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<article xmlns:xlink="http://www.w3.org/1999/xlink" article-type="review-article" dtd-version="2.0">
  <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">v25i1e43219</article-id>
      <article-id pub-id-type="pmid">37494086</article-id>
      <article-id pub-id-type="doi">10.2196/43219</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Review</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Review</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Digital Parenting Interventions for Fathers of Infants From Conception to the Age of 12 Months: Systematic Review of Mixed Methods Studies</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Mavragani</surname>
            <given-names>Amaryllis</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Landry</surname>
            <given-names>Isabelle</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Shorey</surname>
            <given-names>Shefaly</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Rennick-Egglestone</surname>
            <given-names>Stefan</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Egunjobi</surname>
            <given-names>Joyzy</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author">
          <name name-style="western">
            <surname>Xie</surname>
            <given-names>Elisabeth Bailin</given-names>
          </name>
          <degrees>MA</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-1076-1474</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Jung</surname>
            <given-names>James Wonkyu</given-names>
          </name>
          <degrees>BA</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-6249-4948</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Kaur</surname>
            <given-names>Jasleen</given-names>
          </name>
          <degrees>BSc</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-9013-3880</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Benzies</surname>
            <given-names>Karen M</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-9090-2395</ext-link>
        </contrib>
        <contrib id="contrib5" contrib-type="author">
          <name name-style="western">
            <surname>Tomfohr-Madsen</surname>
            <given-names>Lianne</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-0860-5392</ext-link>
        </contrib>
        <contrib id="contrib6" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Keys</surname>
            <given-names>Elizabeth</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <xref rid="aff4" ref-type="aff">4</xref>
          <address>
            <institution>School of Nursing</institution>
            <institution>The University of British Columbia</institution>
            <institution>Okanagan Campus</institution>
            <addr-line>1147 Research Road</addr-line>
            <addr-line>Kelowna, BC, V1V 1V7</addr-line>
            <country>Canada</country>
            <phone>1 (250) 807 8344</phone>
            <email>elizabeth.keys@ubc.ca</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-0251-0720</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Department of Psychology</institution>
        <institution>University of Calgary</institution>
        <addr-line>Calgary, AB</addr-line>
        <country>Canada</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Faculty of Nursing</institution>
        <institution>University of Calgary</institution>
        <addr-line>Calgary, AB</addr-line>
        <country>Canada</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Department of Educational and Counselling Psychology, and Special Education</institution>
        <institution>The University of British Columbia</institution>
        <addr-line>Vancouver, BC</addr-line>
        <country>Canada</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>School of Nursing</institution>
        <institution>The University of British Columbia</institution>
        <institution>Okanagan Campus</institution>
        <addr-line>Kelowna, BC</addr-line>
        <country>Canada</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Elizabeth Keys <email>elizabeth.keys@ubc.ca</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2023</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>26</day>
        <month>7</month>
        <year>2023</year>
      </pub-date>
      <volume>25</volume>
      <elocation-id>e43219</elocation-id>
      <history>
        <date date-type="received">
          <day>11</day>
          <month>10</month>
          <year>2022</year>
        </date>
        <date date-type="rev-request">
          <day>9</day>
          <month>2</month>
          <year>2023</year>
        </date>
        <date date-type="rev-recd">
          <day>27</day>
          <month>4</month>
          <year>2023</year>
        </date>
        <date date-type="accepted">
          <day>6</day>
          <month>6</month>
          <year>2023</year>
        </date>
      </history>
      <copyright-statement>©Elisabeth Bailin Xie, James Wonkyu Jung, Jasleen Kaur, Karen M Benzies, Lianne Tomfohr-Madsen, Elizabeth Keys. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 26.07.2023.</copyright-statement>
      <copyright-year>2023</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/2023/1/e43219" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Digital interventions help address barriers to traditional health care services. Fathers play an important parenting role in their families, and their involvement is beneficial for family well-being. Although digital interventions are a promising avenue to facilitate father involvement during the perinatal period, most are oriented toward maternal needs and do not address the unique needs of fathers.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>This systematic review describes the digital interventions that exist or are currently being developed for fathers of infants from conception to 12 months postpartum.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>A systematic search of the MEDLINE, PsycINFO, Cochrane Central Register of Controlled Trials, Embase (using Ovid), and CINAHL (using EBSCO) databases was conducted to identify articles from database inception to June 2022, of which 39 met the inclusion criteria. Articles were included if they were peer-reviewed and described a digital intervention that targeted fathers of fetuses or infants aged ≤12 months. Systematic reviews, meta-analyses, and opinion pieces were excluded. Data from these studies were extracted and themed using a narrative synthesis approach. Quality appraisal of the articles was conducted using the Mixed Methods Appraisal Tool.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>A total of 2816 articles were retrieved, of which 39 (1.38%) met the inclusion criteria for eligibility after removing duplicates and screening. Eligible articles included 29 different interventions across 13 countries. Most articles (22/29, 76%) described interventions that were exclusively digital. There were a variety of digital modalities, but interventions were most commonly designed to be delivered via a website or web-based portal (14/29, 48%). Just over half (21/39, 54%) of the articles described interventions designed to be delivered from pregnancy through the postpartum period. Only 26% (10/39) of the studies targeted fathers exclusively. A wide range of outcomes were included, with 54% (21/39) of the studies including a primary outcome related to intervention feasibility. Qualitative and mixed methods studies reported generally positive experiences with digital interventions and qualitative themes of the importance of providing support to partners, improving parenting confidence, and normalization of stress were identified. Of the 18 studies primarily examining efficacy outcomes, 13 (72%) reported a statistically significant intervention effect. The studies exhibited a moderate quality level overall.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>New and expecting fathers use digital technologies, which could be used to help address father-specific barriers to traditional health care services. However, in contrast to the current state of digital interventions for mothers, father-focused interventions lack evaluation and evidence. Among the existing studies on digital interventions for fathers, there seem to be mixed findings regarding their feasibility, acceptability, and efficacy. There is a need for more development and standardized evaluation of interventions that target father-identified priorities. This review was limited by not assessing equity-oriented outcomes (eg, race and socioeconomic status), which should also be considered in future intervention development.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>eHealth</kwd>
        <kwd>digital intervention</kwd>
        <kwd>father</kwd>
        <kwd>perinatal</kwd>
        <kwd>infant</kwd>
        <kwd>parenting</kwd>
        <kwd>mobile phone</kwd>
        <kwd>review</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <p>Fathers play an important role within families during the transition to parenthood. Father involvement during the perinatal period (ie, from conception to 1 year following birth) and fathers’ access to knowledge about the transition to parenthood are important for perinatal mental health, improved adjustment to parenthood, and the provision of support from fathers to families [<xref ref-type="bibr" rid="ref1">1</xref>]. New and expecting fathers are at risk of psychological distress in the perinatal period (eg, depression [<xref ref-type="bibr" rid="ref2">2</xref>]), and these difficulties are associated with maternal postpartum depression [<xref ref-type="bibr" rid="ref3">3</xref>,<xref ref-type="bibr" rid="ref4">4</xref>], less and poorer quality of paternal involvement with their children’s development [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref6">6</xref>], and unhealthy lifestyle behaviors (eg, substance use [<xref ref-type="bibr" rid="ref7">7</xref>]). Increased father involvement is associated with lower levels of depressive symptoms for fathers themselves [<xref ref-type="bibr" rid="ref8">8</xref>]; better prenatal health behaviors, including decreased smoking and attaining prenatal care [<xref ref-type="bibr" rid="ref9">9</xref>]; and early breastfeeding practices for mothers [<xref ref-type="bibr" rid="ref10">10</xref>], as well as better neurodevelopment [<xref ref-type="bibr" rid="ref11">11</xref>] and sleep duration and quality for infants [<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref13">13</xref>]. Although all parenting partners and coparents play an important parenting role in the family, the World Health Organization has identified the importance of exploring effective strategies to increase the involvement of fathers in the process of pregnancy and childbirth to support mothers and their children, and there has been increasing recognition of the benefits of coparenting [<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref15">15</xref>].</p>
        <p>Research that aimed to investigate the needs and experiences of parents during the transition to parenthood found that fathers tend to report a lack of or inaccessible parenting information and supports specifically for fathers, as well as feelings of frustration about this lack of information in the antenatal period [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref17">17</xref>]. Resources targeted primarily toward mothers without being adapted for fathers can be ineffective as fathers’ needs can differ from those of mothers during the transition to parenthood [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref19">19</xref>]. Fathers have identified inflexible working practices, gaps in service, sleep deprivation, a lack of infant care skills, and feeling excluded by health professionals as specific barriers to receiving health information during the transition to parenthood [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref20">20</xref>]. Fathers have expressed the need and desire for access to relevant, accurate, and up-to-date information on infant care and challenges associated with new parenthood as well as the availability of support services [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref21">21</xref>]. Specifically, first-time fathers have described the need for more information on the demands of fatherhood shortly after birth, as well as how to recognize when to reach out for mental health supports [<xref ref-type="bibr" rid="ref1">1</xref>]. In a video-modeled play intervention, fathers supported that 4 months postpartum was the right time to start the program, with some expressing interest in a higher frequency of home visits (ie, monthly) and having the intervention extended to a 1-year duration [<xref ref-type="bibr" rid="ref21">21</xref>]. Moreover, the pandemic has been particularly burdensome for individuals in the transition to parenthood as it has unexpectedly altered the standard approaches to pregnancy and childbirth care, with many countries restricting access for fathers (ie, primary caregivers who are individuals who identify as male) and parenting partners (ie, any individual who supports the birthing parent) to attend medical appointments before and after the birth of their children [<xref ref-type="bibr" rid="ref22">22</xref>]. Visitor restriction policies in hospitals were also found to be disproportionately harmful to racially diverse communities [<xref ref-type="bibr" rid="ref23">23</xref>]. Thus, the pandemic has weakened the support offered to fathers, who have historically been less involved.</p>
