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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">v22i5e17361</article-id>
      <article-id pub-id-type="pmid">32469315</article-id>
      <article-id pub-id-type="doi">10.2196/17361</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>Effectiveness of Internet-Based Electronic Technology Interventions on Breastfeeding Outcomes: Systematic Review</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Eysenbach</surname>
            <given-names>Gunther</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Khajouei</surname>
            <given-names>Reza</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Reis</surname>
            <given-names>Catarina</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Bensley</surname>
            <given-names>Robert</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Almohanna</surname>
            <given-names>Alaa Ali</given-names>
          </name>
          <degrees>MSc</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>School of Computing and Information Technology</institution>
            <institution>University of Wollongong</institution>
            <addr-line>Northfields Ave</addr-line>
            <addr-line>Wollongong, 2522</addr-line>
            <country>Australia</country>
            <phone>61 402592326</phone>
            <email>aaa933@uowmail.edu.au</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-9815-2840</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Win</surname>
            <given-names>Khin Than</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-7810-6388</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Meedya</surname>
            <given-names>Shahla</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-4022-3324</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>School of Computing and Information Technology</institution>
        <institution>University of Wollongong</institution>
        <addr-line>Wollongong</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>School of Nursing</institution>
        <institution>University of Wollongong</institution>
        <addr-line>Wollongong</addr-line>
        <country>Australia</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Alaa Ali Almohanna <email>aaa933@uowmail.edu.au</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <month>5</month>
        <year>2020</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>29</day>
        <month>5</month>
        <year>2020</year>
      </pub-date>
      <volume>22</volume>
      <issue>5</issue>
      <elocation-id>e17361</elocation-id>
      <history>
        <date date-type="received">
          <day>9</day>
          <month>12</month>
          <year>2019</year>
        </date>
        <date date-type="rev-request">
          <day>13</day>
          <month>1</month>
          <year>2020</year>
        </date>
        <date date-type="rev-recd">
          <day>5</day>
          <month>4</month>
          <year>2020</year>
        </date>
        <date date-type="accepted">
          <day>27</day>
          <month>4</month>
          <year>2020</year>
        </date>
      </history>
      <copyright-statement>©Alaa Ali Almohanna, Khin Than Win, Shahla Meedya. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 29.05.2020.</copyright-statement>
      <copyright-year>2020</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="http://www.jmir.org/2020/5/e17361/" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Supporting women to initiate and continue breastfeeding is a global challenge. A range of breastfeeding interventions employing electronic technologies (e-technologies) are being developed, which offer different delivery modes and features over the internet; however, the impact of internet-based e-technologies on breastfeeding outcomes remains unclear.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>This study aimed to identify the characteristics of current internet-based breastfeeding interventions employing e-technologies and investigate the effects of internet-based e-technologies on breastfeeding outcomes.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>A systematic search was conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines in the following databases: Scopus, Web of Science, the Cochrane Database of Systematic Reviews, ScienceDirect, Google Scholar, the Association for Computing Machinery, SpringerLink, and Institute of Electrical and Electronics Engineers Xplore.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>This systematic review included 16 studies published between 2007 and 2018, with 4018 women in 8 countries. The characteristics of the interventions were grouped based on (1) mode of delivery (web-based, mobile phone apps, and computer kiosk), (2) purpose of the interventions (education and support), and (3) key strategies (monitoring and breastfeeding tracking, personalization, online discussion forum, web-based consultation, and breastfeeding station locators). Combining educational activities with web-based personalized support through discussion forums appeared to be the most effective way to improve breastfeeding outcomes and long-term exclusive breastfeeding rates. Monitoring and breastfeeding trackers appeared to be the least effective ways.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>This study demonstrated a variety of internet-based e-technologies that professionals can use to promote, educate, and support breastfeeding women. Future internet-based breastfeeding interventions employing e-technologies might consider improving interaction with mothers and personalizing the content of the proposed interventions.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>breastfeeding</kwd>
        <kwd>mobile app</kwd>
        <kwd>mobile phone</kwd>
        <kwd>mHealth</kwd>
        <kwd>internet</kwd>
        <kwd>computers</kwd>
        <kwd>systematic review</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>Breastfeeding provides survival, growth, and health benefits for infants and promotes positive maternal health outcomes [<xref ref-type="bibr" rid="ref1">1</xref>]. The United Nations Children’s Fund and the World Health Organization (WHO) refer to breastfeeding as a cornerstone for child survival, nourishment, and growth and maternal health [<xref ref-type="bibr" rid="ref2">2</xref>]. However, only 38% of infants aged under 6 months are exclusively breastfed worldwide, which is lower than the 2025 target of 50% [<xref ref-type="bibr" rid="ref3">3</xref>]. In Australia, 96% of women initiate breastfeeding after birth, but the feeding practices significantly declined to only 15% to 25% at 6 months postnatally [<xref ref-type="bibr" rid="ref4">4</xref>].</p>
      <p>Early breastfeeding cessation has attracted the attention of clinicians, health care providers, and governments to develop and assess new initiatives. The main interventions to promote and support breastfeeding include home visit counseling [<xref ref-type="bibr" rid="ref5">5</xref>], peer counseling [<xref ref-type="bibr" rid="ref6">6</xref>], peer support groups [<xref ref-type="bibr" rid="ref7">7</xref>], and in-hospital educational intervention [<xref ref-type="bibr" rid="ref8">8</xref>]. Breastfeeding education with support that starts from early pregnancy and continues to the late postnatal period was demonstrably one of the most effective interventions in long-term breastfeeding behavior [<xref ref-type="bibr" rid="ref9">9</xref>]. However, providing traditional face-to-face education and support may require trained professionals [<xref ref-type="bibr" rid="ref10">10</xref>], and it may not be easy for women and their families to attend educational sessions at an inconvenient time or place [<xref ref-type="bibr" rid="ref11">11</xref>]. Hence, it has been argued that such traditional forms of support and education may not be beneficial or useful for younger generations [<xref ref-type="bibr" rid="ref12">12</xref>]. Therefore, information and communications technology (ICT) may be suitable in transforming traditional education and support into a free and widely accessible mode of delivery [<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref13">13</xref>].</p>
      <p>ICTs are defined as digital technology tools and resources used to capture, handle, store, and exchange information via electronic communication [<xref ref-type="bibr" rid="ref14">14</xref>]. The WHO indicated that ICT improves access to information, which will lead to an improvement in health care services around the world [<xref ref-type="bibr" rid="ref15">15</xref>]. A study on mobile phone apps used by low-income participants in a public health nutrition program for Women, Infants, and Children in the United States revealed the need for improving and expanding technology in their program [<xref ref-type="bibr" rid="ref3">3</xref>]. An international board–certified lactation consultant, Heinig [<xref ref-type="bibr" rid="ref12">12</xref>], proposed that using the internet to deliver breastfeeding interventions is a way forward to promote breastfeeding. From April 2019, almost 4.4 billion people were actively using the internet [<xref ref-type="bibr" rid="ref16">16</xref>]. Electronic technologies (e-technologies) are regarded as a revolutionary advance for providing health care services. The varied applications of e-technologies demonstrate improved operational efficiency and optimized time and productivity for both patients and health care professionals [<xref ref-type="bibr" rid="ref10">10</xref>]. E-technologies such as web-based technologies, mobile apps, and computer kiosks use a broader range of ICTs to extend beyond the traditional health care facilities and provide support to geographically distant populations [<xref ref-type="bibr" rid="ref17">17</xref>-<xref ref-type="bibr" rid="ref19">19</xref>]. Evidence demonstrates that e-technologies can also deliver personalized web-based interventions that generate a longer-lasting health behavior change [<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref21">21</xref>], such as in breastfeeding. Studies have shown a noticeable interest in more web-based options with personalized information, providing support to women on breastfeeding decisions [<xref ref-type="bibr" rid="ref22">22</xref>-<xref ref-type="bibr" rid="ref24">24</xref>]. Providing internet-based customizable support to mothers seeking information and help during their breastfeeding experience through e-technologies has the potential to impact any breastfeeding outcomes positively [<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref26">26</xref>].</p>
