants had a median age of 32 (mean 32.2, SD 4.4; range 20-47) years, and 80.6% (400/496) were married. Most had a university degree (324/496, 65.3%), were employed full time (407/496, 82%), had been born in Australia (337/496, 67.9%), or had lived in Australia for a substantial period (mean 11.2 years, SD 9.5 years). Using a cutoff score of 12/13 on the EPDS [<xref ref-type="bibr" rid="ref5">5</xref>] and no data substitution, 16.1% (40/248) of the mothers and 6.9% (18/248) of the fathers screened positive for depression at some time during the study. The rates at 3 months (approximately 2 weeks after childbirth) were 9.1% (20/217) for the mothers and 2.9% (6/209) for the fathers. If the Australian cutoffs for major or minor depression reported in the study by Matthey et al [<xref ref-type="bibr" rid="ref25">25</xref>] were used (8/9 for mothers and 9/10 for fathers), 41.5% (103/248) of the mothers and 18.5% (46/248) of the fathers screened positive at some time, with the rates at 3 months being 27.2% (59/217) and 9.1% (19/209), respectively. The details are presented in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>, Table S1.</p>
      </sec>
      <sec>
        <title>Program Satisfaction and Use</title>
        <p>Satisfaction with the program was high among the participants who accessed it at least once (median 75, 92% ≥50; <xref ref-type="table" rid="table3">Table 3</xref>), with no substantial differences due to treatment or parent gender, but access and use were suboptimal, especially for the fathers. The median number of log-ins across the sample was 1 (range 0-23; 90th percentile=5). Only 36.7% (91/248) of <italic>Baby Care</italic> and 37.9% (94/248) of <italic>Baby Steps Wellbeing</italic> participants (<italic>χ</italic><sup>2</sup><sub>1</sub>=0.08; <italic>P=</italic>.781) accessed programs on two or more occasions. While 53.6% (133/248) of the mothers used a program at least twice, only 21.0% (52/248) of the fathers did so (<italic>χ</italic><sup>2</sup><sub>1</sub>=56.56; <italic>P&#60;</italic>.001). Among the <italic>Baby Steps Wellbeing</italic> participants, 44.4% (55/124) of the mothers set a goal, whereas only 12.9% (16/124) of the fathers did so (<italic>χ</italic><sup>2</sup><sub>1</sub>=30.02; <italic>P&#60;</italic>.001). These parent gender differences were observed for all continuous variables related to program use (<xref ref-type="table" rid="table3">Table 3</xref>; <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>, Table S2). Despite the fact that the fathers receiving <italic>Baby Steps Wellbeing</italic> could access more than twice the number of modules (nine) than those receiving <italic>Baby Care</italic> (four), fathers only accessed an average of just one module in either treatment. The significant interaction between treatment and parent gender (t<sub>246</sub>=2.35; <italic>P</italic>=.020) was a reflection of the fact that the mothers took greater advantage of the additional modules, although on average they still accessed fewer than half of those in <italic>Baby Steps Wellbeing</italic> (<xref ref-type="table" rid="table2">Table 2</xref>). More <italic>Baby Care</italic> modules were viewed by the participants in the <italic>Baby Care</italic> treatment (t<sub>492</sub>=–3.40; <italic>P</italic>&#60;.001), but there were no statistically significant differences between the treatments in terms of log-ins or duration of use (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>, Table S2). The baseline EPDS scores had a negligible association with the use of the programs (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>, Table S2), but a weak negative correlation with program satisfaction (<italic>r=</italic>–0.18; <italic>P</italic>=.03).</p>
        <table-wrap position="float" id="table3">
          <label>Table 3</label>
          <caption>
            <p>Program use and satisfaction<sup>a</sup>.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="370"/>
            <col width="150"/>
            <col width="150"/>
            <col width="0"/>
            <col width="150"/>
            <col width="150"/>
            <thead>
              <tr valign="top">
                <td colspan="2">Variable</td>
                <td colspan="5">Values, predicted mean (SE)</td>
              </tr>
              <tr valign="top">
                <td colspan="2">
                  <break/>
                </td>
                <td colspan="3">Baby Care only</td>
                <td colspan="2">Baby Steps Wellbeing</td>
              </tr>
              <tr valign="top">
                <td colspan="2">
                  <break/>
                </td>
                <td>Fathers</td>
                <td>Mothers</td>
                <td colspan="2">Fathers</td>
                <td>Mothers</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="2">Log-ins</td>
                <td>1.09 (0.24)</td>
                <td>2.67 (0.24)</td>
                <td colspan="2">0.89 (0.24)</td>
                <td>2.77 (0.24)</td>
              </tr>
              <tr valign="top">
                <td colspan="2">Duration of use (days)</td>
                <td>10.87 (4.08)</td>
                <td>34.62 (4.08)</td>
                <td colspan="2">12.27 (4.08)</td>
                <td>41.47 (4.08)</td>
              </tr>
              <tr valign="top">
                <td colspan="7">
                  <bold>Modules viewed</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Total</td>
                <td>0.98 (0.17)</td>
                <td>2.23 (0.17)</td>
                <td colspan="2">1.07 (0.17)</td>
                <td>3.10 (0.17)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Baby Care</td>
                <td>0.98 (0.12)</td>
                <td>2.23 (0.12)</td>
                <td colspan="2">0.40 (0.12)</td>
                <td>1.56 (0.12)</td>
              </tr>
              <tr valign="top">
                <td colspan="2">Program satisfaction<sup>b</sup></td>
                <td>69.2 (2.03)</td>
                <td>71.8 (2.01)</td>
                <td colspan="2">70.8 (2.10)</td>
                <td>72.5 (2.06)</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table3fn1">
              <p><sup>a</sup>Predicted means are derived from analyses that include a random intercept for a couple.</p>