        <p>eHealth, which is the use of technology in the provision of health services [<xref ref-type="bibr" rid="ref24">24</xref>,<xref ref-type="bibr" rid="ref25">25</xref>], has become increasingly popular [<xref ref-type="bibr" rid="ref26">26</xref>]. Extending eHealth to intervention delivery (referred to as <italic>digital interventions</italic> hereafter) helps address some of the common barriers associated with engaging with traditional health care services, such as accessibility, costs, availability, and time [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref28">28</xref>]. A key advantage of digital health interventions is their potential for scalability. During the COVID-19 pandemic, factors such as social and public health protections paired with additional childcare responsibilities for families and economic uncertainty contributed to increasingly challenging access to in-person services worldwide [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]. Parents often seek both information and support on the internet [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>], and meta-analyses have shown that digital programs designed for parents are effective in improving parenting skills and child outcomes [<xref ref-type="bibr" rid="ref33">33</xref>-<xref ref-type="bibr" rid="ref35">35</xref>]. As such, complete or partial digital delivery of interventions has become increasingly beneficial during this time [<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref37">37</xref>] and holds great potential for supporting fathers.</p>
        <p>Although digital interventions exist for parents, they are often oriented toward mothers (ie, birthing parents or primary caregivers who are individuals who identify as female) rather than fathers and parenting partners or coparents [<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref39">39</xref>], who have historically been underrepresented and excluded from parenting research [<xref ref-type="bibr" rid="ref15">15</xref>]. For example, a recent systematic review of studies examining the efficacy of mobile interventions from conception to 1 year postpartum included fathers. In total, 3 of 12 studies including fathers were identified. Although the results suggested that both mothers and fathers benefited from the mobile interventions, the lack of data prevented the ability to draw conclusions regarding the relative mobile app effectiveness, and the authors suggested that future studies including fathers are needed [<xref ref-type="bibr" rid="ref40">40</xref>]. In contrast to the growing popularity and promising findings of digital programs for mothers in the perinatal period [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref45">45</xref>], the authors of this review are not aware of any other reviews that have examined digital interventions (including any digital modalities) for fathers of young children.</p>
        <p>Technology is widely used by new and expecting fathers as a source of parenting information, with fathers showing a strong interest in using internet-delivered strategies for mental health and parenting supports during the transition to fatherhood [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref47">47</xref>]. Although traditional health services, monitoring, and psychoeducation provided by health care clinicians are often key aspects of prenatal care [<xref ref-type="bibr" rid="ref48">48</xref>], many fathers turn to digital technology to support them during their transition to fatherhood. For instance, fathers report enjoying and benefiting from listening to the stories of other fathers who have gone through similar experiences [<xref ref-type="bibr" rid="ref49">49</xref>]. Web-based father support groups are being increasingly used by fathers, and as such, these are an important resource [<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref50">50</xref>]. Although these types of informal support groups are valuable, evidence-based interventions that have been evaluated in controlled clinical trials with fathers specifically are crucial in ensuring effective support for fathers and, in turn, families in the transition to parenthood.</p>
      </sec>
      <sec>
        <title>Objectives</title>
        <p>Father-targeted digital interventions are a promising avenue for promoting the health of families. The perinatal period is critical and time sensitive, wherein more paternal involvement and less maternal parenting stress can positively influence infant development [<xref ref-type="bibr" rid="ref51">51</xref>]. Digital interventions offer a unique opportunity to re-examine how interventions can be more inclusive of fathers throughout the perinatal period to promote and maximize the benefits of father involvement. Therefore, this systematic review aimed to describe the digital interventions that exist or are currently being developed for fathers of infants—from conception to 12 months postpartum—to provide the foundation for future development, testing, and implementation of digital interventions for fathers. For the purpose of this review, <italic>digital intervention</italic> is defined as an intervention in which the digital component is crucial to program delivery (ie, the intervention could not have been delivered in an alternate format or an in-person portion was not substantial enough to be the only component of the intervention). In recognition of the unique roles and experiences of fathers [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref20">20</xref>], this review is focused on the term <italic>fathers</italic> rather than <italic>parenting partners</italic>.</p>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Eligibility Criteria</title>
        <p>This systematic review was conducted and reported in accordance with the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines [<xref ref-type="bibr" rid="ref52">52</xref>]. The articles had to describe a digital intervention that targeted fathers of fetuses and infants up to the age of 12 months. The inclusion and exclusion criteria for the papers are presented in <xref ref-type="boxed-text" rid="box1">Textbox 1</xref>.</p>
        <boxed-text id="box1" position="float">
          <title>Inclusion and exclusion criteria for the papers.</title>
          <p>
            <bold>Article type</bold>
          </p>
          <list list-type="bullet">
            <list-item>
              <p>Inclusion criteria: peer-reviewed articles or protocols</p>
            </list-item>
            <list-item>
              <p>Exclusion criteria: systematic reviews, meta-analyses, opinion pieces, conference proceedings, unpublished dissertations, books, and book pieces</p>
            </list-item>
          </list>
          <p>
            <bold>Language</bold>
          </p>
          <list list-type="bullet">
            <list-item>
              <p>Inclusion criteria: articles written in English, Spanish, Mandarin, Cantonese, French, or Punjabi</p>
            </list-item>
            <list-item>
              <p>Exclusion criteria: articles written in a language other than English, Spanish, Mandarin, Cantonese, French, or Punjabi</p>
            </list-item>
          </list>
          <p>
            <bold>Outcomes</bold>
          </p>
          <list list-type="bullet">
            <list-item>
              <p>Inclusion criteria: all outcomes included</p>
            </list-item>
            <list-item>
              <p>Exclusion criteria: none</p>
            </list-item>
          </list>
          <p>
            <bold>Age of the child</bold>
          </p>
          <list list-type="bullet">
            <list-item>
              <p>Inclusion criteria: fetuses and infants up to the age of 12 months and all infant populations (eg, infants born to term and preterm infants and those in hospital or the community)</p>
            </list-item>
            <list-item>
              <p>Exclusion criteria: children aged &#62;12 months</p>
            </list-item>
          </list>
          <p>
            <bold>Intervention</bold>
          </p>
          <list list-type="bullet">
            <list-item>
              <p>Inclusion criteria: intervention described must have a digital component but did not have to be delivered exclusively using technology</p>
            </list-item>
            <list-item>
              <p>Exclusion criteria: no digital component or the digital component being too minor (ie, the intervention could have been conducted without the use of technology)</p>
            </list-item>
          </list>
          <p>
            <bold>Date of article publication</bold>
          </p>
          <list list-type="bullet">
            <list-item>
              <p>Inclusion criteria: all years</p>
            </list-item>
            <list-item>
              <p>Exclusion criteria: none</p>
            </list-item>
          </list>
          <p>
            <bold>Quality assessment of articles</bold>
          </p>
          <list list-type="bullet">
            <list-item>
              <p>Inclusion criteria: all quality ratings</p>
            </list-item>
            <list-item>
              <p>Exclusion criteria: none</p>
            </list-item>
          </list>
          <p>
            <bold>Pregnancy or delivery complications</bold>
          </p>
          <list list-type="bullet">
            <list-item>
              <p>Inclusion criteria: all included</p>
            </list-item>
            <list-item>
              <p>Exclusion criteria: none</p>
            </list-item>
          </list>
        </boxed-text>
      </sec>
      <sec>
        <title>Search Strategy</title>
        <p>The MEDLINE, PsycINFO, Cochrane Central Register of Controlled Trials, Embase (using Ovid), and CINAHL (using EBSCO) databases were used to identify studies from database inception to June 2022. The original search was conducted from April 2020 to May 2020 and identified 1614 studies, and the updated search from May 2022 to June 2022 identified the remaining 395 articles. <xref ref-type="table" rid="table1">Table 1</xref> presents an example of the search strategy used, and Tables S1-S4 in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref> present the search strategies for all other databases, which were drafted in consultation with an academic librarian. Following this search, a team of researchers—a PhD (EK), a PhD student (EBX), a Master of Sciences student (JWJ), and an undergraduate student (JK)—independently screened all titles and abstracts and full-text articles. In total, 2 researchers independently reviewed all abstracts and full texts, and additional authors (KMB and LTM; PhD) reviewed and resolved all conflicts that arose. Before extraction, protocol papers and trial registrations underwent a forward reference review by JWJ and JK to identify whether there was a subsequent published article following the protocol paper or trial registration. No backward reference review was conducted. Of the 39 studies included, 4 (10%) were added following the forward reference review (in lieu of the protocol or clinical trial registration that preceded it).</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Search strategy for the American Psychological Association PsycINFO database (date: May 15, 2020).</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="50"/>
            <col width="570"/>
            <col width="380"/>
            <thead>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Search terms</td>
                <td>Records, n</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>1</td>
                <td>exp telecommunications media/</td>
                <td>18,448</td>
              </tr>
              <tr valign="top">
                <td>2</td>
                <td>exp computers/</td>
                <td>42,174</td>
              </tr>
              <tr valign="top">
                <td>3</td>
                <td>exp mobile phones/</td>
                <td>5205</td>
              </tr>
              <tr valign="top">
                <td>4</td>
                <td>eHealth.mp.</td>
                <td>1011</td>
              </tr>
              <tr valign="top">
                <td>5</td>
                <td>e-Health.mp.</td>
                <td>960</td>
              </tr>
              <tr valign="top">
                <td>6</td>
                <td>online.mp</td>
                <td>87,483</td>
              </tr>
              <tr valign="top">
                <td>7</td>
                <td>on-line.mp.</td>
                <td>7042</td>
              </tr>
              <tr valign="top">
                <td>8</td>
                <td>internet*.mp.</td>
                <td>56,685</td>
              </tr>
              <tr valign="top">
                <td>9</td>
                <td>website*.mp.</td>
                <td>15,159</td>
              </tr>
              <tr valign="top">
                <td>10</td>
                <td>computer*.mp.</td>
                <td>145,381</td>
              </tr>
              <tr valign="top">
                <td>11</td>
                <td>mHealth.mp.</td>
                <td>905</td>
              </tr>
              <tr valign="top">
                <td>12</td>
                <td>(smartphone* or “smartphone*”).mp.</td>
                <td>4390</td>
              </tr>
              <tr valign="top">
                <td>13</td>
                <td>app.mp.</td>
                <td>5944</td>
              </tr>
              <tr valign="top">
                <td>14</td>
                <td>apps.mp.</td>
                <td>2000</td>
              </tr>
              <tr valign="top">
                <td>15</td>
                <td>“social media”.mp.</td>
                <td>13,384</td>
              </tr>
              <tr valign="top">
                <td>16</td>
                <td>web-base*.mp.</td>
                <td>13,436</td>
              </tr>
              <tr valign="top">
                <td>17</td>
                <td>mobile*.mp.</td>
                <td>19,229</td>
              </tr>
              <tr valign="top">
                <td>18</td>
                <td>exp telemedicine/</td>
                <td>8560</td>
              </tr>
              <tr valign="top">
                <td>19</td>
                <td>application*.mp.</td>
                <td>188,003</td>
              </tr>
              <tr valign="top">
                <td>20</td>
                <td>exp mobile applications/</td>
                <td>790</td>
              </tr>