      <p>Many systematic reviews have assessed the efficacy of interventions employing e-technologies on maternity care and pregnancy outcomes [<xref ref-type="bibr" rid="ref27">27</xref>-<xref ref-type="bibr" rid="ref31">31</xref>]. However, only a few systematic reviews have reported on the effect of interventions employing e-technologies on breastfeeding outcomes. For instance, in a systematic review with 3 electronic interventional studies, using electronic-based interventions had a moderate effect on breastfeeding compared with provider-based interventions (OR 2.2, 95% CI 1.9-2.7; d=0.5 versus OR 1.1, 95% CI 1.0-1.2; d=0.0) [<xref ref-type="bibr" rid="ref32">32</xref>]. Similarly, Giglia and Binns [<xref ref-type="bibr" rid="ref33">33</xref>] reviewed references published between 2000 and May 2013 to assess the effect of using the internet on breastfeeding outcomes. The study found that among 1379 studies, only 1 study was eligible for inclusion and demonstrated a positive effect of using the internet on breastfeeding outcomes. The findings of another study on the efficacy of e-technologies in improving breastfeeding outcomes [<xref ref-type="bibr" rid="ref34">34</xref>] suggested that interventions employing e-technologies are potentially valuable for improving breastfeeding knowledge, initiation, and duration of exclusive breastfeeding. However, there is no current systematic review to identify the different types of contemporary internet-based interventions employing e-technologies and assess their impact on breastfeeding outcomes. This study aimed to identify the features of the current internet-based breastfeeding interventions employing e-technologies and investigate the effects of internet-based e-technologies on breastfeeding outcomes.</p>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Search Methodology</title>
        <p>The Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines were followed in this review [<xref ref-type="bibr" rid="ref35">35</xref>]. A PRISMA checklist and search terms are available in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>.</p>
      </sec>
      <sec>
        <title>Information Sources</title>
        <p>A total of 8 electronic databases were searched to identify potential studies: Scopus, Web of Science, the Cochrane Database of Systematic Reviews, ScienceDirect, Google Scholar, the Association for Computing Machinery, SpringerLink, and Institute of Electrical and Electronics Engineers Xplore. The registers of the following trials were also searched to identify any existing relevant trials: Cochrane Central Register of Controlled Trials, WHO International Clinical Trials Registry Platform, International Clinical Trials Registry Platform, and ClinicalTrials.gov.</p>
      </sec>
      <sec>
        <title>Types of Studies and Inclusion/Exclusion Criteria</title>
        <p>Peer-reviewed studies, including quantitative and quality research, mixed methods, descriptive studies, randomized controlled trials, and quasi-experimental design trials with or without blinding, were included in the review. The research methodology was not limited in any way. Any papers examining interventions employing e-technologies that required internet access and aimed at addressing any breastfeeding outcome were included. Considering that SMS messaging can also be used without internet access, studies that used SMS messaging have been excluded from the review. The inclusion and exclusion criteria are shown in <xref ref-type="boxed-text" rid="box1">Textboxes 1</xref> and <xref ref-type="boxed-text" rid="box2">2</xref>.</p>
        <boxed-text id="box1" position="float">
          <title>Inclusion criteria.</title>
          <list list-type="bullet">
            <list-item>
              <p>Topic</p>
              <list list-type="bullet">
                <list-item>
                  <p>Papers evaluating any internet-based breastfeeding interventions employing electronic technologies (e-technologies; web-based, computer kiosk, and mobile app)</p>
                </list-item>
                <list-item>
                  <p>Papers evaluating internet-based breastfeeding interventions employing e-technologies among women</p>
                </list-item>
                <list-item>
                  <p>Papers explaining, assessing, or reporting any internet-based breastfeeding interventions employing e-technologies with any breastfeeding outcome</p>
                </list-item>
              </list>
            </list-item>
            <list-item>
              <p>Settings</p>
              <list list-type="bullet">
                <list-item>
                  <p>No restriction</p>
                </list-item>
              </list>
            </list-item>
            <list-item>
              <p>Type of publications</p>
              <list list-type="bullet">
                <list-item>
                  <p>Papers published in peer-reviewed journals or peer-reviewed papers from an international academic conference or conference proceeding.</p>
                </list-item>
              </list>
            </list-item>
            <list-item>
              <p>Language</p>
              <list list-type="bullet">
                <list-item>
                  <p>English</p>
                </list-item>
              </list>
            </list-item>
            <list-item>
              <p>Publication date</p>
              <list list-type="bullet">
                <list-item>
                  <p>No restriction</p>
                </list-item>
              </list>
            </list-item>
          </list>
        </boxed-text>
        <boxed-text id="box2" position="float">
          <title>Exclusion criteria.</title>
          <list list-type="bullet">
            <list-item>
              <p>Topic</p>
              <list list-type="bullet">
                <list-item>
                  <p>Papers evaluating other breastfeeding interventions employing electronic technologies (e-technologies; eg, phone call, text messaging, and video or phone call)</p>
                </list-item>
                <list-item>
                  <p>Papers evaluating any internet-based breastfeeding interventions employing e- technologies targeted only at other relevant parties (eg, fathers, clinicians, providers, and health care worker or services)</p>
                </list-item>
                <list-item>
                  <p>Papers do not report on any breastfeeding outcome but focus on general maternal and child health</p>
                </list-item>
              </list>
            </list-item>
            <list-item>
              <p>Settings</p>
              <list list-type="bullet">
                <list-item>
                  <p>No restriction</p>
                </list-item>
              </list>
            </list-item>
            <list-item>
              <p>Type of publications</p>
              <list list-type="bullet">
                <list-item>
                  <p>Oral presentations, commentaries, policy briefs, and papers that described an app without evaluating its implementation and study protocol.</p>
                </list-item>
              </list>
            </list-item>
            <list-item>
              <p>Language</p>
              <list list-type="bullet">
                <list-item>
                  <p>Not English</p>
                </list-item>
              </list>
            </list-item>
            <list-item>
              <p>Publication date</p>
              <list list-type="bullet">
                <list-item>
                  <p>No restriction</p>
                </list-item>
              </list>
            </list-item>
          </list>
        </boxed-text>
      </sec>
      <sec>
        <title>Types of Participants</title>
        <p>Participants were healthy pregnant or postnatal women, either primiparous or multiparous, who intended to breastfeed. In addition, studies targeting both parents as study participants were also included if the intervention targeting women was described separately. Women of all ages, ethnicity, occupation, and any socioeconomic status were included.</p>
      </sec>
      <sec>
        <title>Search Strategy</title>
        <p>The search was conducted on November 2018, whereas the screening stages occurred between January and March 2019. The following main key terms were used in the search strategy: nursing, breast-feed, “breast-feeding,” “breast feeding,” “breast milk” and lactation; and computers, telehealth, computer-mediated and mobile application. A detailed example of the search strategy tailored for Scopus is outlined in <xref ref-type="boxed-text" rid="box3">Textbox 3</xref>. This search strategy was adapted for each of the other databases (<xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>).</p>
        <boxed-text id="box3" position="float">
          <title>Search strategy for the Scopus database.</title>
          <p>(TITLE-ABS-KEY(Technology OR computer* OR web OR internet OR mobile* OR smartphone OR SMS OR video OR messag* OR application OR intervention OR promotion OR support OR cellphone OR ios OR android OR Cell* OR telephone OR text )) AND (TITLE-ABS-KEY(“Mobile health” OR mhealth OR m-health OR e-health OR ehealth OR telemedicine OR Telehealth OR Telelactation OR Health Information Technology OR behavio*)) AND (TITLE-ABS-KEY(Breastfeed* OR Breast-feed OR “Breast feed” OR lacta* OR “nursing mother*” OR mother* OR maternal health OR maternal care OR pregnan* OR antenatal OR post* OR newborn* OR infant* OR child* OR baby OR Exclusive Breast Feeding OR Exclusive Breastfeeding))</p>
        </boxed-text>
      </sec>
      <sec>
        <title>Data Extraction</title>
        <p>The retrieved studies for the search were transferred to Elsevier’s Mendeley Desktop Reference Manager by the first author (AA) to download papers and remove duplicates. The first author screened all titles and abstracts of the papers, and the full texts were reviewed to identify eligible studies. Then, 3 authors (AA, SM, and KW) discussed the suitability of the eligible studies for the final review. Studies that investigated maternal depression, HIV/Hepatitis C virus, smoking, diabetes, alcohol, overweight/obesity, fertility, prematurity, or cesarean section were excluded from the review. A table of the excluded studies with reported reasons is included in <xref ref-type="supplementary-material" rid="app5">Multimedia Appendix 5</xref>. A diagram of the systematic review and data extraction is presented in <xref rid="figure1" ref-type="fig">Figure 1</xref>.</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>Flow Diagram of the systematic review - data extraction (BF, BSES). BF: breastfeeding; BHFI: baby friendly hospital initiative.</p>
          </caption>
          <graphic xlink:href="jmir_v22i5e17361_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Data Analysis</title>
        <p>A self-adaptive narrative synthesis approach with thematic analysis [<xref ref-type="bibr" rid="ref36">36</xref>] was used to categorize the purpose of internet-based interventions employing e-technologies and the strategies that were used in those interventions. Meta-analysis could not be processed because of the substantial heterogeneity existing among the studies. However, breastfeeding outcomes are presented in a narrative form.</p>