            </fn>
            <fn id="table3fn2">
              <p><sup>b</sup>Mean of responses across participants who had accessed a program to items on overall satisfaction, relevance, usefulness, and ease of finding what they wanted.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Model Comparisons</title>
        <p>Initially, a comparison was made of model fit from the hypothesized model and from a full factorial model. With the exception of parenting self-efficacy, the hypothesized model gave a better fit than the full factorial model in terms of both Akaike Information Criterion (AIC) and Bayesian Information Criterion (BIC), and the simpler model did not result in a significantly poorer likelihood ratio (<xref ref-type="table" rid="table4">Table 4</xref>). In the case of parenting self-efficacy, AIC favored the full factorial model. Although penalization for the greater number of predictors resulted in a slightly poorer BIC value, a better fit from the full model approached significance on the likelihood ratio test (<italic>P</italic>=.05). Accordingly, the subsequent main analyses on this variable used the full factorial model, whereas the hypothesized model was used for the remaining outcome variables. Results for each variable using the nonpreferred model are displayed in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>, Table S3.</p>
        <p>In additional post hoc analyses, we also tested the fit from a model with only parent gender and time to assess whether any significant effects for treatment resulted in an improved model fit overall (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>, Table S4). For self-efficacy for support provision, this model gave a significantly poorer fit and a larger AIC value than the hypothesized model, although the reduction in model complexity resulted in a slightly lower BIC value. For the remaining outcomes, the AIC and BIC values were slightly smaller for the simpler model, but the likelihood ratio test was not significantly different. We note that these results for the model fit moderate the conclusions from the analyses on the effects of treatment on relationship satisfaction (CSI-16) and parenting self-efficacy, which are described below.</p>
        <table-wrap position="float" id="table4">
          <label>Table 4</label>
          <caption>
            <p>Comparison of hypothesized and full factorial models for analyses of outcomes<sup>a</sup>.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="0"/>
            <col width="0"/>
            <col width="170"/>
            <col width="120"/>
            <col width="100"/>
            <col width="100"/>
            <col width="120"/>
            <col width="120"/>
            <col width="160"/>
            <col width="80"/>
            <thead>
              <tr valign="bottom">
                <td colspan="4">Dependent variable</td>
                <td>Parameters, N</td>
                <td>AIC<sup>b</sup></td>
                <td>BIC<sup>c</sup></td>
                <td>Log likelihood</td>
                <td>Deviance</td>
                <td>Chi-square test (<italic>df</italic>=3)</td>
                <td><italic>P</italic> value</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="11">
                  <bold>Depression (EPDS<sup>d</sup>)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                  <break/>
                  <break/>
                </td>
                <td colspan="3">Hypothesized model<sup>e</sup></td>
                <td>12</td>
                <td>7247.7</td>
                <td>7310.2</td>
                <td>–3611.9</td>
                <td>7223.7</td>
                <td>3.34</td>
                <td>.34</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td colspan="3">Full model</td>
                <td>15</td>
                <td>7250.4</td>
                <td>7328.5</td>
                <td>–3610.2</td>
                <td>7220.4</td>
                <td>3.34</td>
                <td>.34</td>
              </tr>
              <tr valign="top">
                <td colspan="11">
                  <bold>Quality of life (AQoL-8D<sup>f</sup> Psychosocial)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                  <break/>
                  <break/>
                </td>
                <td colspan="3">Hypothesized model<sup>e</sup></td>
                <td>12</td>
                <td>–1361.4</td>
                <td>–1298.9</td>
                <td>692.7</td>
                <td>–1385.4</td>
                <td>4.90</td>
                <td>.18</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td colspan="3">Full model</td>
                <td>15</td>
                <td>–1360.3</td>
                <td>–1282.2</td>
                <td>695.2</td>
                <td>–1390.3</td>
                <td>4.90</td>
                <td>.18</td>
              </tr>
              <tr valign="top">
                <td colspan="11">
                  <bold>Relationship satisfaction (CSI-16<sup>g</sup>)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td colspan="2">
                  <break/>
                  <break/>
                  <break/>
                </td>
                <td colspan="2">Hypothesized model<sup>e</sup></td>
                <td>12</td>
                <td>9716.4</td>
                <td>9778.9</td>
                <td>–4846.2</td>
                <td>9692.4</td>
                <td>3.94</td>
                <td>.27</td>
              </tr>
              <tr valign="top">
                <td colspan="2">
                  <break/>
                </td>
                <td colspan="2">Full model</td>
                <td>15</td>
                <td>9728.5</td>
                <td>9796.6</td>
                <td>–4844.2</td>
                <td>9688.5</td>
                <td>3.94</td>
                <td>.27</td>
              </tr>
              <tr valign="top">
                <td colspan="11">
                  <bold>Social support (Short MOS-SSS<sup>h</sup>)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td colspan="2">
                  <break/>
                  <break/>
                  <break/>
                </td>
                <td colspan="2">Hypothesized model<sup>e</sup></td>
                <td>12</td>
                <td>6826.2</td>