              <tr valign="top">
                <td>21</td>
                <td>“cell* phone*”.mp.</td>
                <td>2980</td>
              </tr>
              <tr valign="top">
                <td>22</td>
                <td>telehealth.mp.</td>
                <td>1618</td>
              </tr>
              <tr valign="top">
                <td>23</td>
                <td>exp online social networks/</td>
                <td>7639</td>
              </tr>
              <tr valign="top">
                <td>24</td>
                <td>exp social media/</td>
                <td>14,030</td>
              </tr>
              <tr valign="top">
                <td>25</td>
                <td>exp computer games/</td>
                <td>7436</td>
              </tr>
              <tr valign="top">
                <td>26</td>
                <td>“text messag*”.mp.</td>
                <td>2712</td>
              </tr>
              <tr valign="top">
                <td>27</td>
                <td>SMS.mp.</td>
                <td>1515</td>
              </tr>
              <tr valign="top">
                <td>28</td>
                <td>exp computer mediated communication/</td>
                <td>15,619</td>
              </tr>
              <tr valign="top">
                <td>29</td>
                <td>1 or 2 or 3 or 4 or 5 or 6 or 7 or 8 or 9 or 10 or 11 or 12 or 13 or 14 or 15 or 16 or 17 or 18 or 19 or 20 or 21 or 22 or 23 or 24 or 25 or 26 or 27 or 28</td>
                <td>454,785</td>
              </tr>
              <tr valign="top">
                <td>30</td>
                <td>infant*.mp.</td>
                <td>118,011</td>
              </tr>
              <tr valign="top">
                <td>31</td>
                <td>baby.mp.</td>
                <td>11,926</td>
              </tr>
              <tr valign="top">
                <td>32</td>
                <td>newborn*.mp.</td>
                <td>11,396</td>
              </tr>
              <tr valign="top">
                <td>33</td>
                <td>babies.mp.</td>
                <td>6340</td>
              </tr>
              <tr valign="top">
                <td>34</td>
                <td>“young child*”.mp.</td>
                <td>40,827</td>
              </tr>
              <tr valign="top">
                <td>35</td>
                <td>infancy.mp.</td>
                <td>19,196</td>
              </tr>
              <tr valign="top">
                <td>36</td>
                <td>neonate*.mp.</td>
                <td>5794</td>
              </tr>
              <tr valign="top">
                <td>37</td>
                <td>NICU.mp.</td>
                <td>1341</td>
              </tr>
              <tr valign="top">
                <td>38</td>
                <td>exp infant development/</td>
                <td>21,698</td>
              </tr>
              <tr valign="top">
                <td>39</td>
                <td>30 or 31 or 32 or 33 or 34 or 35 or 36 or 37 or 38</td>
                <td>176,107</td>
              </tr>
              <tr valign="top">
                <td>40</td>
                <td>exp fathers/</td>
                <td>10,845</td>
              </tr>
              <tr valign="top">
                <td>41</td>
                <td>father*.mp.</td>
                <td>50,046</td>
              </tr>
              <tr valign="top">
                <td>42</td>
                <td>paternal*.mp.</td>
                <td>13,816</td>
              </tr>
              <tr valign="top">
                <td>43</td>
                <td>dad.mp.</td>
                <td>698</td>
              </tr>
              <tr valign="top">
                <td>44</td>
                <td>dads.mp.</td>
                <td>344</td>
              </tr>
              <tr valign="top">
                <td>45</td>
                <td>stepfather*.mp.</td>
                <td>839</td>
              </tr>
              <tr valign="top">
                <td>46</td>
                <td>stepdad*.mp.</td>
                <td>5</td>
              </tr>
              <tr valign="top">
                <td>47</td>
                <td>daddy.mp.</td>
                <td>236</td>
              </tr>
              <tr valign="top">
                <td>48</td>
                <td>40 or 41 or 42 or 43 or 44 or 45 or 46 or 47</td>
                <td>58,637</td>
              </tr>
              <tr valign="top">
                <td>49</td>
                <td>29 and 39 and 48</td>
                <td>308</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec>
        <title>Data Extraction and Synthesis</title>
        <p>Extracted data for each intervention were tabulated according to the year of publication to assist in understanding any changes in intervention characteristics over time. Extracted data on study characteristics and the results of each study were tabulated according to the intervention’s primary topic of interest. Results were synthesized narratively. To assist with the synthesis of both qualitative and quantitative data, we used a parallel results convergent synthesis design, which consists of independent syntheses of quantitative and qualitative evidence with an interpretation of the results in the <italic>Discussion</italic> section [<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref54">54</xref>]. Consistent with this approach, we analyzed and described the findings separately with some integration in the discussion because of limited qualitative research. For the qualitative studies with data on acceptability, feasibility, and usability, we used a textual narrative synthesis that involved dividing the studies into homogeneous groups and comparing similarities and differences across the studies [<xref ref-type="bibr" rid="ref54">54</xref>]. Quantifiable data were tabulated, and frequency and percentages were calculated. Owing to the heterogeneity of the study designs, measures, and outcomes, we were unable to conduct inferential statistics. However, to understand the potential trends of the intervention characteristics on intervention effect, we further examined studies that used a randomized controlled trial (RCT) design by calculating the proportion of studies with particular intervention characteristics (ie, exclusively eHealth, digital or in-person human contact, and type of technology used) within studies that demonstrated significant intervention effects. This approach allowed the researchers to summarize a wide range of interventions and diverse study outcomes in a systematic way.</p>
        <p>Pilot extraction was performed for reliability, and then extraction was completed independently by EK, EBX, JWJ, and JK. Data on study design, study aim, target population, intervention period, sample size, and study outcomes (eg, infant feeding, parenting knowledge, parenting self-efficacy, child outcomes, and parental mental health) were extracted and tabulated according to the primary intervention topic. Intervention descriptions were extracted and then characterized based on whether they were exclusively eHealth, meaning they were “stand-alone” and did not have a component that depended on an in-person interaction with a human provider, or a blended intervention, meaning that they had both digital and in-person components (eg, paper handouts, handbooks, newsletters, in-person parenting classes and parent support groups, and home visits by and discussions with health care professionals). Interventions were also categorized based on whether the intervention could be personalized to the participant’s needs and context or if it was standardized. Data on the types of digital modalities (eg, website, mobile app, SMS text messaging, social media, online video, email, or videoconference) that were included in each intervention were also tabulated. The favorability of the interventions was assessed and determined based on the reported acceptability, satisfaction and usability of the intervention or the rate of participant adherence and engagement. Interventions were categorized as favorable if there was an adherence or engagement rate of &#62;60% or if &#62;60% of the participants identified satisfaction, acceptability, or usability of the intervention. For studies with quantitative data on intervention effectiveness, statistically significant intervention effects were categorized based on <italic>P</italic> values (&#60;.05).</p>
        <p>Quality appraisals of each included article were conducted by the research team (EBX, JWJ, and JK) and verified by EK or KMB using the Mixed Methods Appraisal Tool (MMAT) [<xref ref-type="bibr" rid="ref55">55</xref>]. The MMAT includes 2 screening questions (ie, whether there are clear research questions and whether the data allow for addressing the research question) and 5 quality criteria for each type of study design (ie, qualitative, quantitative RCT, quantitative nonrandomized, quantitative descriptive, and mixed methods). The questions in each domain are answered with “yes,” “no,” or “cannot tell.” The MMAT has been shown to be a reliable tool for reviews that incorporate diverse study designs [<xref ref-type="bibr" rid="ref56">56</xref>] and provides overall methodological scores calculated as a percentage, from 0 (poor quality) to 100 (high quality). As in other reviews, scores were calculated as percentages based on the number of criteria met [<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref58">58</xref>] to inform the quality of the studies and gauge the level of confidence in the study results. Mixed methods studies included both qualitative and the appropriate quantitative scores in their final MMAT score calculation.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Overview</title>
        <p>The search strategy retrieved 2816 articles, 803 (28.52%) of which were identified as duplicates, leaving the remaining 2013 (71.48%) titles and abstracts that were screened for eligibility. At the title and abstract screening stage, 93.39% (1880/2013) of the articles were excluded as irrelevant. Another 94 articles were excluded at full-text review, leaving the remaining 39 (29%) of the 133 studies that met the inclusion criteria and were included. Notably, 35% (33/94) of the articles were excluded from this review because the digital component was very minor, such as the use of DVDs, PowerPoint presentations, or videotape feedback that were reviewed in face-to-face sessions or phone calls (eg, [<xref ref-type="bibr" rid="ref59">59</xref>-<xref ref-type="bibr" rid="ref66">66</xref>]). Another 2% (2/94) of the articles were excluded because of the small percentage of fathers who were included in studies targeting couples (ie, 8.8% and 0.09% fathers; <xref rid="figure1" ref-type="fig">Figure 1</xref>) [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref68">68</xref>].</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) flowchart of the included studies and exclusion reasons.</p>
          </caption>
          <graphic xlink:href="jmir_v25i1e43219_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Study Characteristics</title>
        <p>Of the 39 peer-reviewed articles included, 1 (3%) described a protocol only; 1 (3%) described the development of the intervention as well as a study protocol; 9 (23%) described the development of the intervention only (ie, the intervention development was in progress); and 28 (72%) described the testing of the usability, satisfaction, or effect of an intervention. The studies included 29 unique interventions that were developed or tested in Canada (n=4, 14%), Brazil (n=1, 3%), the United States (n=7, 24%), Finland (n=1, 3%), China (n=2, 7%), Australia (n=6, 21%), Iran (n=2, 7%), Singapore (n=1, 3%), Turkey (n=1, 3%), South Korea (n=1, 3%), Denmark (n=1, 3%), Italy (n=1, 3%), and the Netherlands (n=1, 3%) between 2003 and 2022. The most common study designs were RCTs (14/39, 36%; 2/14, 14% of which were proposed studies) followed by quantitative nonrandomized studies (7/39, 18%). <xref ref-type="table" rid="table2">Table 2</xref> provides more detailed descriptions of the study designs.</p>
        <table-wrap position="float" id="table2">
          <label>Table 2</label>
          <caption>
            <p>Study characteristics (categorized by the topic of intervention development)<sup>a,b</sup>.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="130"/>
            <col width="170"/>
            <col width="140"/>
            <col width="130"/>
            <col width="150"/>
            <col width="250"/>
            <thead>
              <tr valign="top">
                <td colspan="2">Study (author, year, country)</td>
                <td>Study type</td>
                <td>Study aim</td>
                <td>Target population</td>
                <td>Intervention period</td>
                <td>Sample size</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="7">
                  <bold>Coparenting and partner support</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Pilkington et al [<xref ref-type="bibr" rid="ref69">69</xref>], 2017, Australia</td>
                <td>Pilot posttest–only single group—qualitative</td>
                <td>Testing intervention usability</td>
                <td>Mothers and fathers</td>
                <td>Pregnancy and postpartum</td>
                <td>5</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Firouzan et al [<xref ref-type="bibr" rid="ref70">70</xref>], 2020, Iran</td>
                <td>RCT<sup>c</sup></td>
                <td>Testing intervention efficacy</td>
                <td>Fathers only</td>
                <td>Pregnancy only</td>
                <td>66 with 23 (35%) in the digital intervention group (in-person and SMS text message), 22 (33%) in the CD<sup>d</sup> intervention group, and 21 (32%) in the control group</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Marcell et al [<xref ref-type="bibr" rid="ref71">71</xref>], 2021, United States</td>
                <td>Pilot RCT proposed</td>
                <td>Intervention development (protocol paper)</td>
                <td>Couples</td>