      </sec>
      <sec>
        <title>Search Outcome and Quality Appraisal</title>
        <p>The search identified 5201 papers. After excluding duplicates, 2599 papers were screened for eligibility and 615 remained (<xref rid="figure1" ref-type="fig">Figure 1</xref>). After examination of the full texts, 17 studies fully met the inclusion criteria. The quality of the studies was appraised by 2 researchers (AA and SM), using the mixed methods appraisal tool [<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref38">38</xref>]. After the quality appraisal, 1 study was excluded [<xref ref-type="bibr" rid="ref39">39</xref>], and a total of 16 studies remained (<xref rid="figure1" ref-type="fig">Figure 1</xref>). Any disagreement on quality checks was resolved through discussion between the 3 authors (AA, SM, and KW). Tables showing the quality appraisal process are presented as additional files in <xref ref-type="supplementary-material" rid="app4">Multimedia Appendix 4</xref>.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Description of Studies</title>
        <p>The included studies involved 4018 participants from 8 different countries: the United States (n=5), Australia (n=3), Finland (n=3), Taiwan (n=1), Canada (n=1), Thailand (n=1), the Philippines (n=1), and Ireland (n=1). The interventions in the included studies were delivered to women prenatally or postnatally, and all reported one or more breastfeeding outcomes (<xref ref-type="table" rid="table1">Table 1</xref>). Only 3 studies reported using a theoretical framework to inform the design of the intervention: the sustained breastfeeding framework based on predicting and changing behavior theory [<xref ref-type="bibr" rid="ref40">40</xref>], Bandura’s [<xref ref-type="bibr" rid="ref41">41</xref>] social cognitive theory [<xref ref-type="bibr" rid="ref42">42</xref>], and Bandura’s [<xref ref-type="bibr" rid="ref43">43</xref>] self-efficacy theory [<xref ref-type="bibr" rid="ref44">44</xref>]. The description of the included studies is provided in <xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref>.</p>
      </sec>
      <sec>
        <title>Characteristics of Internet-Based Electronic Technology Interventions</title>
        <p>Characteristics of the internet-based e-technology interventions in the 16 included studies were categorized by the mode of e-technology delivery, purpose of the intervention, and key strategies that were used in those interventions.</p>
        <sec>
          <title>Mode of Electronic Technology Delivery</title>
          <p>Electronic technology in the included studies involved a range of delivery approaches such as web-based interventions [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref46">46</xref>-<xref ref-type="bibr" rid="ref54">54</xref>], mobile apps [<xref ref-type="bibr" rid="ref55">55</xref>-<xref ref-type="bibr" rid="ref57">57</xref>], and computer kiosk [<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref45">45</xref>] (<xref ref-type="table" rid="table2">Table 2</xref>).</p>
        </sec>
        <sec>
          <title>Purpose and Key Strategies Used in the Interventions</title>
          <p>The purpose and key strategies used in the studies were coded using a thematic analysis. Overall, 2 main categories emerged based on the purpose of the interventions: breastfeeding education and breastfeeding support. On the basis of key strategies that were used in the interventions, 6 categories were identified: (1) monitoring and breastfeeding tracking, (2) personalization, (3) online discussion forum, (4) web-based consultation, and (5) breastfeeding station locator (<xref ref-type="table" rid="table3">Table 3</xref>).</p>
        </sec>
      </sec>
      <sec>
        <title>Breastfeeding Outcome Measures</title>
        <p>Breastfeeding intention, knowledge, exclusivity, and duration were the most reported outcome measures in the studies (<xref ref-type="table" rid="table4">Table 4</xref>).</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Characteristics of included studies.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="90"/>
            <col width="170"/>
            <col width="100"/>
            <col width="90"/>
            <col width="90"/>
            <col width="160"/>
            <col width="100"/>
            <col width="200"/>
            <thead>
              <tr valign="top">
                <td>Study reference</td>
                <td>Setting, study country</td>
                <td>Study design</td>
                <td>Participants</td>
                <td>Duration</td>
                <td>Breastfeeding outcome measure</td>
                <td>Theoretical framework</td>
                <td>Assessment tool</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Joshi et al, 2016 [<xref ref-type="bibr" rid="ref40">40</xref>]</td>
                <td>The Regional West Medical Centre in Scottsbluff, United States</td>
                <td>Quasi-experimental study</td>
                <td>46 women</td>
                <td>Antenatal to 6 months postnatal</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding knowledge</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding self-efficacy</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding intention</p>
                    </list-item>
                  </list>
                </td>
                <td>Predicting and changing behavior theory</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding knowledge questionnaire</p>
                    </list-item>
                    <list-item>
                      <p> BSES-SF<sup>a</sup> questionnaire</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding attrition prediction tool questionnaire</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Zhang et al, 2014 [<xref ref-type="bibr" rid="ref45">45</xref>]</td>
                <td>Melrose-Wakefield Hospital in Massachusetts, United States</td>
                <td>RCT<sup>b</sup></td>
                <td>15 women</td>
                <td>Antenatal to 6 months postnatal</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding knowledge</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding intention</p>
                    </list-item>
                  </list>
                </td>
                <td>NR<sup>c</sup></td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Questionnaire</p>
                    </list-item>
                    <list-item>
                      <p>BSES-SF</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Ahmed et al, 2012 [<xref ref-type="bibr" rid="ref46">46</xref>]</td>
                <td>Two Midwestern hospitals, United States</td>
                <td>Mixed methods</td>
                <td>26 women</td>
                <td>Postnatal to 30 days</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding support</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding education</p>
                    </list-item>
                  </list>
                </td>
                <td>NR</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding diary</p>
                    </list-item>
                    <list-item>
                      <p>System usability scale</p>
                    </list-item>
                    <list-item>
                      <p>Perception survey</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Ahmed et al, 2016 [<xref ref-type="bibr" rid="ref42">42</xref>]</td>
                <td>3 hospitals in the Midwestern, United States</td>
                <td>RCT</td>
                <td>141 women</td>
                <td>Postnatal to 3 months</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Exclusive breastfeeding</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding duration</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding intensity</p>
                    </list-item>
                  </list>
                </td>
                <td>Social cognitive theory</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Paper-based forums</p>
                    </list-item>
                    <list-item>
                      <p>Surveys (online follow-up forums)</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Alberdi et al, 2018 [<xref ref-type="bibr" rid="ref47">47</xref>]</td>
                <td>The National Maternity Hospital (Dublin, urban) and Wexford General Hospital (Wexford, rural), Ireland</td>
                <td>Feasibility study</td>
                <td>100 women</td>
                <td>Antenatal to 3 months postnatal</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding duration</p>
                    </list-item>
                  </list>
                </td>
                <td>NR</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Web-based questionnaires</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Geoghegan-Morphet et al, 2014 [<xref ref-type="bibr" rid="ref48">48</xref>]</td>
                <td>Hospital, Canada</td>
                <td>Qualitative study</td>
                <td>200 women</td>
                <td>Postnatal to 6 months</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding education</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding outcomes</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding support</p>
                    </list-item>
                  </list>
                </td>
                <td>NR</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Surveys</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Giglia et al, 2015 [<xref ref-type="bibr" rid="ref49">49</xref>]</td>
                <td>Hospitals from 4 regional areas, Australia</td>
                <td>Longitudinal cohort study</td>
                <td>414 women</td>
                <td>Postnatal to 12 months</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding support</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding initiation</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding duration</p>
                    </list-item>
                    <list-item>
                      <p>Exclusive breastfeeding</p>
                    </list-item>
                  </list>
                </td>
                <td>NR</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Modified tool based on Perth infant feeding study mark II</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Grassley et al, 2017 [<xref ref-type="bibr" rid="ref50">50</xref>]</td>
                <td>Website, United States</td>
                <td>Cohort study (1 group pre + post)</td>
                <td>41 women</td>