                <td>6888.7</td>
                <td>–3401.1</td>
                <td>6802.2</td>
                <td>2.79</td>
                <td>.42</td>
              </tr>
              <tr valign="top">
                <td colspan="2">
                  <break/>
                </td>
                <td colspan="2">Full model</td>
                <td>15</td>
                <td>6829.4</td>
                <td>6907.5</td>
                <td>–3399.7</td>
                <td>6799.4</td>
                <td>2.79</td>
                <td>.42</td>
              </tr>
              <tr valign="top">
                <td colspan="11">
                  <bold>Parenting self-efficacy</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                  <break/>
                  <break/>
                </td>
                <td colspan="3">Hypothesized model</td>
                <td>12</td>
                <td>11395</td>
                <td>11458</td>
                <td>–5685.7</td>
                <td>11371</td>
                <td>7.65</td>
                <td>.05</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td colspan="3">Full model<sup>e</sup></td>
                <td>15</td>
                <td>11394</td>
                <td>11472</td>
                <td>–5681.9</td>
                <td>11364</td>
                <td>7.65</td>
                <td>.05</td>
              </tr>
              <tr valign="top">
                <td colspan="11">
                  <bold>Self-efficacy for support provision</bold>
                </td>
              </tr>
              <tr valign="top">
                <td colspan="3">
                  <break/>
                  <break/>
                  <break/>
                </td>
                <td>Hypothesized model<sup>e</sup></td>
                <td>12</td>
                <td>11560</td>
                <td>11622</td>
                <td>–5768.0</td>
                <td>11536</td>
                <td>4.03</td>
                <td>.26</td>
              </tr>
              <tr valign="top">
                <td colspan="3">
                  <break/>
                </td>
                <td>Full model</td>
                <td>15</td>
                <td>11562</td>
                <td>11640</td>
                <td>–5765.9</td>
                <td>11532</td>
                <td>4.03</td>
                <td>.26</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table4fn1">
              <p><sup>a</sup>All models had random intercepts for the subject and couple. The hypothesized model included treatment, parent gender, time, treatment×time, and parent gender×time. The full model comprised the full factorial design.</p>
            </fn>
            <fn id="table4fn2">
              <p><sup>b</sup>AIC: Akaike Information Criterion.</p>
            </fn>
            <fn id="table4fn3">
              <p><sup>c</sup>BIC: Bayesian Information Criterion.</p>
            </fn>
            <fn id="table4fn4">
              <p><sup>d</sup>EPDS: Edinburgh Postnatal Depression Scale.</p>
            </fn>
            <fn id="table4fn5">
              <p><sup>e</sup>Preferred model.</p>
            </fn>
            <fn id="table4fn6">
              <p><sup>f</sup>AQoL-8D: Assessment of Quality of Life-8 Dimensions.</p>
            </fn>
            <fn id="table4fn7">
              <p><sup>g</sup>CSI-16: Couples Satisfaction Index-16.</p>
            </fn>
            <fn id="table4fn8">
              <p><sup>h</sup>MOS-SSS: Medical Outcomes Study Social Support Survey.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Primary Outcomes</title>
        <p>The effects for each outcome variable from the preferred model are displayed in <xref ref-type="table" rid="table5">Table 5</xref>, and the means are shown in <xref rid="figure2" ref-type="fig">Figure 2</xref> and <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>, Table S5. Over the course of the study, the mothers had higher EPDS scores for depression (Cohen <italic>d</italic>=0.37) and a lower average quality of life on the AQoL-8D Psychosocial Super Dimension than the fathers (Cohen <italic>d</italic>=0.27). The EPDS scores did not significantly change across the sample from baseline to 6 months, but the mothers’ depression had a greater tendency to peak soon after childbirth, as shown by a significant parent gender×quadratric time effect (<xref ref-type="table" rid="table5">Table 5</xref>). For example, from baseline to 3 months, their EPDS scores rose 0.27 SD units more than those of the fathers. There was a linear improvement in quality of life over the study period (Cohen <italic>d</italic>=0.27), which once again was modified by an interaction between parent gender and quadratic time (eg, from baseline to 3 months): the psychosocial quality of life of the fathers increased by 0.16 SD units more than that of the mothers. However, there were no significant interactions between treatment and time on either primary outcome when the hypothesized model was used.</p>
        <table-wrap position="float" id="table5">
          <label>Table 5</label>
          <caption>
            <p>Outcomes, using the preferred model.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="500"/>
            <col width="0"/>
            <col width="120"/>
            <col width="0"/>
            <col width="120"/>
            <col width="0"/>
            <col width="150"/>
            <col width="0"/>
            <col width="80"/>
            <thead>
              <tr valign="top">
                <td colspan="3">Dependent variable</td>
                <td colspan="2">Estimate</td>
                <td colspan="2">SE</td>
                <td colspan="2">
                  <italic>t (df)</italic>
                </td>
                <td><italic>P</italic> value</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="10">
                  <bold>Depression (EPDS<sup>a</sup>)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Intercept</td>
                <td colspan="2">0.6744</td>
                <td colspan="2">0.2431</td>
                <td colspan="2">–2.77 (427.0)</td>
                <td colspan="2">.006</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment</td>
                <td colspan="2">–0.1820</td>
                <td colspan="2">0.2875</td>