                <td>Pregnancy and postpartum</td>
                <td>120 with 60 (50%) in the intervention group and 60 (50%) in the control group<sup>e</sup></td>
              </tr>
              <tr valign="top">
                <td colspan="7">
                  <bold>Parenting coping, satisfaction, and self-efficacy</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Hudson et al [<xref ref-type="bibr" rid="ref72">72</xref>], 2003, United States</td>
                <td>Pilot pre-post nonequivalent groups</td>
                <td>Testing intervention efficacy</td>
                <td>Fathers only</td>
                <td>Postpartum only</td>
                <td>34 with 14 (41%) in the intervention group and 20 (58%) in the control group</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Salonen et al [<xref ref-type="bibr" rid="ref73">73</xref>], 2008, Finland</td>
                <td>Cross-sectional observation of participants at 2 hospitals</td>
                <td>Intervention development</td>
                <td>Mothers and fathers</td>
                <td>Pregnancy and postpartum</td>
                <td>525 with 307 (58.5%) in the intervention group and 218 (41.5%) in the control group</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Salonen et al [<xref ref-type="bibr" rid="ref74">74</xref>], 2011, Finland</td>
                <td>Pre-post nonequivalent groups</td>
                <td>Testing intervention efficacy</td>
                <td>Mothers and fathers</td>
                <td>Pregnancy and postpartum</td>
                <td>436 with 53 (12.2%) in the nonuser intervention group, 149 (34.2%) in the user intervention group, and 234 (53.7%) in the control group</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Feinberg et al [<xref ref-type="bibr" rid="ref75">75</xref>], 2020, United States</td>
                <td>Pilot RCT</td>
                <td>Testing intervention efficacy</td>
                <td>Couples</td>
                <td>Pregnancy and postpartum</td>
                <td>36 with 15 (42%) in the intervention group and 21 (58%) in the control group</td>
              </tr>
              <tr valign="top">
                <td colspan="7">
                  <bold>Parenting skills and knowledge</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fletcher et al [<xref ref-type="bibr" rid="ref76">76</xref>], 2008, Australia</td>
                <td>Pilot posttest–only single group</td>
                <td>Intervention development</td>
                <td>Fathers only</td>
                <td>Pregnancy only</td>
                <td>105</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fletcher et al [<xref ref-type="bibr" rid="ref77">77</xref>], 2016, Australia</td>
                <td>Pilot posttest–only single group (mixed methods)</td>
                <td>Intervention development and testing (quality and acceptability of SMS text messages)</td>
                <td>Mothers and fathers</td>
                <td>Postpartum only</td>
                <td>67 with 46 (69%) in phase 2 (assessing acceptability) and 21 (31%) in phase 3 (message evaluation)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fletcher et al [<xref ref-type="bibr" rid="ref78">78</xref>], 2017, Australia</td>
                <td>Pilot posttest–only single group (mixed methods)</td>
                <td>Testing intervention efficacy</td>
                <td>Fathers only</td>
                <td>Pregnancy and postpartum</td>
                <td>46</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fletcher et al [<xref ref-type="bibr" rid="ref79">79</xref>], 2017, Australia</td>
                <td>Pilot posttest–only single group</td>
                <td>Testing intervention efficacy</td>
                <td>Fathers only</td>
                <td>Pregnancy and postpartum</td>
                <td>520</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Mackert et al [<xref ref-type="bibr" rid="ref80">80</xref>], 2017, United States</td>
                <td>Pilot posttest–only single group (mixed methods)</td>
                <td>Intervention development (investigate the value of the intervention)</td>
                <td>Men only</td>
                <td>Pregnancy only</td>
                <td>23</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Lavin Venegas et al [<xref ref-type="bibr" rid="ref81">81</xref>], 2019, Canada</td>
                <td>Pilot RCT</td>
                <td>Testing intervention efficacy</td>
                <td>Mothers and fathers</td>
                <td>Postpartum only</td>
                <td>25 with 15 (60%) in the intervention group and 10 (40%) in the control group</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fletcher et al [<xref ref-type="bibr" rid="ref82">82</xref>], 2019, Australia</td>
                <td>Single group, descriptive</td>
                <td>Intervention development—asking EAG<sup>f</sup> for feedback on content</td>
                <td>Couples expected in intervention testing</td>
                <td>Pregnancy and postpartum</td>
                <td>14 (EAG members); 50 partners is the planned sample size for future testing<sup>e</sup></td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fletcher et al [<xref ref-type="bibr" rid="ref83">83</xref>], 2019, Australia</td>
                <td>Posttest–only single group—qualitative</td>
                <td>Testing mechanisms of impact of the intervention</td>
                <td>Fathers only</td>
                <td>Pregnancy and postpartum</td>
                <td>40</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fletcher et al [<xref ref-type="bibr" rid="ref84">84</xref>], 2020, Australia</td>
                <td>Pilot posttest–only single group—qualitative</td>
                <td>Testing intervention feasibility</td>
                <td>Couples</td>
                <td>Pregnancy and postpartum</td>
                <td>23</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Lanning et al [<xref ref-type="bibr" rid="ref85">85</xref>], 2021, Australia</td>
                <td>Posttest–only single group—qualitative</td>
                <td>Development in progress</td>
                <td>Couples</td>
                <td>Pregnancy and postpartum</td>
                <td>23</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Shorey et al [<xref ref-type="bibr" rid="ref86">86</xref>], 2021, Singapore</td>
                <td>Describing intervention development</td>
                <td>Development in progress</td>
                <td>Couples</td>
                <td>Postpartum only</td>
                <td>3 pairs of parents in the relevance cycle and another 10 people (including parents and research team members) for the evaluation cycle<sup>g</sup></td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Hägi-Pedersen et al [<xref ref-type="bibr" rid="ref87">87</xref>], 2021, Denmark</td>
                <td>Qualitative posttest–only single group</td>
                <td>Testing intervention</td>
                <td>Couples</td>
                <td>Postpartum only</td>
                <td>5</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Kavanagh et al [<xref ref-type="bibr" rid="ref88">88</xref>], 2021, Australia</td>
                <td>RCT</td>
                <td>Testing intervention efficacy</td>
                <td>Couples</td>
                <td>Pregnancy and postpartum</td>
                <td>124 with 62 (50.0 %) in each intervention group (treatment and active control)</td>
              </tr>
              <tr valign="top">
                <td colspan="7">
                  <bold>Infant feeding or breastfeeding</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>White et al [<xref ref-type="bibr" rid="ref39">39</xref>], 2016, Australia</td>
                <td>Single group and single time point, including qualitative focus groups (mixed methods)</td>
                <td>Intervention design, development, and pilot testing</td>
                <td>Fathers only</td>
                <td>Pregnancy and postpartum</td>
                <td>22 with 18 (82%) in the focus group and 4 (18%) in the test group</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Abbass-Dick et al [<xref ref-type="bibr" rid="ref89">89</xref>], 2017, Canada</td>
                <td>Needs assessment and pre-post test</td>
                <td>Intervention development and pilot efficacy testing</td>
                <td>Couples</td>
                <td>Pregnancy and postpartum</td>
                <td>50 with 15 (30%) in phase 1 (needs assessment), 35 (70%) different individuals in phase 2 (efficacy); 24 (69%) fathers from phase 2 did phase 3 as well (satisfaction)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>White et al [<xref ref-type="bibr" rid="ref90">90</xref>], 2018, Australia</td>
                <td>Single-group qualitative analysis</td>
                <td>Testing intervention use</td>
                <td>Couples</td>
                <td>Pregnancy and postpartum</td>
                <td>586 with 208 (35.5%) in the contributor sample (those who posted on the forum at least once)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>White et al [<xref ref-type="bibr" rid="ref91">91</xref>], 2019, Australia</td>
                <td>Process evaluation</td>
                <td>Describe process evaluation</td>
                <td>Couples</td>
                <td>Pregnancy and postpartum</td>
                <td>400</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Abbass-Dick et al [<xref ref-type="bibr" rid="ref92">92</xref>], 2020, Canada</td>
                <td>RCT and mixed methods</td>
                <td>Testing intervention efficacy</td>
                <td>Couples</td>
                <td>Pregnancy and postpartum</td>
                <td>104 coparents with 50 (48.1%) in the intervention group and 54 (51.9%) in the control group. Coparents included male spouses (85.5%), same-sex spouses (1.8%), male partners (8.8%), maternal mother (2.7%), and friend (0.9%)</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Scott et al [<xref ref-type="bibr" rid="ref93">93</xref>], 2021, Australia</td>
                <td>RCT</td>
                <td>Testing intervention efficacy</td>
                <td>Couples</td>
                <td>Pregnancy and postpartum</td>
                <td>1092 with 299 (27.38%) in the digital intervention group, 263 (24.08%) in the face-to-face intervention group, 271 (24.82%) in the control group, and 259 (23.72%) in the combination group</td>
              </tr>
              <tr valign="top">
                <td colspan="7">
                  <bold>Parenting involvement</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Rhoads et al [<xref ref-type="bibr" rid="ref94">94</xref>], 2015, United States</td>
                <td>Posttest–only single group</td>
                <td>Pilot feasibility testing</td>
                <td>Mothers and fathers</td>
                <td>Postpartum only</td>
                <td>101</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Bonifacio et al [<xref ref-type="bibr" rid="ref95">95</xref>], 2020, Brazil</td>
                <td>Parallel cluster RCT</td>
                <td>Testing intervention efficacy</td>
                <td>Couples</td>
                <td>Pregnancy and postpartum</td>
                <td>186 with 62 (33.3%) in the digital intervention group, 73 (39.2%) in the nondigital intervention group, and 51 (27.4%) in the control group</td>
              </tr>
              <tr valign="top">
                <td colspan="7">
                  <bold>Injury prevention</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Yu et al [<xref ref-type="bibr" rid="ref96">96</xref>], 2017, China</td>
                <td>RCT</td>
                <td>Testing intervention efficacy</td>
                <td>Couples</td>
                <td>Postpartum only</td>
                <td>195 with 99 (50.7%) in the intervention group and 96 (49.2%) in the control group at 6 months and 97 (49.7%) in the intervention group and 93 (47.7%) in the control group at 12 months</td>
              </tr>
              <tr valign="top">
                <td colspan="7">
                  <bold>Mental health and well-being</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Da Costa et al [<xref ref-type="bibr" rid="ref46">46</xref>], 2017, Canada</td>
                <td>Needs assessment—descriptive</td>
                <td>Intervention development</td>
                <td>Fathers only</td>
                <td>Pregnancy only</td>
                <td>174</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Missler et al [<xref ref-type="bibr" rid="ref97">97</xref>], 2020, Netherlands</td>
                <td>RCT</td>
                <td>Testing intervention efficacy</td>
                <td>Couples</td>
                <td>Pregnancy and postpartum</td>
                <td>89 with 45 (51%) in the intervention group and 44 (49%) in the control group</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Zhang et al [<xref ref-type="bibr" rid="ref98">98</xref>], 2021, China</td>
                <td>RCT</td>
                <td>Testing intervention efficacy</td>
                <td>Couples</td>
                <td>Postpartum only</td>
                <td>84 couples with 42 (50%) in the intervention group and 42 (50%) in the control group<sup>g</sup></td>
              </tr>
              <tr valign="top">
                <td colspan="7">
                  <bold>Parent-child relationship</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Benzies et al [<xref ref-type="bibr" rid="ref99">99</xref>], 2013, Canada</td>
                <td>RCT</td>
                <td>Testing intervention efficacy</td>
                <td>Fathers only</td>
                <td>Postpartum only</td>
                <td>111 with 46 (41.4%) in 2 visit intervention groups, 23 (20.7%) in 4 visit intervention groups, and 42 (37.8%) in the control group</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Manav et al [<xref ref-type="bibr" rid="ref100">100</xref>], 2021, Turkey</td>
                <td>RCT</td>