                <td>Antenatal to 1 month postnatal</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding self-efficacy</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding intention</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding education</p>
                    </list-item>
                  </list>
                </td>
                <td>NR</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Questionnaire (pretest and posttest)</p>
                    </list-item>
                    <list-item>
                      <p>BSES-SF</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Hannula et al, 2014 [<xref ref-type="bibr" rid="ref51">51</xref>]</td>
                <td>3 public maternity hospitals in the Helsinki Metropolitan area, Finland</td>
                <td>Quasi-experimental study</td>
                <td>705 women</td>
                <td>Antenatal to first week postnatal</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Exclusive breastfeeding</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding attitude</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding confidence</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding coping</p>
                    </list-item>
                  </list>
                </td>
                <td>NR</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Iowa infant feeding attitude scale</p>
                    </list-item>
                    <list-item>
                      <p>BSES-SF</p>
                    </list-item>
                    <list-item>
                      <p>LATCH<sup>d</sup> assessment tool</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Huang et al, 2007 [<xref ref-type="bibr" rid="ref52">52</xref>]</td>
                <td>Hospital in Taipei, Taiwan</td>
                <td>Quasi-experimental study</td>
                <td>120 women</td>
                <td>Antenatal to 6 weeks postnatal</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding duration</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding knowledge</p>
                    </list-item>
                  </list>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding attitude</p>
                    </list-item>
                  </list>
                </td>
                <td>NR</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Questionnaire</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Newby et al, 2015 [<xref ref-type="bibr" rid="ref53">53</xref>]</td>
                <td>Feeding Queensland Babies, Australia</td>
                <td>Prospective cohort study</td>
                <td>488 women</td>
                <td>Antenatal to 12 months postnatal</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding support</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding education</p>
                    </list-item>
                  </list>
                </td>
                <td>NR</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Web-based questionnaires</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Salonen et al, 2008 [<xref ref-type="bibr" rid="ref44">44</xref>]</td>
                <td>Two public university hospitals, Finland </td>
                <td>Quasi-experimental study</td>
                <td>863 women</td>
                <td>Antenatal to hospital discharge</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Exclusive breastfeeding</p>
                    </list-item>
                  </list>
                </td>
                <td>Self-efficacy theory</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Questionnaire</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Salonen et al, 2014 [<xref ref-type="bibr" rid="ref54">54</xref>]</td>
                <td>Hospital, Finland</td>
                <td>Quasi-experimental study</td>
                <td>760 women</td>
                <td>Antenatal to 12 months postnatal</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Exclusive breastfeeding</p>
                    </list-item>
                  </list>
                  <break/>
                </td>
                <td>NR</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Structured questionnaire</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Dela Cruz et al, 2017 [<xref ref-type="bibr" rid="ref55">55</xref>]</td>
                <td>The Philippine Human Milk Bank, Philippines</td>
                <td>Qualitative study</td>
                <td>32 women</td>
                <td>NR</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding support</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding education</p>
                    </list-item>
                  </list>
                </td>
                <td>NR</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Web-based questionnaires</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Wang et al, 2018 [<xref ref-type="bibr" rid="ref56">56</xref>]</td>
                <td>Website, Thailand</td>
                <td>Mixed method</td>
                <td>21 women</td>
                <td>Postnatal to 4 weeks</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding support</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding education</p>
                    </list-item>
                  </list>
                </td>
                <td>NR</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Surveys</p>
                    </list-item>
                    <list-item>
                      <p>Structured interview</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Wheaton et al, 2018 [<xref ref-type="bibr" rid="ref57">57</xref>]</td>
                <td>4 local hospitals at Southwest Victoria, Australia</td>
                <td>Prospective cohort study</td>
                <td>46 women</td>
                <td>Postnatal to 6 months</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Breastfeeding duration</p>
                    </list-item>
                    <list-item>
                      <p>Breastfeeding confidence</p>
                    </list-item>
                  </list>
                </td>
                <td>NR</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Web-based questionnaires</p>
                    </list-item>
                  </list>
                </td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table1fn1">
              <p><sup>a</sup>BSES-SF: breastfeeding self-efficacy scale—short form.</p>
            </fn>
            <fn id="table1fn2">
              <p><sup>b</sup>RCT: randomized controlled trial.</p>
            </fn>
            <fn id="table1fn3">
              <p><sup>c</sup>NR: not reported.</p>
            </fn>
            <fn id="table1fn4">
              <p><sup>d</sup>LATCH: breastfeeding charting system and documentation tool.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <table-wrap position="float" id="table2">
          <label>Table 2</label>
          <caption>
            <p>Description of internet-based electronic technology interventions.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="150"/>
            <col width="140"/>
            <col width="400"/>
            <col width="310"/>
            <thead>
              <tr valign="top">
                <td>Study reference</td>
                <td>Type of technology intervention</td>
                <td>Purpose/objectives</td>
                <td>Providers</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Joshi et al, 2016 [<xref ref-type="bibr" rid="ref40">40</xref>]</td>
                <td>Computer kiosk</td>
                <td>To provide breastfeeding knowledge and enhance self-efficacy through an interactive computer kiosk and a bilingual breastfeeding educational program</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Nurses</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Zhang et al, 2014 [<xref ref-type="bibr" rid="ref45">45</xref>]</td>
                <td>Computer kiosk</td>
                <td>To promote breastfeeding through a virtual lactation consultant on a computer kiosk</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>University staff</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Ahmed et al, 2012 [<xref ref-type="bibr" rid="ref46">46</xref>]</td>
                <td>Website</td>
                <td>To provide breastfeeding education and support through an interactive web-based breastfeeding monitoring system (LACTOR)</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Trained research team</p>
                    </list-item>
                    <list-item>
                      <p>Lactation consultants</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Ahmed et al, 2016 [<xref ref-type="bibr" rid="ref42">42</xref>]</td>
                <td>Website</td>
                <td>To increase breastfeeding duration, exclusivity, and intensity through a web-based interactive breastfeeding</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Research scientist and a lactation consultant</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Alberdi et al, 2018 [<xref ref-type="bibr" rid="ref47">47</xref>]</td>
                <td>Website</td>
                <td>To assess breastfeeding initiation and duration using a web-based breastfeeding support</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Lactation specialists</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Geoghegan-Morphet et al, 2014 [<xref ref-type="bibr" rid="ref48">48</xref>]</td>
                <td>Website</td>
                <td>To provide breastfeeding education with integrated peer and professional support through a web-based breastfeeding support clinic</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Academic Medical Organization of Southwestern Ontario study team</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Giglia et al, 2015 [<xref ref-type="bibr" rid="ref49">49</xref>]</td>
                <td>Website</td>
                <td>To provide breastfeeding support using a website</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Midwives and/or research staff</p>
                    </list-item>
                    <list-item>
                      <p>Nurses</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Grassley et al, 2017 [<xref ref-type="bibr" rid="ref50">50</xref>]</td>
                <td>Website</td>
                <td>To provide breastfeeding education, assess breastfeeding intention, and promote breastfeeding self-efficacy using a web-based game-based learning platform</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Researchers’ university</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Hannula et al, 2014 [<xref ref-type="bibr" rid="ref51">51</xref>]</td>
                <td>Website</td>
                <td>To provide an intensified support for breastfeeding using a web-based service</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Midwives</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Huang et al, 2007 [<xref ref-type="bibr" rid="ref52">52</xref>]</td>