                <td colspan="2">–0.63 (247.2)</td>
                <td colspan="2">.53</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender</td>
                <td colspan="2">1.4675</td>
                <td colspan="2">0.2656</td>
                <td colspan="2">5.53 (246.6)</td>
                <td colspan="2">&#60;.001</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Linear time</td>
                <td colspan="2">–0.2993</td>
                <td colspan="2">0.2384</td>
                <td colspan="2">–1.26 (899.5)</td>
                <td colspan="2">.21</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Quadratic time</td>
                <td colspan="2">0.0390</td>
                <td colspan="2">0.2417</td>
                <td colspan="2">0.16 (883.2)</td>
                <td colspan="2">.87</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender×linear time</td>
                <td colspan="2">0.3537</td>
                <td colspan="2">0.2735</td>
                <td colspan="2">1.29 (896.2)</td>
                <td colspan="2">.196</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender×quadratic time</td>
                <td colspan="2">–0.6512</td>
                <td colspan="2">0.2799</td>
                <td colspan="2">–2.33 (886.6)</td>
                <td colspan="2">.02</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment×linear time</td>
                <td colspan="2">–0.2681</td>
                <td colspan="2">0.2737</td>
                <td colspan="2">–0.98 (894.7)</td>
                <td colspan="2">.33</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment×quadratic time</td>
                <td colspan="2">–0.2556</td>
                <td colspan="2">0.2800</td>
                <td colspan="2">–0.91 (885.4)</td>
                <td colspan="2">.36</td>
              </tr>
              <tr valign="top">
                <td colspan="10">
                  <bold>Psychosocial quality of life (AQoL-8D<sup>b</sup> Psychosocial)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Intercept</td>
                <td colspan="2">0.0142</td>
                <td colspan="2">0.0120</td>
                <td colspan="2">1.18 (381.2)</td>
                <td colspan="2">.24</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment</td>
                <td colspan="2">0.0225</td>
                <td colspan="2">0.0145</td>
                <td colspan="2">1.50 (247.7)</td>
                <td colspan="2">.13</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender</td>
                <td colspan="2">–0.0445</td>
                <td colspan="2">0.0114</td>
                <td colspan="2">–3.89 (249.3)</td>
                <td colspan="2">&#60;.001</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Linear time</td>
                <td colspan="2">0.0282</td>
                <td colspan="2">0.0091</td>
                <td colspan="2">3.11 (888.9)</td>
                <td colspan="2">.002</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Quadratic time</td>
                <td colspan="2">–0.0073</td>
                <td colspan="2">0.0092</td>
                <td colspan="2">–0.79 (876.9)</td>
                <td colspan="2">.43</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender×linear time</td>
                <td colspan="2">0.0088</td>
                <td colspan="2">0.0104</td>
                <td colspan="2">0.85 (888.7)</td>
                <td colspan="2">.398</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender×quadratic time</td>
                <td colspan="2">0.0265</td>
                <td colspan="2">0.0107</td>
                <td colspan="2">2.48 (880.2)</td>
                <td colspan="2">.01</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment×linear time</td>
                <td colspan="2">–0.0038</td>
                <td colspan="2">0.0104</td>
                <td colspan="2">–0.37 (884.3)</td>
                <td colspan="2">.71</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment×quadratic time</td>
                <td colspan="2">0.0090</td>
                <td colspan="2">0.0107</td>
                <td colspan="2">0.84 (877.1)</td>
                <td colspan="2">.40</td>
              </tr>
              <tr valign="top">
                <td colspan="10">
                  <bold>Relationship satisfaction (CSI-16<sup>c</sup>)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Intercept</td>
                <td colspan="2">–0.8547</td>
                <td colspan="2">0.8088</td>
                <td colspan="2">–1.06 (336.2)</td>
                <td colspan="2">.29</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment</td>
                <td colspan="2">0.5978</td>
                <td colspan="2">1.0520</td>
                <td colspan="2">0.57 (247.3)</td>
                <td colspan="2">.57</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender</td>
                <td colspan="2">1.0437</td>
                <td colspan="2">0.6333</td>
                <td colspan="2">1.65 (244.8)</td>
                <td colspan="2">.101</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Linear time</td>
                <td colspan="2">–2.3895</td>
                <td colspan="2">0.5498</td>
                <td colspan="2">–4.35 (887.7)</td>
                <td colspan="2">&#60;.001</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Quadratic time</td>
                <td colspan="2">0.1802</td>
                <td colspan="2">0.5564</td>
                <td colspan="2">0.32 (874.1)</td>
                <td colspan="2">.75</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender×linear time</td>
                <td colspan="2">–1.3776</td>
                <td colspan="2">0.6293</td>
                <td colspan="2">–2.19 (890.0)</td>
                <td colspan="2">.03</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender×quadratic time</td>
                <td colspan="2">0.2033</td>
                <td colspan="2">0.6445</td>
                <td colspan="2">0.32 (880.1)</td>
                <td colspan="2">.75</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment×linear time</td>
                <td colspan="2">1.3444</td>
                <td colspan="2">0.6323</td>
                <td colspan="2">2.13 (880.7)</td>