                <td>Testing intervention efficacy</td>
                <td>Couples</td>
                <td>Postpartum only</td>
                <td>32 fathers with 16 (50%) in the intervention group and 16 (50%) in the control group</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Doaltabadi and Amiri-Farahani [<xref ref-type="bibr" rid="ref101">101</xref>], 2021, Iran</td>
                <td>Pre-post nonequivalent groups (quasi-experimental study)</td>
                <td>Testing intervention efficacy</td>
                <td>Couples</td>
                <td>Pregnancy only</td>
                <td>114 with 38 (33.3%) in each digital intervention, face-to-face intervention, and control group</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Park and Bang [<xref ref-type="bibr" rid="ref102">102</xref>], 2022, Korea</td>
                <td>Quasi-experimental</td>
                <td>Testing intervention efficacy</td>
                <td>Fathers only</td>
                <td>Postpartum only</td>
                <td>32 with 15 (47%) in the intervention group and 17 (53%) in the control group</td>
              </tr>
              <tr valign="top">
                <td colspan="7">
                  <bold>Child health</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Whooten et al [<xref ref-type="bibr" rid="ref103">103</xref>], 2021, United States</td>
                <td>Describing the intervention and protocol for RCT</td>
                <td>Intervention development and protocol for testing intervention efficacy</td>
                <td>Couples</td>
                <td>Pregnancy and postpartum</td>
                <td>250 mother-father-infant triads, with 125 (50%) in the intervention group and 125 (50%) in the control group<sup>e,g</sup></td>
              </tr>
              <tr valign="top">
                <td colspan="7">
                  <bold>NICU<sup>h</sup> care</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Garfield et al [<xref ref-type="bibr" rid="ref104">104</xref>], 2016, United States</td>
                <td>Pilot RCT</td>
                <td>Testing intervention efficacy</td>
                <td>Couples</td>
                <td>Postpartum only</td>
                <td>41 with 20 (49%) in the intervention group and 21 (51%) in the control group</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Giuseppe et al [<xref ref-type="bibr" rid="ref105">105</xref>], 2022, Italy</td>
                <td>Prospective cohort pilot study</td>
                <td>Testing intervention satisfaction and efficacy</td>
                <td>Couples</td>
                <td>Postpartum only</td>
                <td>68 with 20 (29%) in the digital intervention group (Telematic-FCC<sup>i</sup>) and 24 (35%) in each of the other face-to-face comparison groups (FCC and no FCC)</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table2fn1">
              <p><sup>a</sup>Articles are grouped by primary outcomes. However, many papers include outcomes that fit in various categories.</p>
            </fn>
            <fn id="table2fn2">
              <p><sup>b</sup>There were mothers included in some studies but only reporting on father or partner sample size when provided.</p>
            </fn>
            <fn id="table2fn3">
              <p><sup>c</sup>RCT: randomized controlled trial.</p>
            </fn>
            <fn id="table2fn4">
              <p><sup>d</sup>CD: compact disc.</p>
            </fn>
            <fn id="table2fn5">
              <p><sup>e</sup>The sample size reported refers to the planned sample size for the proposed future study.</p>
            </fn>
            <fn id="table2fn6">
              <p><sup>f</sup>EAG: expert advisory group.</p>
            </fn>
            <fn id="table2fn7">
              <p><sup>g</sup>Mother and father dyads combined in reporting.</p>
            </fn>
            <fn id="table2fn8">
              <p><sup>h</sup>NICU: neonatal intensive care unit.</p>
            </fn>
            <fn id="table2fn9">
              <p><sup>i</sup>FCC: family-centered care.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Intervention Characteristics</title>
        <p>In total, 31% (9/29) of the interventions clearly described a guiding theory (eg, self-efficacy theory or social cognitive theory) underlying intervention development or testing. Of the 29 different interventions, fathers appeared to have been involved in co-designing less than half (n=10, 34%). Co-design techniques included strategies such as father involvement in focus groups and interviews during app development (ie, the Milk Man app) [<xref ref-type="bibr" rid="ref90">90</xref>,<xref ref-type="bibr" rid="ref91">91</xref>,<xref ref-type="bibr" rid="ref103">103</xref>], surveys of fathers on their information needs and factors associated with the decision to visit a father-focused website [<xref ref-type="bibr" rid="ref46">46</xref>], and the incorporation of feedback from fathers during SMS text message development (ie, SMS4Dads) [<xref ref-type="bibr" rid="ref77">77</xref>].</p>
        <p>Most of the interventions (22/29, 76%) were exclusively digital. The remaining 24% (7/29) were blended interventions. The most commonly used digital component across the interventions was a website or web-based portal (14/29, 48%). Other digital technologies that were used included SMS text messages (7/29, 24%), mobile apps (7/29, 24%), digital videos (5/29, 17%), email (4/29, 14%), videoconferencing (4/29, 14%), and social media (1/29, 3%). Notably, the 14% (4/29) of interventions using videoconferencing modalities were recent, with publication dates of 2021 and 2022 [<xref ref-type="bibr" rid="ref87">87</xref>,<xref ref-type="bibr" rid="ref102">102</xref>,<xref ref-type="bibr" rid="ref103">103</xref>,<xref ref-type="bibr" rid="ref105">105</xref>]. Some interventions (11/29, 38%) included more than one type of eHealth component, such as the use of websites and email communication (3/29, 10%), SMS text messages, website resources and modules (2/29, 7%), or a mobile app and website links (2/29, 7%). A total of 3% (1/29) of the interventions used 4 digital modalities: SMS text messaging, web-based videos, email, and videoconferencing [<xref ref-type="bibr" rid="ref103">103</xref>]. <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref> [<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref69">69</xref>-<xref ref-type="bibr" rid="ref114">114</xref>] provides more detailed intervention descriptions.</p>
        <p>More than half (22/39, 56%) of the articles described an intervention that targeted couples together (eg, both mothers and fathers or coparents). Only 26% (10/39) of the studies targeted fathers exclusively, 3% (1/39) targeted men only, and the remaining 15% (6/39) included both mothers and fathers. Just over half (21/39, 54%) of the articles described an intervention that was designed to be delivered from pregnancy through the postpartum period, whereas 33% (13/39) targeted the postpartum period only, and 13% (5/39) targeted the prenatal period only.</p>
      </sec>
      <sec>
        <title>Quantitative Data Synthesis</title>
        <p>When reviewing the study characteristics of interventions that had an effect (RCT design only; 13/29, 45%), 62% (8/13) detected intervention effects on a broad range of outcomes, including parenting knowledge, attitudes and confidence, parental mental health and perceived child sadness, father or partner prenatal engagement and presence during the birth, smoking cessation and exposure to secondhand smoke, and parent-child interaction quality. Of the 8 interventions that had significant results on the outcome of interest, 5 (62%) were exclusively eHealth (ie, were not part of a blended intervention with an in-person component) and 4 (50%) had a human intervention component (digital or in person). In terms of digital components, 60% (3/5) of the interventions that included a website had a significant effect, 75% (3/4) of the interventions that included SMS text messaging had a significant effect, 50% (2/4) of the interventions that included a mobile app had a significant effect, and only 33% (1/3) of those that used a web-based video had a significant effect. Of the 4 interventions that included more than one type of digital component, only 2 (50%) demonstrated a significant effect.</p>
        <p>In terms of primary outcomes of the included studies, approximately half (21/39, 54%) had a primary outcome related to acceptability, usability, or satisfaction with the intervention. Of these 21 studies, 11 (52%) were examined for perceived favorability, with 8 (73%) being considered favorable by the review team and 3 (27%) being perceived to have unfavorable outcomes (see <xref ref-type="table" rid="table3">Table 3</xref> for outcome summaries). The studies also evaluated intervention effects on outcomes such as coping, parental satisfaction, and parenting self-efficacy (12/39, 31%); coparenting (6/39, 15%); paternal mental well-being (6/39, 15%); parent-child relationship (5/39, 13%); infant feeding or breastfeeding (4/39, 10%); injury prevention (smoking cessation; 1/39, 3%); and infant physical health (weight gain; 1/39, 3%). Of the 18 studies primarily examining efficacy outcomes (ie, how effective the intervention was across various outcomes), 13 (72%) reported a statistically significant intervention effect. Statistically significant intervention effects were reported for father-child attachment and interaction [<xref ref-type="bibr" rid="ref99">99</xref>,<xref ref-type="bibr" rid="ref101">101</xref>,<xref ref-type="bibr" rid="ref102">102</xref>]; knowledge about and attitudes toward participation in perinatal care [<xref ref-type="bibr" rid="ref70">70</xref>]; smoking cessation and mothers’ secondhand smoking exposure [<xref ref-type="bibr" rid="ref96">96</xref>]; parenting self-efficacy and satisfaction [<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref104">104</xref>]; breastfeeding self-efficacy, knowledge, and infant feeding attitudes [<xref ref-type="bibr" rid="ref89">89</xref>,<xref ref-type="bibr" rid="ref92">92</xref>]; parental depression and child sadness [<xref ref-type="bibr" rid="ref75">75</xref>]; and parental anxiety, depression, and quality of life [<xref ref-type="bibr" rid="ref98">98</xref>].</p>
        <p>Most of the included studies (31/39, 79%) used a convenience sample (ie, from clinics or health services, either self-selected or during a certain period, or a general convenience sample). In terms of study quality, MMAT scores ranged from 20% to 100%, with only 42% (15/36) of the articles meeting ≥80% of the MMAT criteria. In total, 25% (9/36) of the articles met all domain criteria, 17% (6/36) met 80% of the criteria, 28% (10/36) met 60% of the criteria, 19% (7/36) met 40% to 50% of the criteria, and 11% (4/36) met 20% of the criteria. A total of 8% (3/39) of the articles could not be appraised as they described protocols or processes [<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref86">86</xref>,<xref ref-type="bibr" rid="ref103">103</xref>]. Articles examining primary outcomes related to parent-child relationships, father mental health and well-being, injury prevention, and coparenting or partner support appeared to have slightly higher MMAT scores, with all scoring ≥60%. Articles examining primary outcomes related to parenting coping, satisfaction, self-efficacy, neonatal intensive care unit care, and parenting involvement appeared to have lower MMAT scores, with all scoring ≤60%. Articles examining primary outcomes related to infant feeding or breastfeeding and parenting skills and knowledge had a wider range of quality. Overall, a moderate level of confidence is expected from the results based on the quality of the studies included in the review, as indicated by the MMAT scores (Tables S1-S5 in <xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref> [<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref72">72</xref>-<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref79">79</xref>,<xref ref-type="bibr" rid="ref81">81</xref>-<xref ref-type="bibr" rid="ref85">85</xref>,<xref ref-type="bibr" rid="ref87">87</xref>-<xref ref-type="bibr" rid="ref102">102</xref>,<xref ref-type="bibr" rid="ref104">104</xref>,<xref ref-type="bibr" rid="ref105">105</xref>,<xref ref-type="bibr" rid="ref111">111</xref>]).</p>
        <table-wrap position="float" id="table3">
          <label>Table 3</label>
          <caption>
            <p>Study results (categorized by the topic of intervention development)<sup>a</sup>.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="130"/>
            <col width="410"/>
            <col width="430"/>
            <thead>
              <tr valign="top">
                <td colspan="2">Study (author, year)</td>
                <td>Outcomes of interest</td>
                <td>Finding notes</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="4">
                  <bold>Coparenting and partner support</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Pilkington et al [<xref ref-type="bibr" rid="ref69">69</xref>], 2017</td>
                <td>System quality, content quality, suggestions for website improvement, and potential barriers to visiting the website</td>
                <td>&#62;250 comments provided to inform changes to the intervention such as simplifying the language and structure of content and increasing the number of images. Barriers such as lack of time and smartphone incompatibility were identified.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Firouzan et al [<xref ref-type="bibr" rid="ref70">70</xref>], 2020</td>
                <td>
                  <italic>Knowledge and attitudes about participation in perinatal care</italic>
                  <sup>b</sup>
                </td>
                <td>N/A<sup>c</sup></td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Marcell et al [<xref ref-type="bibr" rid="ref71">71</xref>], 2021</td>
                <td>Primary: infant knowledge, beliefs, self-efficacy, coparenting; secondary: partner relationship quality, infant care and engagement, time spent with infant, safe sleep, injury prevention care</td>