                <td>Website</td>
                <td>To provide breastfeeding education, increase breastfeeding knowledge, and enhance breastfeeding skills using a web-based breastfeeding education program</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Midwives</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Newby et al, 2015 [<xref ref-type="bibr" rid="ref53">53</xref>]</td>
                <td>Websites</td>
                <td>To provide breastfeeding and education and support using web-based breastfeeding support and evaluate internet sources of infant feeding information</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>The researcher</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Salonen et al, 2008 [<xref ref-type="bibr" rid="ref44">44</xref>]</td>
                <td>Website</td>
                <td>To support breastfeeding, parenting, and infant care through a web-based information website</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Nurses</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Salonen et al, 2014 [<xref ref-type="bibr" rid="ref54">54</xref>]</td>
                <td>Website</td>
                <td>To support breastfeeding, parenting, and infant care through a web-based information website</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Nurses</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Dela Cruz et al, 2017 [<xref ref-type="bibr" rid="ref55">55</xref>]</td>
                <td>Mobile app</td>
                <td>To provide breastfeeding education and support using a mobile app</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>The researchers</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Wang et al, 2018 [<xref ref-type="bibr" rid="ref56">56</xref>]</td>
                <td>Mobile app</td>
                <td>To provide breastfeeding education and support through a mobile phone app</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>The researchers</p>
                    </list-item>
                  </list>
                </td>
              </tr>
              <tr valign="top">
                <td>Wheaton et al, 2018 [<xref ref-type="bibr" rid="ref57">57</xref>]</td>
                <td>Mobile app</td>
                <td>To evaluate breastfeeding duration compared with the general population and describe infant feeding outcomes</td>
                <td>
                  <list list-type="bullet">
                    <list-item>
                      <p>Nurses and/or midwives</p>
                    </list-item>
                  </list>
                </td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <table-wrap position="float" id="table3">
          <label>Table 3</label>
          <caption>
            <p>Classification of the internet-based electronic technologies based on the purpose of the interventions and the key strategies.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="80"/>
            <col width="60"/>
            <col width="50"/>
            <col width="0"/>
            <col width="60"/>
            <col width="60"/>
            <col width="60"/>
            <col width="50"/>
            <col width="50"/>
            <col width="70"/>
            <col width="60"/>
            <col width="60"/>
            <col width="50"/>
            <col width="50"/>
            <col width="50"/>
            <col width="0"/>
            <col width="50"/>
            <col width="50"/>
            <col width="60"/>
            <thead>
              <tr valign="top">
                <td rowspan="2" colspan="2">Purpose and key strategies</td>
                <td colspan="3">Computer kiosk</td>
                <td colspan="12">Website</td>
                <td colspan="3">Mobile app</td>
              </tr>
              <tr valign="top">
                <td>Joshi et al, 2016[<xref ref-type="bibr" rid="ref40">40</xref>]</td>
                <td>Zhang et al, 2014 [<xref ref-type="bibr" rid="ref45">45</xref>]</td>
                <td colspan="2">Ahmed et al, 2016 [<xref ref-type="bibr" rid="ref42">42</xref>]</td>
                <td>Huang et al, 2007 [<xref ref-type="bibr" rid="ref52">52</xref>]</td>
                <td>Hannula et al, 2014 [<xref ref-type="bibr" rid="ref51">51</xref>]</td>
                <td>Salonen et al, 2008 [<xref ref-type="bibr" rid="ref44">44</xref>]</td>
                <td>Salonen et al, 2014 [<xref ref-type="bibr" rid="ref54">54</xref>]</td>
                <td>Geoghegan-Morphet et al, 2014 [<xref ref-type="bibr" rid="ref48">48</xref>]</td>
                <td>Grassley et al, 2017 [<xref ref-type="bibr" rid="ref50">50</xref>]</td>
                <td>Ahmed et al, 2012 [<xref ref-type="bibr" rid="ref46">46</xref>]</td>
                <td>Giglia et al, 2015 [49</td>
                <td>Alberdi et al, 2018 [<xref ref-type="bibr" rid="ref47">47</xref>]</td>
                <td>Newby et al, 2015 [<xref ref-type="bibr" rid="ref53">53</xref>]</td>
                <td colspan="2">Wang et al, 2018 [<xref ref-type="bibr" rid="ref56">56</xref>]</td>
                <td>Dela Cruz et al, 2017 [<xref ref-type="bibr" rid="ref55">55</xref>]</td>
                <td>Wheaton et al, 2018 [<xref ref-type="bibr" rid="ref57">57</xref>]</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="20">
                  <bold>Purpose</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Education</td>
                <td>&#10003;<sup>a</sup></td>
                <td>&#10003;</td>
                <td colspan="2">&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td colspan="2">N/A<sup>b</sup></td>
                <td>&#10003;</td>
                <td>&#10003;</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Support</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td colspan="2">&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td colspan="2">&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
              </tr>
              <tr valign="top">
                <td colspan="20">
                  <bold>Key strategies</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Monitoring and breastfeeding tracking</td>
                <td>N/A</td>
                <td>&#10003;</td>
                <td colspan="2">&#10003;</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>&#10003;</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td colspan="2">&#10003;</td>
                <td>N/A</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Personalization</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td colspan="2">&#10003;</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>&#10003;</td>
                <td>N/A</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>N/A</td>
                <td>N/A</td>
                <td colspan="2">&#10003;</td>
                <td>&#x02713;</td>
                <td>&#x02713;</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Online discussion forums</td>
                <td>N/A</td>
                <td>N/A</td>
                <td colspan="2">N/A</td>
                <td>&#10003;</td>
                <td>N/A</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td colspan="2">N/A</td>
                <td>N/A</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Web-based consultant</td>
                <td>N/A</td>
                <td>N/A</td>
                <td colspan="2">&#10003;</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>&#10003;</td>
                <td>N/A</td>
                <td>&#10003;</td>
                <td>&#10003;</td>
                <td>N/A</td>
                <td>N/A</td>
                <td colspan="2">N/A</td>
                <td>N/A</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Breastfeeding stations locator</td>
                <td>N/A</td>
                <td>N/A</td>
                <td colspan="2">N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td>N/A</td>
                <td colspan="2">&#10003;</td>
                <td>&#10003;</td>
                <td>N/A</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table3fn1">
              <p><sup>a</sup><bold>&#10003;</bold>: applicable.</p>
            </fn>
            <fn id="table3fn2">
              <p><sup>b</sup>N/A: not applicable.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <table-wrap position="float" id="table4">
          <label>Table 4</label>
          <caption>
            <p>Reported breastfeeding outcomes based on the types of internet interventions employing electronic technologies.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="280"/>
            <col width="220"/>
            <col width="200"/>
            <col width="140"/>
            <col width="160"/>
            <thead>
              <tr valign="top">
                <td>Outcome measure<sup>a</sup></td>
                <td>Total (N=16), n (%)</td>
                <td>Computer kiosk, n</td>
                <td>Website, n</td>
                <td>Mobile app, n</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Breastfeeding initiation</td>
                <td>1 (6)</td>
                <td>N/A<sup>b</sup></td>
                <td>1</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td>Exclusive breastfeeding</td>
                <td>5 (31)</td>
                <td>N/A</td>
                <td>5</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td>Breastfeeding duration</td>
                <td>5 (31)</td>
                <td>N/A</td>
                <td>4</td>
                <td>1</td>
              </tr>
              <tr valign="top">
                <td>Breastfeeding intention</td>
                <td>3 (19)</td>
                <td>2</td>
                <td>1</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td>Breastfeeding knowledge</td>
                <td>3 (19)</td>
                <td>2</td>
                <td>1</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td>Breastfeeding attitude</td>
                <td>1 (6)</td>
                <td>N/A</td>
                <td>1</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td>Breastfeeding confidence</td>
                <td>2 (13)</td>
                <td>N/A</td>
                <td>1</td>
                <td>1</td>
              </tr>
              <tr valign="top">
                <td>Breastfeeding self-efficacy</td>
                <td>1 (6)</td>
                <td>1</td>
                <td>N/A</td>
                <td>N/A</td>
              </tr>
              <tr valign="top">
                <td>Breastfeeding intensity</td>
                <td>1 (6)</td>
                <td>N/A</td>
                <td>1</td>
                <td>N/A</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table4fn1">
              <p><sup>a</sup>Studies with multiple outcomes were counted repeatedly in each electronic technology category.</p>
            </fn>
            <fn id="table4fn2">