                <td colspan="2">.03</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment×quadratic time</td>
                <td colspan="2">–0.4098</td>
                <td colspan="2">0.6465</td>
                <td colspan="2">–0.63 (873.4)</td>
                <td colspan="2">.53</td>
              </tr>
              <tr valign="top">
                <td colspan="10">
                  <bold>Social support (Short MOS-SSS<sup>d</sup>)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Intercept</td>
                <td colspan="2">–0.5233</td>
                <td colspan="2">0.2177</td>
                <td colspan="2">–2.40 (372.9)</td>
                <td colspan="2">.02</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment</td>
                <td colspan="2">0.3073</td>
                <td colspan="2">0.2681</td>
                <td colspan="2">1.15 (235.3)</td>
                <td colspan="2">.25</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender</td>
                <td colspan="2">0.7202</td>
                <td colspan="2">0.2135</td>
                <td colspan="2">3.37 (243.9)</td>
                <td colspan="2">&#60;.001</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Linear time</td>
                <td colspan="2">–0.2292</td>
                <td colspan="2">0.2044</td>
                <td colspan="2">–1.12 (882.1)</td>
                <td colspan="2">.26</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Quadratic time</td>
                <td colspan="2">0.17140</td>
                <td colspan="2">0.2072</td>
                <td colspan="2">0.83 (865.8)</td>
                <td colspan="2">.41</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender×linear time</td>
                <td colspan="2">–0.1775</td>
                <td colspan="2">0.2344</td>
                <td colspan="2">–0.76 (880.1)</td>
                <td colspan="2">.45</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender×quadratic time</td>
                <td colspan="2">–0.1654</td>
                <td colspan="2">0.2402</td>
                <td colspan="2">–0.69 (870.6)</td>
                <td colspan="2">.49</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment×linear time</td>
                <td colspan="2">0.1808</td>
                <td colspan="2">0.2350</td>
                <td colspan="2">0.77 (876.9)</td>
                <td colspan="2">.44</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment×quadratic time</td>
                <td colspan="2">–0.0543</td>
                <td colspan="2">0.2407</td>
                <td colspan="2">–0.23 (867.7)</td>
                <td colspan="2">.82</td>
              </tr>
              <tr valign="top">
                <td colspan="10">
                  <bold>Parenting self-efficacy<sup>e</sup></bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Intercept</td>
                <td colspan="2">–0.9291</td>
                <td colspan="2">1.1960</td>
                <td colspan="2">–0.78 (472.2)</td>
                <td colspan="2">.44</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment</td>
                <td colspan="2">–0.2268</td>
                <td colspan="2">1.6960</td>
                <td colspan="2">–0.13 (477.2)</td>
                <td colspan="2">.89</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender</td>
                <td colspan="2">3.2155</td>
                <td colspan="2">1.6180</td>
                <td colspan="2">1.99 (238.7)</td>
                <td colspan="2">.048</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Linear time</td>
                <td colspan="2">11.3882</td>
                <td colspan="2">1.3400</td>
                <td colspan="2">8.50 (889.7)</td>
                <td colspan="2">&#60;.001</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Quadratic time</td>
                <td colspan="2">–1.3224</td>
                <td colspan="2">1.3535</td>
                <td colspan="2">–0.98 (868.3)</td>
                <td colspan="2">.33</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender×Treatment</td>
                <td colspan="2">0.0261</td>
                <td colspan="2">2.2939</td>
                <td colspan="2">0.01 (240.8)</td>
                <td colspan="2">.99</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender×linear time</td>
                <td colspan="2">1.9064</td>
                <td colspan="2">1.8762</td>
                <td colspan="2">1.02 (883.0)</td>
                <td colspan="2">.31</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender×quadratic time</td>
                <td colspan="2">0.1665</td>
                <td colspan="2">1.9024</td>
                <td colspan="2">0.09 (867.1)</td>
                <td colspan="2">.93</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment×linear time</td>
                <td colspan="2">–3.3766</td>
                <td colspan="2">1.8945</td>
                <td colspan="2">–1.78 (889.1)</td>
                <td colspan="2">.08</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment×quadratic time</td>
                <td colspan="2">–1.7702</td>
                <td colspan="2">1.9429</td>
                <td colspan="2">–0.91 (878.4)</td>
                <td colspan="2">.36</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment×parent gender×linear time</td>
                <td colspan="2">6.8500</td>
                <td colspan="2">2.6569</td>
                <td colspan="2">2.58 (883.5)</td>
                <td colspan="2">.01</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment×parent gender×quadratic time</td>
                <td colspan="2">2.9442</td>
                <td colspan="2">2.7200</td>
                <td colspan="2">1.08 (874.5)</td>
                <td colspan="2">.28</td>
              </tr>
              <tr valign="top">
                <td colspan="10">
                  <bold>Self-efficacy for support provision</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Intercept</td>
                <td colspan="2">3.8583</td>
                <td colspan="2">1.1927</td>
                <td colspan="2">3.24 (418.2)</td>
                <td colspan="2">.001</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment</td>
                <td colspan="2">–0.7276</td>