                <td>N/A (protocol)</td>
              </tr>
              <tr valign="top">
                <td colspan="4">
                  <bold>Parenting coping, satisfaction, and self-efficacy</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Hudson et al [<xref ref-type="bibr" rid="ref72">72</xref>], 2003</td>
                <td><italic>Parenting self-efficacy, parenting satisfaction</italic>, and satisfaction with the intervention</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Salonen et al [<xref ref-type="bibr" rid="ref73">73</xref>], 2008</td>
                <td>Parenting satisfaction and parenting self-efficacy</td>
                <td>Found fathers experienced lowest self-efficacy related to the infant’s nutritional recommendations, day rhythm and sleep, normal development, and infant’s cues and behavior.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Salonen et al [<xref ref-type="bibr" rid="ref74">74</xref>], 2011</td>
                <td>Parenting satisfaction (primary) and <italic>self-efficacy (secondary)</italic></td>
                <td>Parenting self-efficacy among all groups of fathers increased at 6 to 8 weeks postpartum.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Feinberg et al [<xref ref-type="bibr" rid="ref75">75</xref>], 2020</td>
                <td>Parental efficacy and <italic>depression</italic> and relationship conflict, couples’ conflict, resolution style and <italic>child sadness</italic><bold>,</bold> child distress to limitations, and child soothability</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td colspan="4">
                  <bold>Parenting skills and knowledge</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fletcher et al [<xref ref-type="bibr" rid="ref76">76</xref>], 2008</td>
                <td>Intervention usability, satisfaction, and uptake</td>
                <td>≥95% agreed or strongly agreed that the package gave new information, that they intend to discuss the information with their partner, and that they are satisfied with the quality of the information; 78% agreed or strongly agreed that they did something differently because of this information<sup>d</sup>.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fletcher et al [<xref ref-type="bibr" rid="ref77">77</xref>], 2016</td>
                <td>Content clarity, usefulness, suitability, feasibility, and acceptability of the messages</td>
                <td>90% indicated that the messages were easily understood and useful, and all participants easily identified which messages were targeted at fathers, mothers, or both. All transmitted messages were read by fathers and 74% felt that they were acceptable. Preferences toward messages that provided specific prompts and advice on ways to connect with and support their partner. Benefits also included prompting of discussions with their partners<sup>d</sup>.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fletcher et al [<xref ref-type="bibr" rid="ref78">78</xref>], 2017</td>
                <td>Intervention uptake, user engagement, acceptability, and psychological distress (mood tracker)</td>
                <td>The most clicked link by fathers was “Becoming a dad: a big adjustment,” which received 22% (14/65) of all clicks, followed by “talking to your baby” (9/65, 14%). Out of those who responded to the Mood Tracker questions, half responded as “Cool” (47%) whereas 15% responded as “Shaky.” 87% of fathers remained engaged with the intervention, and interviews suggested that fathers were positive about their experience with the intervention<sup>d</sup>.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fletcher et al [<xref ref-type="bibr" rid="ref79">79</xref>], 2017</td>
                <td>Intervention uptake, user engagement and acceptability, psychological distress</td>
                <td>63.1% clicked on at least one of the links provided. Links with the highest click rates were the Kidsafe NSW<sup>e</sup> home safety checklist with 72.7%, Better Health’s “newborn screening” link at a 57.1% click rate, and the “alcohol pregnancy partner support” link from British Columbia’s Centre of Excellence for Women’s Health at a 50% click rate<sup>d</sup>.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Mackert et al [<xref ref-type="bibr" rid="ref80">80</xref>], 2017</td>
                <td>Acceptability (general attitudes, actions, navigational issues, and technical trouble while testing out the intervention)</td>
                <td>Participants agreed that it is important to know about pregnancy-related health information and expressed willingness to be involved in pregnancy but also reported feeling disconnected in the process. The theme of support for pregnant individuals emerged. Most participants (21/23, 91%) were engaged with the app, and the most clicked content was nutrition, followed by financial preparation<sup>d</sup>.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Venegas et al [<xref ref-type="bibr" rid="ref81">81</xref>], 2019</td>
                <td>Study feasibility, acceptability of the video, and preliminary effectiveness (assessed by the use of any of the 3 pain management strategies—breastfeeding, skin-to-skin care, or sucrose) during NBS<sup>f</sup></td>
                <td>All parents in the intervention group viewed the full video and reported an intention to recommend the video to other parents. All but 2 parents reported that the video was the right length. Participants in the intervention group reported intentions to use or advocate for one of the pain management strategies. However, no significant difference between groups regarding the percentage of parents who used at least one pain management strategy<sup>d</sup>.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fletcher et al [<xref ref-type="bibr" rid="ref82">82</xref>], 2019</td>
                <td>Ratings on importance, clarity, evidence base, and the acceptability rating of intervention messages for mothers and fathers from EAG<sup>g</sup> members and comments from the EAG group</td>
                <td>For importance, clarity, evidence base, and acceptability, 81% of the messages met the requirement for fathers, according to the EAG. The EAG group provided feedback on the issues of grammar, the possibility of offending some individuals, and consideration of different relationship types<sup>d</sup>.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fletcher et al [<xref ref-type="bibr" rid="ref83">83</xref>], 2019</td>
                <td>Tested mechanisms of change (not outcomes of the intervention)—how it helped the men, specifically with respect to, becoming a father, their relationship with their infant, and their relationship with their partner</td>
                <td>4 structural features identified—synced information, normalizing, prompts to interact and reflect, safety net, and 5 psychological processes identified—knowledge construction, confidence, ability to cope, role orientation, and feelings of connectedness.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Fletcher et al [<xref ref-type="bibr" rid="ref84">84</xref>], 2020</td>
                <td>Uptake, user engagement, and acceptability</td>
                <td>34.8% of fathers clicked on the website links in the messages; 25% clicked on the Mood Tracker links; 93% (15/16) were satisfied with the message frequency. Participants reported effects including increased knowledge about and interaction with their baby, normalization, and effective support for their partner<sup>h</sup>.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Lanning et al [<xref ref-type="bibr" rid="ref85">85</xref>], 2021</td>
                <td>Qualitative assessment for identifying themes from the father’s experience partaking in this program.</td>
                <td>Fathers found the messages to be helpful in the following areas during the interview: increased awareness that babies thrive on their connection with them, understanding the paternal role in the perinatal period, and that having an understanding via information received led to conversation and action.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Shorey et al [<xref ref-type="bibr" rid="ref86">86</xref>], 2021</td>
                <td>Qualitative feedback assessing features, functionality, usability, and content accuracy</td>
                <td>Pilot testing revealed technological and user issues, including web browser and app incompatibility, a lack of notifications, and limited search engine capability<sup>i</sup>.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Hägi-Pedersen et al [<xref ref-type="bibr" rid="ref87">87</xref>], 2021</td>
                <td>Mothers’ and fathers’ experiences of the whole intervention trajectory</td>
                <td>Interviews revealed an overarching theme of “oscillating between feeling confident in caring for the infant on your own and needing support from others.”</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Kavanagh et al [<xref ref-type="bibr" rid="ref88">88</xref>], 2021</td>
                <td>Program engagement and satisfaction, parenting efficacy (including putting baby to sleep), depression, quality of life, relationship satisfaction, social support, and self-efficacy for support provision<sup>i</sup></td>
                <td>Satisfaction with programs was high. However, only 20.9% of fathers accessed their assigned program more than once; 12.9% of fathers set a goal, and fathers accessed an average of 1 module. Partners experienced less relationship decline in the treatment group compared with the control group<sup>h,i</sup>.</td>
              </tr>
              <tr valign="top">
                <td colspan="4">
                  <bold>Infant feeding or breastfeeding</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>White et al [<xref ref-type="bibr" rid="ref39">39</xref>], 2016</td>
                <td>Acceptability of the engagement strategies, appropriateness of the proposed approach and content, and mobile health app rating</td>
                <td>Six areas for improvement in functionality and usability identified including text being too small, lack of clarity about how the points system worked, and the need for an important icon to be more prominent. The addition of a tutorial, options for users to post their own questions, and personalization of avatars were suggested.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Abbass-Dick et al [<xref ref-type="bibr" rid="ref89">89</xref>], 2017</td>
                <td><italic>Breastfeeding self-efficacy, breastfeeding knowledge, infant feeding attitudes,</italic> and perception of coparenting relationship and prototype usability</td>
                <td>38% of fathers spent over 1 h reviewing the eHealth resource, and 67% of fathers strongly agreed that the resource was excellent overall<sup>d</sup>.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>White et al [<xref ref-type="bibr" rid="ref90">90</xref>], 2018</td>
                <td>Seek and offer support, social connection, and sharing experiences.</td>
                <td>Themes for mobile app use included seeking and offering support, social connection, informational support provision, and sharing experiences.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>White et al [<xref ref-type="bibr" rid="ref91">91</xref>], 2019</td>
                <td>Participant app use and technology (software monitoring)<sup>d</sup></td>
                <td>Push notifications and interest in what other fathers had posted in the forum were the main motivators for mobile app use. Fathers used the app most while their partners were still pregnant and in the weeks immediately after the birth of their baby. At 6 weeks postpartum, approximately one-third of fathers still using the app said that the gamification elements were encouraging mobile app use.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Abbass-Dick et al [<xref ref-type="bibr" rid="ref92">92</xref>], 2020</td>
                <td>Exclusive breastfeeding (primary) and <italic>breastfeeding</italic> duration, problems, self-efficacy, <italic>knowledge,</italic> partner support, coparenting, <italic>infant feeding attitude</italic>, intervention and breastfeeding resource use, and supplementation, satisfaction with an eHealth resource (secondary).</td>
                <td>Both groups reported using generally available breastfeeding resources. Websites were used most often and rated as the most helpful. Breastfeeding partner support and coparenting scores were higher in the control group compared with the intervention group. For attitude and knowledge, there were no group differences at any follow-up time point, but scores increased more over time for the intervention group compared with the control group. Open-ended questions on satisfaction with the intervention were used to identify 5 themes<sup>i</sup>.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Scott et al [<xref ref-type="bibr" rid="ref93">93</xref>], 2021</td>
                <td>Breastfeeding duration (primary) and age of formula or complementary food introduction, breastfeeding self-efficacy, and partner postpartum support (secondary)</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td colspan="4">
                  <bold>Parenting involvement</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Rhoads et al [<xref ref-type="bibr" rid="ref94">94</xref>], 2015</td>
                <td>Usability (number of logins to the web camera system, time spent viewing neonates—total number of minutes viewed, maximum time viewed in 1 login)</td>
                <td>The mean number of logins for mothers was significantly greater than that for fathers (<italic>P</italic>=.03). There was no significant difference in mean total viewing time or maximum viewing time in 1 session.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Bonifacio et al [<xref ref-type="bibr" rid="ref95">95</xref>], 2020</td>
                <td>Adherence to intervention and <italic>partner attendance during prenatal care</italic> and <italic>presence at birth</italic></td>