              <p><sup>b</sup>N/A: not assessed.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>Breastfeeding Outcomes With Web-Based Interventions</title>
        <p>Of 11 web-based breastfeeding interventions that had a combination of education and support focus, 8 demonstrated improvements in breastfeeding outcomes [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref47">47</xref>-<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref54">54</xref>].</p>
        <p>For instance, Huang et al [<xref ref-type="bibr" rid="ref52">52</xref>] evaluated breastfeeding knowledge in a quasi-experimental study (n=120) where there was a significant difference in breastfeeding knowledge level between the intervention and control groups in the posttest results (<italic>P</italic>&#60;.001), with no differences in the pretest knowledge level. In addition, the exclusive breastfeeding rates were statistically higher at 3 to 5 days and at 2, 4, and 6 weeks in the intervention group (n=60) compared with the control group (n=60; 48.3%, 45%, 31.7%, and 26.7% versus 38.3%, 20%, 20%, and 20%, respectively) [<xref ref-type="bibr" rid="ref52">52</xref>].</p>
        <p>Exclusive breastfeeding during hospital stay has been shown to improve with web-based interventions [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref54">54</xref>]. Hannula et al [<xref ref-type="bibr" rid="ref51">51</xref>] evaluated the effect of a web-based breastfeeding educational support system on exclusive breastfeeding rates in 705 women in Finland. The intervention group (n=431) had access to a website that offered articles, pictures, videos, and an educational game. During hospital stay, the intervention group breastfed exclusively more often than the control group (71% versus 58%; <italic>P</italic>&#60;.001) and likewise on discharge (76% versus 66%; <italic>P</italic>=.01). In addition, 2 other quasi-experimental studies conducted in Finland with a convenience sample of 1300 [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref54">54</xref>] also indicated higher exclusive breastfeeding rates in a group of women who used web-based interventions compared with the control group during their stay in the hospital. Salonen et al [<xref ref-type="bibr" rid="ref44">44</xref>] reported that exclusive breastfeeding was more common in the intervention group (51.0% versus 27.4%; <italic>P</italic>&#60;.001) and similar findings were also reported by Salonen et al [<xref ref-type="bibr" rid="ref54">54</xref>] (50.1% versus 30.4%; <italic>P</italic>&#60;.001).</p>
        <p>Providing web-based breastfeeding intervention with an interactive and asynchronous online discussion board was found useful in motivating intervention mothers to continue breastfeeding for longer periods of time [<xref ref-type="bibr" rid="ref49">49</xref>]. For instance, in a longitudinal cohort study among regional Western Australian women, using online support and discussion forums was associated with higher exclusive breastfeeding rates at 6 months among women who lived in remote areas (n=10; 5.9% versus 0.6%; <italic>P</italic>=.01) [<xref ref-type="bibr" rid="ref49">49</xref>].</p>
        <p>Access to a website with information on breastfeeding has also been offered to 127 women in a recent study in Ireland along with sending emails up to 6 months postpartum and providing access to a breastfeeding helpline and support group [<xref ref-type="bibr" rid="ref47">47</xref>]. The study demonstrated a positive impact on breastfeeding duration, as participants from both urban and rural areas acknowledged an increase in breastfeeding duration because of participation in the study, 42.2% and 86.7%, respectively. However, urban women (42% at 6 weeks and 53.3% at 3 months) reported no impact on the length of time they breastfed from participation in the study, compared with rural women (26.7% at 6 weeks and 13.3% at 3 months). This study found that providing additional support postnatally, including exclusive access to the educational website, was more preferred by women in rural areas compared with those in urban areas, with 46.7% and 22%, respectively [<xref ref-type="bibr" rid="ref47">47</xref>].</p>
        <p>Geoghegan-Morphet et al [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref58">58</xref>] designed a web-based breastfeeding support clinic called the Maternal Virtual Infant Nutrition Support clinic to offer evidence-based breastfeeding education combined with peer and professional support. The resource had 4 aspects: (1) text, graphics, and video breastfeeding educational resources; (2) an interactive discussion forum for participants, which is supervised and facilitated by an international board–certified lactation consultant; (3) data collection capacity; and (4) a web-based infant journal for text and photo entries. The study found that 60.8% of mothers were exclusively breastfeeding at 6 months postpartum in the intervention group compared with 28.2% of mothers, similar to statistics from the Canadian 2010-2013 data for Ontario mothers [<xref ref-type="bibr" rid="ref58">58</xref>].</p>
        <p>A US-based pilot study [<xref ref-type="bibr" rid="ref50">50</xref>] designed the <italic>HealthyMoms</italic> intervention aimed to educate women about breastfeeding using a game-based learning platform (3D Gamelab) on the web. A total of 3 quests on the 3D Gamelab platform were completed by the study participants and focused on three main topics: deciding about breastfeeding, feeding your baby, and getting support. Each one of the quests focused on a specific breastfeeding topic using web-based education activities, such as watching a video, reading a short introduction, or adding posts and responses to the information. Breastfeeding self-efficacy was measured with the 14-item breastfeeding self-efficacy scale—short form (BSES-SF), and breastfeeding intention was assessed using a 1-item measure with 4 categories (eg, <italic>just breastfeed/no formula</italic>, <italic>just formula/no breastfeeding</italic>, <italic>both</italic>, or <italic>unsure</italic>). The majority of mothers (68%) reported a high intention for exclusive breastfeeding; however, a one-way analysis of variance test found no significant differences among the groups in mean BSES-SF scores before (<italic>P</italic>=.26) or after (<italic>P</italic>=.68) the intervention [<xref ref-type="bibr" rid="ref50">50</xref>].</p>
        <p>Furthermore, 2 studies evaluated the impact of web-based breastfeeding monitoring systems among breastfeeding mothers [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref46">46</xref>]. Of the systems, one [<xref ref-type="bibr" rid="ref42">42</xref>] found no significant differences in breastfeeding outcomes between the women in the intervention group (n=49) and the control group (n=57) upon discharge (<italic>P</italic>=.71). However, the women in the intervention group had better exclusive breastfeeding rates (63%, 63%, and 55%, respectively) at 1, 2, and 3 months, respectively, compared with the control group (40%, 19%, and 19%, respectively). Participants (n=26) in a study by Ahmed and Ouzzani [<xref ref-type="bibr" rid="ref46">46</xref>] also received postdischarge breastfeeding support through web-based breastfeeding monitoring systems and reported that the system helped them to minimize breastfeeding problems [<xref ref-type="bibr" rid="ref46">46</xref>].</p>
      </sec>
      <sec>
        <title>The Key Strategies Used in the Web-Based Interventions</title>
        <sec>
          <title>Monitoring and Breastfeeding Tracking in the Web-Based Interventions</title>
          <p>Only 2 studies [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref46">46</xref>] provided web-based breastfeeding diary interventions and used data monitoring strategies to promote breastfeeding.</p>
          <p>Providing a web-based breastfeeding diary [<xref ref-type="bibr" rid="ref42">42</xref>] designed to record breastfeeding data for 30 days had a significant effect on breastfeeding intensity between the intervention and control groups at 3 months (<italic>P</italic>=.002). Ahmed and Ouzzani [<xref ref-type="bibr" rid="ref46">46</xref>] evaluated the impact of a web-based breastfeeding monitoring system (LACTOR) designed to record breastfeeding and infant output data for 30 days. The system has 2 modules: (1) the mothers’ portal, where mothers can record their daily breastfeeding data and get notifications; and (2) the lactation consultant’s portal. The study found that more than 77% of the mothers reported infant feedings ≥8 times per day and reported that the system provided motivation to continue breastfeeding. Although 70% of mothers stated that breastfeeding data entry was not time-consuming, they reported that monitoring did not substitute face-to-face consultation with a lactation consultant.</p>
        </sec>
        <sec>
          <title>Personalization in the Web-Based Interventions</title>
          <p>Delivering personalized support was cited in four studies [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref49">49</xref>]. In all, two web-based breastfeeding monitoring systems [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref46">46</xref>], asked participating mothers to enter their breastfeeding data daily where both systems are capable of generating an automatic feedback sent via notifications with tailored interventions depending on the entered breastfeeding problem. These systems are capable of detecting patterns from responses of mothers and recognizing different breastfeeding problems. The system also provided motivation for mothers in the intervention group by sending a positive notification when a mother breastfed 8 to 10 times per day [<xref ref-type="bibr" rid="ref42">42</xref>]. A website breastfeeding intervention in Australia enabled the intervention group (n=207) to post on discussion forums, start a new email conversation with others, and use a webcam to contact lactation consultants and receive a tailored response [<xref ref-type="bibr" rid="ref49">49</xref>]. A more personalized intervention was proposed in a study by Geoghegan-Morphet et al [<xref ref-type="bibr" rid="ref48">48</xref>], where a lactation consultant offered live help sessions through the web-based clinic and real-time response; however, these help sessions were not utilized by any of the participating women.</p>
        </sec>
        <sec>
          <title>Online Discussion Forums in the Web-Based Interventions</title>