                <td colspan="2">1.4183</td>
                <td colspan="2">–0.51 (245.0)</td>
                <td colspan="2">.61</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender</td>
                <td colspan="2">–6.7124</td>
                <td colspan="2">1.2864</td>
                <td colspan="2">–5.22 (241.3)</td>
                <td colspan="2">&#60;.001</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Linear time</td>
                <td colspan="2">–0.5999</td>
                <td colspan="2">1.1922</td>
                <td colspan="2">–0.50 (893.7)</td>
                <td colspan="2">.62</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Quadratic time</td>
                <td colspan="2">1.4951</td>
                <td colspan="2">1.2085</td>
                <td colspan="2">1.24 (877.1)</td>
                <td colspan="2">.22</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender×linear time</td>
                <td colspan="2">3.6372</td>
                <td colspan="2">1.3681</td>
                <td colspan="2">2.66 (890.8)</td>
                <td colspan="2">.008</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Parent gender×quadratic time</td>
                <td colspan="2">–0.2716</td>
                <td colspan="2">1.3996</td>
                <td colspan="2">–0.19 (880.9)</td>
                <td colspan="2">.85</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment×linear time</td>
                <td colspan="2">3.5459</td>
                <td colspan="2">1.3695</td>
                <td colspan="2">2.59 (888.7)</td>
                <td colspan="2">.01</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Treatment×quadratic time</td>
                <td colspan="2">–2.2494</td>
                <td colspan="2">1.4006</td>
                <td colspan="2">–1.61 (879.4)</td>
                <td colspan="2">.11</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table5fn1">
              <p><sup>a</sup>EPDS: Edinburgh Postnatal Depression Scale.</p>
            </fn>
            <fn id="table5fn2">
              <p><sup>b</sup>AQoL-8D: Assessment of Quality of Life-8 Dimensions.</p>
            </fn>
            <fn id="table5fn3">
              <p><sup>c</sup>CSI-16: Couples Satisfaction Index-16.</p>
            </fn>
            <fn id="table5fn4">
              <p><sup>d</sup>MOS-SSS: Medical Outcomes Study Social Support Survey.</p>
            </fn>
            <fn id="table5fn5">
              <p><sup>e</sup>The reported effects are from the hypothesized model, except for parenting self-efficacy, which is from the full factorial model.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <fig id="figure2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>Predicted mean outcomes, using the preferred model. Estimations of means used the hypothesized model, except for parenting self-efficacy, which used the full factorial model. AQoL-8D: Assessment of Quality of Life-8 Dimensions; CSI-16: Couples Satisfaction Index-16; EPDS: Edinburgh Postnatal Depression Scale; MOS-SSS: Medical Outcomes Study Social Support Survey.</p>
          </caption>
          <graphic xlink:href="jmir_v23i11e23659_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Secondary Outcomes</title>
        <p>Relationship satisfaction on the CSI-16 fell over the course of the study (Cohen <italic>d</italic>=–0.36), especially for the mothers (Cohen <italic>d</italic>=–0.46 vs –0.26 for the fathers). However, the reduction in relationship satisfaction was less in <italic>Baby Steps Wellbeing</italic> than in <italic>Baby Care</italic> (Cohen <italic>d</italic>=0.20). Significant interactions with treatment were also observed in the two self-efficacy measures. In the case of self-efficacy for support provision, the <italic>Baby Steps Wellbeing</italic> participants showed a greater linear increase over time than those in <italic>Baby Care</italic> (Cohen <italic>d</italic>=0.26). Across the whole study, the mothers had lower scores than the fathers (Cohen <italic>d</italic>=–0.33), but their scores improved to a greater extent over the study period (Cohen <italic>d</italic>=0.34 vs 0.08 for the fathers). The interaction of time and parent gender was not further modified by treatment. In contrast, the mothers had higher scores on parenting self-efficacy than the fathers on average (Cohen <italic>d</italic>=0.17), as well as showing a greater linear improvement over time (Cohen <italic>d</italic>=1.12 vs 0.72 for the fathers). In this case, there was also a three-way interaction: as presented in <xref rid="figure2" ref-type="fig">Figure 2</xref>, the mothers tended to have greater increases in <italic>Baby Steps Wellbeing</italic> than in <italic>Baby Care</italic> (Cohen <italic>d</italic>=0.26), but the reverse was the case for the fathers (Cohen <italic>d</italic>=–0.25). The only secondary outcome not showing any interactions between treatment and time was social support on the Short MOS-SSS. The mothers scored somewhat more highly than the fathers across the study period (Cohen <italic>d</italic>=0.22), but there were no other significant effects.</p>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>Although satisfaction with the <italic>Baby Care</italic> and <italic>Baby Steps Wellbeing</italic> programs was moderately high, the average number of log-ins and viewed modules was suboptimal, especially for the fathers. Joint access to the program by some partners may have led to underestimates of individual access, but little use was made of the key planning and goal-setting segments of <italic>Baby Steps Wellbeing</italic>.</p>