                <td>Partner adherence to the program was 53.4%<sup>h</sup>.</td>
              </tr>
              <tr valign="top">
                <td colspan="4">
                  <bold>Injury prevention</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Yu et al [<xref ref-type="bibr" rid="ref96">96</xref>], 2017</td>
                <td><italic>Smoking cessation</italic> and <italic>secondhand smoking exposure for mothers</italic></td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td colspan="4">
                  <bold>Mental health and well-being</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Da Costa et al [<xref ref-type="bibr" rid="ref46">46</xref>], 2017</td>
                <td>Barriers to seeking help, men’s informational needs, user- and web-related factors associated with visiting a father-focused website</td>
                <td>Fathers indicated wanting information on parenting and infant care, supporting, and improving the relationship with their partner, work-life balance, improving sleep, and managing stress. Important features of the website included it being personally relevant, credible, effective, and an easy navigation structure. Factors important for continued use were usefulness, readability, and being free of charge.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Missler et al [<xref ref-type="bibr" rid="ref97">97</xref>], 2020</td>
                <td>Parenting stress (primary) and depression, anxiety, parental well-being (satisfaction with the parenting role, parenting self-efficacy, and sleep), parent-infant bonding, breastfeeding, room-sharing, infant crying, feeding, and sleeping (secondary)</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Zhang et al [<xref ref-type="bibr" rid="ref98">98</xref>], 2021</td>
                <td><italic>Anxiety, depression,</italic> and <italic>quality of life</italic></td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td colspan="4">
                  <bold>Parent-child relationship</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Benzies et al [<xref ref-type="bibr" rid="ref99">99</xref>], 2013</td>
                <td><italic>Parent-child interaction</italic><bold>,</bold> parental stress, and usability (number of booster dose videos viewed)</td>
                <td>Fathers reviewed the videos in the web-based portal from 0 to 16 times; 71% of the fathers accessed at least 1 video over the 4 months of the study.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Manav et al [<xref ref-type="bibr" rid="ref100">100</xref>], 2021</td>
                <td>Parent-infant attachment</td>
                <td>Although attachment levels for fathers in both groups improved significantly over time, there were no significant differences between groups. There were significant effects on maternal attachment.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Doaltabadi and Amiri-Farahani [<xref ref-type="bibr" rid="ref101">101</xref>], 2021</td>
                <td>
                  <italic>Father-infant attachment</italic>
                </td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Park and Bang [<xref ref-type="bibr" rid="ref102">102</xref>], 2022</td>
                <td>Knowledge of infant development, <italic>father-infant interactions</italic>, and father-infant attachment</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td colspan="4">
                  <bold>Child health</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Whooten et al [<xref ref-type="bibr" rid="ref103">103</xref>], 2021</td>
                <td>Prevalence of rapid infant weight gain (primary), WFL<sup>j</sup>, and prevalence of overweight. Maternal and paternal health behaviors, infant health behaviors, social and emotional well-being, family functioning, infant care, resource use, and COVID-19 pandemic impact</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td colspan="4">
                  <bold>NICU<sup>k</sup> care</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Garfield et al [<xref ref-type="bibr" rid="ref104">104</xref>], 2016</td>
                <td><italic>Parenting self-efficacy</italic> (primary) and <italic>preparedness for discharge</italic> and length of stay (secondary)</td>
                <td>Significant within-group improvements in parenting self-efficacy but between-group differences were only significant when app use was accounted for in supplementary analyses<sup>i</sup>.</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Giuseppe et al [<xref ref-type="bibr" rid="ref105">105</xref>], 2022</td>
                <td>Satisfaction with adequate and timely information about the baby’s condition, with communication and collaboration with the health care team, and related to privacy and confidentiality, as well as <italic>parental stress</italic> (parental role alteration, infant appearance, and NICU environment)</td>
                <td>Findings were mixed as statistics were provided for individual items of the scales rather than composite scores. Two out of 3 items related to satisfaction with communication and collaboration and 1 out of 3 items related to privacy showed that the FCC control group was better than the digital intervention. For the parental stressor scale, 11 out of 21 items showed that the FCC<sup>l</sup> control was better than the T-FCC<sup>m</sup> intervention, whereas 1 out of 21 items showed that the T-FCC intervention was better. Mothers reported more stress related to seeing tubes and IVs<sup>n</sup> in their baby than fathers<sup>i</sup>.</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table3fn1">
              <p><sup>a</sup>Articles are grouped by primary outcomes. However, many papers include outcomes that fit in various categories.</p>
            </fn>
            <fn id="table3fn2">
              <p><sup>b</sup>Outcomes of interest in italics were found to be statistically significant. Finding notes provide additional detail when applicable and informative.</p>
            </fn>
            <fn id="table3fn3">
              <p><sup>c</sup>N/A: not applicable.</p>
            </fn>
            <fn id="table3fn4">
              <p><sup>d</sup>A favorable rating of intervention usefulness, satisfaction, and uptake based on results.</p>
            </fn>
            <fn id="table3fn5">
              <p><sup>e</sup>NSW: New South Wales.</p>
            </fn>
            <fn id="table3fn6">
              <p><sup>f</sup>NBS: newborn screening.</p>
            </fn>
            <fn id="table3fn7">
              <p><sup>g</sup>EAG: expert advisory group.</p>
            </fn>
            <fn id="table3fn8">
              <p><sup>h</sup>An unfavorable rating of intervention usefulness, satisfaction, and uptake based on results.</p>
            </fn>
            <fn id="table3fn9">
              <p><sup>i</sup>Mother and father dyads combined in reporting.</p>
            </fn>
            <fn id="table3fn10">
              <p><sup>j</sup>WFL: weight-for-length.</p>
            </fn>
            <fn id="table3fn11">
              <p><sup>k</sup>NICU: neonatal intensive care unit.</p>
            </fn>
            <fn id="table3fn12">
              <p><sup>l</sup>FCC: family-centered care.</p>
            </fn>
            <fn id="table3fn13">
              <p><sup>m</sup>T-FCC: telematic–family-centered care.</p>
            </fn>
            <fn id="table3fn14">
              <p><sup>n</sup>IV: intravenous.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Qualitative Data Synthesis</title>
        <p>The qualitative studies that were part of the review examined outcomes related to feasibility and usability as well as identifying findings related to user experience. Most articles (4/6, 67%) discussed interventions related to parenting skills and knowledge. In total, 50% (3/6) of the articles were on the SMS4Dads intervention, an intervention designed to deliver parenting skills and knowledge through SMS text messages and sometimes links to helpful websites [<xref ref-type="bibr" rid="ref83">83</xref>-<xref ref-type="bibr" rid="ref85">85</xref>]. The mixed methods articles similarly involved interventions targeting parenting skills and knowledge as well as infant feeding or breastfeeding. Most studies (4/5, 80%) examined outcomes related to the acceptability and feasibility of the intervention, with the exception of 20% (1/5) of the articles, which reported on intervention efficacy outcomes related to breastfeeding. All mixed methods studies included in this review involved interventions with a website component.</p>
        <p>Overall, 40% (2/5) of the mixed methods articles described the aforementioned SMS4Dads intervention [<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref78">78</xref>]. A common qualitative finding was the importance of providing support to partners during pregnancy and the postpartum period [<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref80">80</xref>,<xref ref-type="bibr" rid="ref84">84</xref>,<xref ref-type="bibr" rid="ref90">90</xref>]. Another common qualitative finding involved the intervention helping fathers better understand their role and become more confident in their parenting [<xref ref-type="bibr" rid="ref83">83</xref>,<xref ref-type="bibr" rid="ref85">85</xref>,<xref ref-type="bibr" rid="ref87">87</xref>]. A third common finding was the normalization of stress and fathers’ feelings of social connectedness in the intervention [<xref ref-type="bibr" rid="ref83">83</xref>,<xref ref-type="bibr" rid="ref84">84</xref>,<xref ref-type="bibr" rid="ref90">90</xref>].</p>
        <p>Of the studies that included a qualitative component (including the mixed methods studies), 55% (6/11) identified feedback from participants on their digital interventions. Participants generally reported having a positive experience with the digital interventions [<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref92">92</xref>]. A total of 33% (2/6) of the articles similarly mentioned the importance of usability on mobile devices [<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref92">92</xref>]. There was some discrepancy between the studies in terms of content. Participants in 17% (1/6) of the studies suggested simplifying the content included in the intervention [<xref ref-type="bibr" rid="ref69">69</xref>], whereas participants in other studies reported wanting more specific solutions to specific problems [<xref ref-type="bibr" rid="ref92">92</xref>] and suggested the inclusion of an additional tutorial [<xref ref-type="bibr" rid="ref39">39</xref>]. Specific challenges with the digital interventions were also highlighted, such as the text being too small, wanting to personalize avatars, and content loading slowly, and a recommendation was made to make the intervention available during the prenatal period [<xref ref-type="bibr" rid="ref39">39</xref>,<xref ref-type="bibr" rid="ref92">92</xref>]. Finally, perceived barriers to father involvement included a lack of time and available resources [<xref ref-type="bibr" rid="ref80">80</xref>,<xref ref-type="bibr" rid="ref92">92</xref>]. Participants from 1 (17%) of these 6 studies suggested that making the intervention available during the prenatal period would provide fathers with more time compared with during the postpartum period [<xref ref-type="bibr" rid="ref92">92</xref>].</p>
        <p>In terms of MMAT quality ratings, the qualitative studies were of high quality, with 83% (5/6) of the articles meeting all criteria and 17% (1/6) that did not have an interpretation sufficiently substantiated by the data. For the mixed methods studies, 60% (3/5) did appear to have mixed methods designs but did not include an adequate rationale for using a mixed methods design to answer their research questions. No mixed methods studies included in this review met all the individual criteria for the quantitative and qualitative components involved in their methodology, which future mixed methods studies should consider in their study designs. These ratings suggest that we can have a high level of confidence in the findings of the qualitative studies. However, there is less confidence in the findings of the mixed methods studies.</p>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>To our knowledge, this is the first systematic review to describe studies on digital interventions (including any modalities) for fathers during the perinatal period. During the search, 39 articles were included that described 29 different interventions either under development or being tested across 13 different countries. There was a variety of digital components included in these interventions, classified into 7 distinct categories: web-based programs and websites, mobile apps, SMS text messages, digital videos, email, social media, and videoconferencing. On the basis of the MMAT appraisal, the articles included in this review demonstrated a range of quality levels (20%-100%), with a moderate quality level overall.</p>
        <p>The interventions targeted a wide range of outcomes, including broader parenting outcomes (eg, self-efficacy, satisfaction, parent-child interaction, and infant knowledge) and father well-being as well as more specific outcomes related to breastfeeding and smoking cessation. However, most studies (21/39, 54%) focused on evaluating the feasibility, acceptability, and usability of the digital intervention or components of the intervention being developed. The emphasis on evaluating feasibility, acceptability, and usability highlights the growing interest in research on digital interventions for fathers of infants but also indicates the need for more rigorous research designs (ie, RCTs and high-quality mixed methods research designs) to determine if such interventions can result in improved health-related outcomes. With regard to feasibility and acceptability outcomes, of the 21 articles that examined them, just over half (12/21, 57%) provided basic descriptive results with no clear criteria for determining adequate feasibility or acceptability. To help address the lack of standardization in the evaluation of digital health interventions [<xref ref-type="bibr" rid="ref115">115</xref>], future research on this topic should consider the use of well-established and validated measures such as the System Usability Scale [<xref ref-type="bibr" rid="ref116">116</xref>]. The System Usability Scale is a 10-item questionnaire that can be used across various digital modalities, allowing for comparisons across interventions.</p>