          <p>Providing a web-based breastfeeding intervention with an interactive and asynchronous online discussion board was found to be effective in increasing rates of exclusive breastfeeding [<xref ref-type="bibr" rid="ref52">52</xref>] and useful in motivating mothers in the intervention group to continue breastfeeding for longer [<xref ref-type="bibr" rid="ref49">49</xref>]. Discussion forums were also used by mothers to contact a registered nurse/midwife to ask questions and receive credible information [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref54">54</xref>]. However, no relationship was discovered between accessing online chatrooms/discussion forums for breastfeeding support and providing breast milk for infants [<xref ref-type="bibr" rid="ref53">53</xref>]. Remarkably, the breastfeeding helpline in an Irish cohort [<xref ref-type="bibr" rid="ref47">47</xref>] was accessed by 30.6% of urban women and only 12.5% of rural women.</p>
          <p>The web-based breastfeeding support clinic developed in a study in Canada [<xref ref-type="bibr" rid="ref48">48</xref>] improved access to specialized professional breastfeeding support and offered communication and engagement through discussion forums. The intervention group received full access with peer and professional support in the discussion forum, and the control group received full access except for the interactive discussion forum [<xref ref-type="bibr" rid="ref48">48</xref>].</p>
        </sec>
        <sec>
          <title>Web-Based Lactation Consultant in the Web-Based Interventions</title>
          <p>In an internet-based intervention study by Giglia et al [<xref ref-type="bibr" rid="ref49">49</xref>], which was effective in long-term breastfeeding outcomes, women in the intervention group were provided with access to a certified lactation consultant through web-based posts or using a webcam with any of their concerns or questions regarding breastfeeding. Although women in this study reported several breastfeeding issues at each time point, none of them contacted a lactation consultant through webcam services.</p>
          <p>Similarly, a web-based breastfeeding support clinic [<xref ref-type="bibr" rid="ref48">48</xref>] offered support and educational resources to mothers facilitated by a lactation consultant where they could monitor, facilitate, and encourage discussions on the discussion forum. They could also post information and resources, set questions for additional details, answer questions, and offer suggestions. However, the post topics from the intervention group tended to be on more subjective (eg, lifestyle based) rather than technical topics (eg, breastfeeding problems) [<xref ref-type="bibr" rid="ref48">48</xref>]. In 2 studies [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref46">46</xref>], the breastfeeding data of mothers were continuously monitored on the web by lactation consultants. Early detection and resolution of breastfeeding problems by lactation consultants presented improvements to breastfeeding continuation.</p>
        </sec>
      </sec>
      <sec>
        <title>Breastfeeding Outcomes With Using Mobile Apps</title>
        <p>A total of 3 studies reported on the usability of mobile apps without examining the effectiveness of the app on breastfeeding outcomes [<xref ref-type="bibr" rid="ref55">55</xref>-<xref ref-type="bibr" rid="ref57">57</xref>]. One Australian study evaluated the usability of a smartphone breastfeeding app, <italic>Breastfeeding Solutions</italic>, among rural Australian breastfeeding women [<xref ref-type="bibr" rid="ref57">57</xref>]. The app was an interactive guide to resolve breastfeeding problems, provide functions for searching for problem solutions, and deliver timely information for mothers. The results of the study demonstrated its usability by a longer duration of breastfeeding compared with general statistics from southwest Victoria [<xref ref-type="bibr" rid="ref57">57</xref>].</p>
        <p>A total of 2 other studies with small sample sizes evaluated the usability and usefulness of the mobile phone apps <italic>MoomMae</italic> [<xref ref-type="bibr" rid="ref56">56</xref>] <italic>and Milktrack</italic> [<xref ref-type="bibr" rid="ref55">55</xref>] designed to provide support to breastfeeding women. The <italic>MoomMae</italic> [<xref ref-type="bibr" rid="ref56">56</xref>] intervention aims to support mothers in feeling more comfortable breastfeeding in public and efficiently track their feeding and pumping logs.</p>
      </sec>
      <sec>
        <title>Key Strategies Used in Mobile Device Apps</title>
        <sec>
          <title>Monitoring and Breastfeeding Tracking in Mobile Apps</title>
          <p>Only one breastfeeding mobile app intervention [<xref ref-type="bibr" rid="ref56">56</xref>] offered breastfeeding tracking features to enter pumping/feeding data and save the history of all feeding records.</p>
        </sec>
        <sec>
          <title>Personalization in Mobile Apps</title>
          <p>Participants enrolled in 3 studies [<xref ref-type="bibr" rid="ref55">55</xref>-<xref ref-type="bibr" rid="ref57">57</xref>] received a personalized breastfeeding intervention through mobile apps. The interventions were designed to enhance the breastfeeding experience by providing feeding and pumping volume control [<xref ref-type="bibr" rid="ref56">56</xref>], offering a platform to donate human milk [<xref ref-type="bibr" rid="ref55">55</xref>], and providing an interactive guide to solving the breastfeeding problems of mothers [<xref ref-type="bibr" rid="ref57">57</xref>].</p>
        </sec>
        <sec>
          <title>Breastfeeding Station Locator in Mobile Apps</title>
          <p>In all, 2 studies in Thailand [<xref ref-type="bibr" rid="ref56">56</xref>] and the Philippines [<xref ref-type="bibr" rid="ref55">55</xref>] developed mobile apps with breastfeeding station locators with an embedded strategy that can locate nearby places accessible for breastfeeding using the user’s GPS location. In both studies, women perceived that locating places for breastfeeding through the app was easier, but the <italic>feeding room</italic> feature still had some negative feedback because of the limited number of feeding rooms exhibited in the app [<xref ref-type="bibr" rid="ref56">56</xref>]. </p>
        </sec>
      </sec>
      <sec>
        <title>Breastfeeding Outcomes Using a Computer Kiosk</title>
        <p>A total of 2 studies used computer kiosk interventions [<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref45">45</xref>]. The main purpose of using computer kiosks was to provide breastfeeding education and support by incorporating several educational modules such as basics of breastfeeding, benefits of breastfeeding, and coping with breastfeeding [<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref45">45</xref>]. A pilot evaluation study [<xref ref-type="bibr" rid="ref45">45</xref>] showed significantly greater breastfeeding knowledge in the intervention group (n=7) after they interacted with the prenatal module (<italic>P</italic>&#60;.05) in comparison with the control group (n=8). This study showed significantly greater intention to exclusively breastfeed after women interacted with the prenatal module (<italic>P</italic>&#60;.05) and improvement in breastfeeding confidence compared with the control group [<xref ref-type="bibr" rid="ref45">45</xref>]. Similarly, Joshi et al [<xref ref-type="bibr" rid="ref40">40</xref>] reported a significant improvement in breastfeeding knowledge scores (<italic>P</italic>=.03) only at week 6 of the follow-up between the control (mean 23.2, SD 3.7) and intervention (mean 25.3, SD 2.6) groups. However, no significant differences were perceived in the average change in knowledge scores between the control and intervention groups at any other follow-up time points. This study also reported a gradual increase in the breastfeeding self-efficacy scores until week 6, followed by a decrease in self-efficacy scores at 3 months (<italic>P=</italic>.46) and 6 months (<italic>P</italic>=.54). Moreover, the intervention group reported significantly higher intention to breastfeed (<italic>P</italic>=.049), and the results indicated a significant improvement in breastfeeding intention scores over a 6-month period with all study participants (<italic>P</italic>&#60;.05).</p>
      </sec>
      <sec>
        <title>Key Strategies Used in Computer Kiosks</title>
        <sec>
          <title>Monitoring and Breastfeeding Tracking With Computer Kiosks</title>
          <p>Only the computer kiosks in the Zhang et al [<xref ref-type="bibr" rid="ref45">45</xref>] study had a longitudinal breastfeeding tracking feature, which enabled the system to examine breastfeeding records and monitor breastfeeding practices to ensure optimal infant growth.</p>
        </sec>
        <sec>
          <title>Personalization With Computer Kiosk</title>
          <p>Zhang et al [<xref ref-type="bibr" rid="ref45">45</xref>] developed a virtual lactation consultant on a computer kiosk to interact with women in the intervention group. The intervention included motivational interviewing techniques to motivate and social cognitive techniques to reinforce positive behaviors. The intervention enabled adaptive interaction, where the interactive component was modifiable based on a mother’s own progress and her previous interactions with the kiosk. Joshi et al [<xref ref-type="bibr" rid="ref40">40</xref>] designed an interactive kiosk to present breastfeeding information and messages adjustable depending on the psychosocial elements, including self-efficacy, influence of attitude, expectancies, personal norms, and social effect.</p>
        </sec>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>This study presents a review of internet-based breastfeeding interventions employing e-technologies; investigates their purpose, mode of delivery, and key strategies; and systematically describes their effectiveness on breastfeeding outcomes. The main purpose of the reviewed studies focused on education and support in 3 modes of delivery: web-based interventions, mobile apps, and computer kiosks. Among the 5 key strategies, personalization and web-based discussion were the most common strategies used in the interventions. This review provides evidence that internet-based interventions employing e-technologies that provide a combination of early interactive antenatal breastfeeding education with postnatal web-based discussion support can improve breastfeeding outcomes in hospital stay [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref54">54</xref>] and exclusive breastfeeding rates up to 6 months [<xref ref-type="bibr" rid="ref49">49</xref>]. These results are supported by similar face-to-face interventional studies where there is a combination of antenatal education and postnatal support [<xref ref-type="bibr" rid="ref59">59</xref>-<xref ref-type="bibr" rid="ref61">61</xref>].</p>