        <p>Consistent with this limited access, perinatal distress on the EPDS, psychosocial quality of life, and social support on the Short MOS-SSS did not show significant differential improvements for the two treatments. However, there was some evidence of differential benefits from the full, interactive <italic>Baby Steps Wellbeing</italic> program compared with the <italic>Baby Care</italic> information modules in 3 of the 4 secondary outcomes. The participants who received the full program had a greater linear rise in self-efficacy for support provision and an attenuated reduction in relationship satisfaction over the study than those who only received <italic>Baby Care</italic> information. Furthermore, consistent with greater program access by the mothers, they had greater linear increases than the fathers in their parenting self-efficacy if they received <italic>Baby Steps Wellbeing</italic> than if they were only given <italic>Baby Care</italic> information<italic>.</italic> These results are partially consistent with those from a recent universal prevention trial on parental stress, which used a booklet, video, home visit, and telephone call focused on baby care and being sensitive to the needs of both the parents and the baby and did not detect benefits over usual care on the EPDS [<xref ref-type="bibr" rid="ref32">32</xref>]. However, that earlier study did not find differential effects on any other outcomes, including a single-item measure of parenting self-efficacy.</p>
        <p>The interpretation of greater benefits from the full <italic>Baby Steps Wellbeing</italic> program is moderated by small effect sizes and by the fact that self-efficacy for support provision comprised a new single-item measure. In addition, the results from analyses in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>, Table S3 that used a nonpreferred model differ from those in the preferred-model analyses, casting doubt on the robustness of the reported effects, and post hoc analyses showed that the significant interactions between time and treatment for 2 outcomes (relationship satisfaction and parenting self-efficacy) were insufficient to give a better model fit compared with a model that only included parent gender and time. Furthermore, all significant interactions between treatment and time involved linear changes to 6 months, rather than specifically modifying outcomes immediately after childbirth, when the greatest vulnerability is seen.</p>
        <p>However, the fact that some significant effects were seen at all remained noteworthy, given the limited degree of program involvement and the fact that this was an unselected sample, with average scores on all outcome variables showing little dysfunction throughout the study. In this context, the lack of significant differential effects of the treatments on EPDS scores should not have been surprising, given the study’s low point-prevalence of screening positive for self-reported depression (3% of the fathers and 9% of the mothers at 3 months, using an EPDS cutoff at 12/13) compared with the rates in meta-analyses (8% of fathers [<xref ref-type="bibr" rid="ref3">3</xref>] and 12%-17% of mothers [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref2">2</xref>]), which restricted the opportunity to detect differential changes.</p>
        <p>There were insufficient couples who both accessed and set goals for multiple <italic>Baby Steps</italic> <italic>Wellbeing</italic> modules or continued to use the program postnatally (ie, for more than approximately 10 weeks) to allow a post hoc examination of whether more sustained or intensive program use would have provided stronger results, but this study’s results clearly suggest that these should be goals for future research. Our program had already attempted to maximize ongoing program engagement in multiple ways: (1) by recruiting couples who might reinforce each other’s engagement in program use and resultant actions; (2) by providing information related to baby care, which we expected to have salience late in the pregnancy; (3) by repeatedly reminding participants to log in and giving brief tips that changed at each visit; and (4) by offering opportunities to upload photos that would cue memories of good times with their baby and make it pleasurable to visit the site. We timed entry into the study and initial program exposure while the women were pregnant because of the time pressures experienced after childbirth, but solutions to childcare or general well-being issues might not have immediately seemed relevant to an unselected sample at that time. Furthermore, recruitment primarily through prenatal classes could have resulted in redundancy in some baby care information. In fact, a median of 1-2 website visits suggested that many participants may have regarded the program as just one of many web-based information repositories on baby care, which they only used once.</p>
        <p>The absence of a predetermined, sequential progression through the program’s modules might have been a significant factor in the limited use of the program [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref34">34</xref>]. Gamification of progression may increase program use (eg, rewarding module completion or progressive gains in knowledge or skills and inclusion of animations or videos or audios that modeled functional problem solutions [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref36">36</xref>]). The positive effects of coaching on maintained program engagement [<xref ref-type="bibr" rid="ref17">17</xref>] could be simulated by digital <italic>coaches</italic> who might offer some features that approximated human interaction (eg, greeting and praising completion of tasks) [<xref ref-type="bibr" rid="ref37">37</xref>], even if the individualization of these responses was limited. Although motivational interviewing before beginning the program may be more feasible in a depression treatment program than in a program that seeks to prevent depression [<xref ref-type="bibr" rid="ref35">35</xref>], a brief digital adaptation of motivational interviewing (together with a rationale for regular program use) may also assist, especially in relation to addressing the couple’s well-being. Impact and perceived relevance of the program might also be increased if the SMS text messages incorporated tips [<xref ref-type="bibr" rid="ref38">38</xref>] or empowering messages rather than just reminding users to return to the program.</p>
        <p>Problems with engaging fathers in prevention or treatment of mental health conditions are endemic, both perinatally and more generally [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref9">9</xref>], and occur for digital interventions as well as face-to-face services [<xref ref-type="bibr" rid="ref19">19</xref>]. We had hoped that the provision of a module especially for fathers would increase its perceived relevance and that parallel use of the program by mothers would encourage its use by fathers. However, it seems that further refinement of the approach with a more extensive co-design is required.</p>