        <p>In studies that used an RCT design to evaluate the effect of the intervention on fathers’ knowledge, attitudes, behaviors, or health outcomes, the intervention topic did not appear to be related to whether the intervention was effective. Similarly, being an exclusively digital intervention or incorporating human interaction did not appear to be related to intervention effectiveness. There was also no clear trend in terms of which digital components were included in effective interventions, although it is notable that 75% (3/4) of the interventions that included SMS text messaging had a measurable impact on an outcome, whereas only 33% (1/3) of the interventions that included a web-based video had an effect. However, it is important to note that these results may not be generalizable because of the relatively small number of articles that could be compared.</p>
        <p>The research team was surprised to discover that, despite being a common concern of new parents, there were no digital interventions that primarily targeted fathers’ sleep quality and quantity as study outcomes. This is consistent with a recent review highlighting that the role of fathers and other caretakers in infant sleep has been largely neglected [<xref ref-type="bibr" rid="ref117">117</xref>]. This is problematic as sleep and mental health are challenges that have been expressed by new and expecting fathers and issues that have been identified as a patient-prioritized research gap from conception to the age of 24 months [<xref ref-type="bibr" rid="ref118">118</xref>]. Fathers have identified wanting information related to managing sleep improvements [<xref ref-type="bibr" rid="ref46">46</xref>]. Among the included studies, only 3% (1/29) of the interventions examined secondary father sleep outcomes [<xref ref-type="bibr" rid="ref97">97</xref>], although there were no significant effects of this intervention on sleep outcomes. The only other studies that examined sleep focused on infant sleep outcomes, and they were also sparse. A total of 3% (1/29) of the interventions included a module on sleep and explored parenting self-efficacy items related to infant sleep; however, this was also nonsignificant [<xref ref-type="bibr" rid="ref88">88</xref>]. Furthermore, an article that described intervention development examined levels of father self-efficacy related to infant sleep [<xref ref-type="bibr" rid="ref73">73</xref>], and a protocol paper included safe sleep as a proposed secondary outcome [<xref ref-type="bibr" rid="ref71">71</xref>]. Moreover, only 5% (2/39) of the studies primarily examined paternal mental health outcomes [<xref ref-type="bibr" rid="ref97">97</xref>,<xref ref-type="bibr" rid="ref98">98</xref>], one of which found significant intervention effects on mental health outcomes (parental anxiety and depression) [<xref ref-type="bibr" rid="ref98">98</xref>]. In total, 5% to 15% of fathers in the perinatal period experience depression or anxiety, and perinatal illness contributes to adverse child and family outcomes, making paternal mental health an important target of intervention [<xref ref-type="bibr" rid="ref119">119</xref>]. Additional development of digital interventions for fathers focused on mental health, which should include sleep as an important component of mental health, appears to be an underdeveloped area of research.</p>
        <p>Few studies included in this review (11/39, 28%) measured or were planning to measure behavior change outcomes among fathers (ie, adjustments in behaviors, such as the implementation of parenting strategies, rather than a reported change in knowledge or attitudes). Although feasibility and fathers’ beliefs and knowledge about infant care are important, they may not necessarily lead to observable behavior change and parenting strategies, which are important for conferring secondary benefits for children and families [<xref ref-type="bibr" rid="ref120">120</xref>,<xref ref-type="bibr" rid="ref121">121</xref>]. For instance, Lavin Venegas et al [<xref ref-type="bibr" rid="ref81">81</xref>] found that, although individuals in an intervention group designed to teach parents effective pain management strategies to use with their infants undergoing painful procedures reported intentions to use or advocate for the use of pain management strategies, there were no significant group differences in the actual use of pain management strategies. Therefore, future research should test interventions that target modifiable behavioral factors.</p>
        <p>In contrast to the current state of the digital intervention literature for mothers in the perinatal period, digital intervention research for fathers lags behind, particularly with a lack of evidence regarding their effectiveness. For mothers, a systematic review suggested the effectiveness of digital tools in maternal health education, with a steady increase in studies in this area, particularly during the prenatal period, in the last decade [<xref ref-type="bibr" rid="ref41">41</xref>]. Digital interventions have been shown to be effective in improving postpartum depression [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref43">43</xref>], treating insomnia during pregnancy [<xref ref-type="bibr" rid="ref45">45</xref>], and preventing alcohol consumption [<xref ref-type="bibr" rid="ref44">44</xref>]. There are mixed findings regarding their effectiveness for other mental health outcomes (eg, anxiety); psychosocial outcomes, including perceived stress, coping, and self-efficacy [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref122">122</xref>,<xref ref-type="bibr" rid="ref123">123</xref>]; and physical health outcomes [<xref ref-type="bibr" rid="ref124">124</xref>]. However, past reviews and meta-analyses suggest promising evidence, including cost-effectiveness [<xref ref-type="bibr" rid="ref125">125</xref>], for the use of digital interventions for mothers during the perinatal period [<xref ref-type="bibr" rid="ref123">123</xref>]. The focus of the literature on maternal-focused digital interventions seems to be on efficacy testing and implementation, whereas digital interventions for fathers appear to still be in their infancy, with more work being focused on intervention development and the feasibility and acceptability of these novel interventions. Given the effectiveness of digital interventions for mothers, pursuing this work with fathers is likely a worthwhile and promising avenue.</p>
        <p>There may be continued challenges related to father recruitment and engagement in digital intervention research during the perinatal period. Only 26% (10/39) of the included studies (3/10, 30% of which tested the SMS4Dads intervention) [<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>,<xref ref-type="bibr" rid="ref83">83</xref>] specifically recruited fathers, whereas the other studies recruited only couples or both. It is possible that traditional gender roles, such as fathers providing economically for their families and the stereotype that fathers are less involved in interactions with children compared with mothers, contribute to the relative absence of fathers in parenting research and the challenges with father recruitment and engagement [<xref ref-type="bibr" rid="ref126">126</xref>].</p>
        <p>Although there was limited qualitative research included in this review, the limited qualitative findings align with the quantitative results by suggesting that fathers are generally supportive of eHealth interventions and that they find such interventions to show promise in building parenting confidence and knowledge and promoting support toward partners. Qualitative findings also support the need to adapt digital interventions to accommodate father-specific needs and barriers. Suggestions from qualitative studies include mobile compatibility of web-based programs and making programs available during the prenatal period, when fathers may have more time compared with during the postpartum period.</p>
        <p>Given the unique needs of fathers and their reported barriers to traditional health services [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref18">18</xref>-<xref ref-type="bibr" rid="ref20">20</xref>], along with the potential for digital interventions to overcome these barriers, the development of digital interventions could be conducted specifically with fathers in mind. For instance, research can incorporate the use of patient advisory boards to ensure that the needs of patients are being met in a comprehensive way [<xref ref-type="bibr" rid="ref127">127</xref>]. Past research has found couple-based interventions to be advantageous for parents as they can promote partner support of father involvement [<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref128">128</xref>]. Although many of the current interventions are aligned with this as they target partners, future research could explore whether the effectiveness of interventions on fathers differs as a function of whether they are delivered solely to fathers or both partners simultaneously, specifically in a digital context.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>This review is limited by the lack of data available in the existing literature on the assessment of how digital interventions may be differentially beneficial to various groups (eg, racial minority groups and those of low socioeconomic status). This is problematic as parents who are ethnically diverse and in lower socioeconomic groups tend to experience higher levels of parenting stress and conflict [<xref ref-type="bibr" rid="ref129">129</xref>]. Furthermore, no studies described interventions for fathers in same-sex relationships or for gender-diverse individuals (with the exception of the study by Abbass-Dick et al [<xref ref-type="bibr" rid="ref92">92</xref>]), which should be explored in future research and reviews. Additional research is needed to ensure that digital interventions are inclusive of all fathers and diverse family configurations.</p>
      </sec>
      <sec>
        <title>Future Directions</title>
        <p>There appears to be a growing interest in the feasibility and acceptability of digital interventions for fathers of infants. Interventions for fathers have also been and are being developed to improve broad parenting abilities (eg, coparenting and parenting self-efficacy) and address specific topics (eg, smoking cessation and infant feeding). However, there is a need for more efficacy trial testing and also for interventions that target outcomes such as sleep and fathers’ mental health. Future research should also aim to improve the recruitment and engagement of fathers in perinatal studies as studies specifically examining fathers in parenting research were sparse and studies focusing primarily on mothers do not capture the full parenting picture. Furthermore, future studies should ensure that interventions are developed and tested in representative and generalizable samples. Interventions should aim to target father-identified priorities through direct partnerships with diverse patient populations [<xref ref-type="bibr" rid="ref130">130</xref>].</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>Leveraging digital technologies to develop and deliver interventions could help address barriers to traditional health care services that are specific to fathers. However, there seem to be mixed findings regarding the feasibility, acceptability, and efficacy of the existing digital interventions and the interventions under development. Future research on digital intervention development and testing is needed, and strategies to reach more fathers should be explored. Researchers may consider incorporating patient advisory boards to ensure that interventions address the specific needs of new and expecting fathers.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>Search strategy tables.</p>
        <media xlink:href="jmir_v25i1e43219_app1.docx" xlink:title="DOCX File , 26 KB"/>
      </supplementary-material>
      <supplementary-material id="app2">
        <label>Multimedia Appendix 2</label>
        <p>Intervention descriptions organized by date of publication.</p>
        <media xlink:href="jmir_v25i1e43219_app2.docx" xlink:title="DOCX File , 29 KB"/>
      </supplementary-material>
      <supplementary-material id="app3">
        <label>Multimedia Appendix 3</label>
        <p>Mixed Methods Appraisal Tool quality assessment.</p>
        <media xlink:href="jmir_v25i1e43219_app3.docx" xlink:title="DOCX File , 23 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">MMAT</term>
          <def>
            <p>Mixed Methods Appraisal Tool</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">PRISMA</term>
          <def>
            <p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">RCT</term>
          <def>
            <p>randomized controlled trial</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>Funding for this P3 Cohort project was provided by the Calgary Health Foundation. The P3 Cohort is supported by the Alberta Children’s Hospital Foundation and the Calgary Health Foundation.</p>
    </ack>
    <notes>
      <sec>
        <title>Data Availability</title>
        <p>The data sets generated and analyzed during this study are available from the corresponding author upon reasonable request. This review was not registered, and a protocol was not published. Template data collection forms and the data that were extracted from the included studies and used in the analyses are available upon reasonable request from the corresponding author.</p>
      </sec>
    </notes>
    <fn-group>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
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