        <p>Interventions with personalized feedback and tailored information to mothers through their support systems were found to be motivational and led to positive breastfeeding outcomes. These effective strategies point toward a need for informed, highly interactive, and tailored-designed breastfeeding interventions employing e-technologies. Consistent with other effective clinical interventions, conducting multimodal, multiphased, and interactive interventions are successful in breastfeeding practices [<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref63">63</xref>]. Web-based support could be offered informally, such as peer communication through online discussion forums, or formally, such as web-based lactation consultation. The interactivity, connectivity, and two-way communication provided between mothers and lactation consultants in breastfeeding interventions may expand the opportunities for educating and engaging mothers and thus improve breastfeeding outcomes. Providing access to timely and qualified lactation consultants in similar interventions has been found to be particularly attractive to mothers experiencing some breastfeeding complications [<xref ref-type="bibr" rid="ref64">64</xref>]. In a Cochrane review of support interventions, the findings demonstrated that women who receive any form of support are less likely to stop exclusive breastfeeding before 5 months postpartum [<xref ref-type="bibr" rid="ref65">65</xref>].</p>
        <p>In this review, interventions that provided monitoring and breastfeeding tracking appeared to be least effective in improving breastfeeding outcomes, which could be because of a lack of meaningful educational and supportive interactions for different breastfeeding challenges. It is important to note that women in the included studies had higher prenatal breastfeeding intention rates, which could be a confounding factor in the effectiveness of the interventions [<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref50">50</xref>]. Breastfeeding women are very likely to seek out extensive evidence-based information on breastfeeding information from reliable sources. The acquired breastfeeding knowledge is presumed to have positive influences on their feeding decisions [<xref ref-type="bibr" rid="ref66">66</xref>].</p>
        <p>In terms of the mode of delivery, web-based platforms were the dominant and more effective mode of delivering breastfeeding internet-based interventions employing e-technologies. Several studies used web-based interventions, and the majority of them reported an increase in exclusive breastfeeding after the intervention and overall positive outcomes in their results [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref54">54</xref>]. This finding may be explained by the ability of web-based interventions to sustain their effects in terms of providing early education and continued support to participants during the intervention from a variety of care providers (eg, peers and lactation consultants) in a range of settings (eg, hospital and home). Another reason could be related to the reliability and credibility of the governmental web-based platforms [<xref ref-type="bibr" rid="ref67">67</xref>]. Women need to make informed decisions regarding the health and well-being of their babies. Having a trusted resource would empower women to make their own choices in breastfeeding. However, many studies have reported the lack of a regulatory system to assist end users in identifying the best available web-based e-technologies [<xref ref-type="bibr" rid="ref68">68</xref>-<xref ref-type="bibr" rid="ref70">70</xref>].</p>
        <p>Although the delivery of breastfeeding interventions through mobile apps is encouraging because of their relative simplicity and continuous availability [<xref ref-type="bibr" rid="ref71">71</xref>], the mobile apps in this review focused on supporting women to access milk banks or express their breastmilk among small groups of women. Furthermore, the studies mainly aimed at assessing the usability of the apps rather than examining their effectiveness without any theoretical framework. Although a significant absence in reporting a theoretical framework was observed in the majority of the included studies, none of the interventions with mobile apps reported using any type of behavior change theoretical framework. Using theory to inform intervention development or evaluation can play a key role in breastfeeding interventions as a strong predictor of breastfeeding behavior [<xref ref-type="bibr" rid="ref72">72</xref>].</p>
        <p>Finally, computer kiosk interventions seemed to be effective in enhancing women’s knowledge and short-term confidence level. Creating an interactive platform coupled with continuing, accessible support can aid mothers in having specific information to suit their personal needs [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref73">73</xref>]. The use of conversational computers could provide affordability and portability, as observed in other health-related interventions [<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref75">75</xref>]. However, for long-term effects, there is a need to incorporate personalized approaches and professional support into interventions to create a practical response to the personal needs of mothers. In addition, sustainability remains an issue because these types of interventions could be outdated [<xref ref-type="bibr" rid="ref76">76</xref>], and findings cannot be generalized to other settings.</p>
        <p>A lack of detailed reporting of rigorous intervention development, evaluation, and the content of the implementation intervention was also observed, which makes it difficult to determine the impact of interventions on breastfeeding outcomes [<xref ref-type="bibr" rid="ref77">77</xref>]. Future studies could design intervention implementation and evaluation guided by a theory toward a comprehensive intervention development process and for a better chance of effective breastfeeding intervention.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>This systematic review has as a key strength that it followed the PRISMA guidelines [<xref ref-type="bibr" rid="ref35">35</xref>], an established methodology for ensuring transparent reporting of systematic reviews. However, there are several limitations to this study; for example, it was difficult to generalize the findings observed from several studies because of their small sample size, different timing of studies, and lack of clarity on start and end points. The substantial heterogeneity of the intervention’s outcome measures and lack of clear definitions of breastfeeding outcomes in all the included studies added more complexity and prevented meta-analysis.</p>
        <p>Another limitation of the study is that most of the included interventions were delivered and published in developed and high-income countries with good quality health care systems [<xref ref-type="bibr" rid="ref78">78</xref>], which may not be generalizable to women in developing countries or those with diverse socioeconomic status and cultural background [<xref ref-type="bibr" rid="ref29">29</xref>]. Setting up breastfeeding intervention in regions with inadequate health care providers and resources should be prioritized to improve breastfeeding practices [<xref ref-type="bibr" rid="ref79">79</xref>]. Furthermore, the approaches of the interventions were focused on changing the behavior of individuals and lacked some key aspects related to cultural differences that may influence the breastfeeding practices of women and could impede them from achieving the desired outcome. This is particularly essential as the breastfeeding decisions women make differ according to whether their own culture is supportive of breastfeeding or not and on the cultural context in which they live. Thus, findings need further investigation regarding their transferability. Applicability needs to be considered when delivering breastfeeding interventions to women in different social milieu.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>The findings of the study demonstrate that internet-based e-technologies are transforming the access and delivery of breastfeeding interventions and that they have a considerable potential to assist breastfeeding mothers when seeking support and advice about breastfeeding. The results show that web-based interventions that provide a combination of education and ongoing support are the best models of interventions employing e-technologies to support long-term breastfeeding outcomes. In addition, the review reveals that the two dominant effective strategies are personalization, and online discussion forums form credible sources. Further studies need to explore the usability and effectiveness of interventions employing e-technologies that have theory-based systems designs that could incorporate encouragement and discussion opportunities from credible social and professional sources. The sociocultural needs of women also need to be integrated into these technologies to provide culturally tailored breastfeeding support.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses 2009 checklist.</p>
        <media xlink:href="jmir_v22i5e17361_app1.docx" xlink:title="DOCX File , 64 KB"/>
      </supplementary-material>
      <supplementary-material id="app2">
        <label>Multimedia Appendix 2</label>
        <p>Database search strategies and keywords.</p>
        <media xlink:href="jmir_v22i5e17361_app2.docx" xlink:title="DOCX File , 22 KB"/>
      </supplementary-material>
      <supplementary-material id="app3">
        <label>Multimedia Appendix 3</label>
        <p>Table of the characteristics of included experimental studies.</p>
        <media xlink:href="jmir_v22i5e17361_app3.docx" xlink:title="DOCX File , 40 KB"/>
      </supplementary-material>
      <supplementary-material id="app4">
        <label>Multimedia Appendix 4</label>
        <p>Mixed methods appraisal tool, version 2018.</p>
        <media xlink:href="jmir_v22i5e17361_app4.docx" xlink:title="DOCX File , 81 KB"/>
      </supplementary-material>
      <supplementary-material id="app5">
        <label>Multimedia Appendix 5</label>
        <p>Excluded studies.</p>
        <media xlink:href="jmir_v22i5e17361_app5.docx" xlink:title="DOCX File , 27 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">BSES-SF</term>
          <def>
            <p>breastfeeding self-efficacy scale—short form</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">e-technologies</term>
          <def>
            <p>electronic technologies</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">ICT</term>
          <def>
            <p>information and communications technology</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">PRISMA</term>
          <def>
            <p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">WHO</term>
          <def>
            <p>World Health Organization</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>PhD scholarship support from the Ministry of Education, Kingdom of Saudi Arabia, to AA is gratefully acknowledged.</p>
    </ack>
    <fn-group>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
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