        <p>There were several indications that the mothers reported more pronounced mental health and well-being issues than the fathers in this study, particularly in the perinatal period. They had higher average EPDS scores as well as lower psychosocial quality of life and self-efficacy for support provision over the course of the study, together with a greater tendency for their EPDS scores to peak. Their quality of life rose less strongly soon after childbirth, and their relationship satisfaction fell over time. Although they had slightly higher average social support over the course of the study and (not unexpectedly) were more confident about their parenting skills than the fathers, these gender differences further substantiate the particular vulnerability of new mothers to issues with mental health and well-being [<xref ref-type="bibr" rid="ref1">1</xref>-<xref ref-type="bibr" rid="ref3">3</xref>].</p>
      </sec>
      <sec>
        <title>Strengths and Limitations</title>
        <p>To our knowledge, this is the first controlled trial that specifically attempted to engage fathers in a digital perinatal intervention and provided an interactive module especially for them. The trial had a substantial sample size and a very high retention in postbaseline assessments. Randomization was performed through an automated trial management program that ensured equivalence between treatment groups of the EPDS scores at baseline. All assessments were conducted on the web, and the follow-up research staff were blinded to the participants’ allocation. We conducted intention-to-treat analyses, with secondary analyses examining effects in the participants who accessed the program. However, the study’s predominant recruitment through prenatal classes and the sample’s high rate of university education mean that the results may not be generalizable to populations that are less highly educated or less engaged in learning about birthing and childcare. Although recruitment during the third trimester was intended to maximize the perceived relevance of the content, this may also have reduced its perceived novelty as well as excluding parents with early births or pregnancy complications from the sample. The exclusion of parents who were not cohabiting, were not in a male-female relationship, were aged below 18 years, or were expecting multiple infants also restricted the potential application of this study.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>There was some evidence of differential benefits from the full <italic>Baby Steps Wellbeing</italic> program, although these benefits were more consistently seen in the mothers than in the fathers, and the effect sizes were relatively small. A major contributor to these results may have been the low level of use of the self-guided program, especially by the fathers. Increasing this program’s use will be a prerequisite for more accurate future estimation of the degree of potential impact of the <italic>Baby Steps Wellbeing</italic> program on the well-being of new parents.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>Supplementary tables.</p>
        <media xlink:href="jmir_v23i11e23659_app1.docx" xlink:title="DOCX File , 70 KB"/>
      </supplementary-material>
      <supplementary-material id="app2">
        <label>Multimedia Appendix 2</label>
        <p>CONSORT-eHEALTH checklist (V 1.6.1).</p>
        <media xlink:href="jmir_v23i11e23659_app2.pdf" xlink:title="PDF File  (Adobe PDF File), 870 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">AQoL-8D</term>
          <def>
            <p>Assessment of Quality of Life-8 Dimensions</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">CONSORT</term>
          <def>
            <p>Consolidated Standards of Reporting Trials</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">CSI-16</term>
          <def>
            <p>Couples Satisfaction Index-16</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">EPDS</term>
          <def>
            <p>Edinburgh Postnatal Depression Scale</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">MOS-SSS</term>
          <def>
            <p>Medical Outcomes Study Social Support Survey</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>This trial was funded by the men’s health charity Movember through <italic>Beyond Blue</italic> (project grant: KAVA11NPD). The sponsor had no role in the development of the program; in the design, conduct, or analysis of the trial; or in preparing this manuscript for publication. The authors acknowledge the contributions of Anne Chang, Lynne Daniels, and Jennifer Connolly to the study proposal; the contributions of Leigh Davis, Amy Kelly, Elizabeth Hurrion, and Jane Swan to program content; the programming of Steven Edge and Jeremy Gibson; and the graphic design of Brendan Pearce. The program development was informed by the prior qualitative research of Lindsay Bennett. Trial recruitment was assisted by Anne Tremellen, Patricia Wilson, Katy Woodcock, and midwives from the Mater Mothers’ Hospital. The authors also acknowledge the contribution of 41 parents who informed the program’s content and design.</p>
    </ack>
    <fn-group>
      <fn fn-type="con">
        <p>All authors contributed to the conceptualization and design of the web program and trial, to the conduct of the trial, and the paper. The research officers for this trial were DS, SA, Georgia Stein, Elloise Brake and David Rodwell. Analyses were undertaken by JM and DJK, with advice from Dimitrios Vagenas and Shu-Kay Angus Ng. Joshua Byrnes and Peter Lee undertook cost-effectiveness analyses that will be reported in a separate paper.</p>
      </fn>
      <fn fn-type="conflict">
        <p>The authors declare no competing financial interests. DJK, JF, JM, and HR collaborate in the development of digital programs and apps to treat or prevent perinatal depression or distress. AW is a member of the Triple P Research Network and has advised the Triple P International Scientific Advisory Committee in a research capacity. LH is supported by a senior research fellowship from the National Health and Medical Research Council (APP1119098).</p>
      </fn>
    </fn-group>
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