<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "http://dtd.nlm.nih.gov/publishing/2.0/journalpublishing.dtd">
<article article-type="research-article" dtd-version="2.0" xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JME</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIR Med Educ</journal-id>
      <journal-title>JMIR Medical Education</journal-title>
      <issn pub-type="epub">2369-3762</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">v12i1e87980</article-id>
      <article-id pub-id-type="pmid">41711588</article-id>
      <article-id pub-id-type="doi">10.2196/87980</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Research Letter</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Research Letter</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Evaluating Microlearning for Faculty Development in Medical Education: Mixed Methods Pilot Study</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Stone</surname>
            <given-names>Alicia</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Chisholm</surname>
            <given-names>Briony Sue</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Otero</surname>
            <given-names>Sebastian</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Lammers</surname>
            <given-names>Darci L</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Cardiovascular Education</institution>
            <institution>Mayo Clinic</institution>
            <addr-line>200 1st St SW</addr-line>
            <addr-line>Rochester, MN, 55905</addr-line>
            <country>United States</country>
            <phone>1 507 284 2511</phone>
            <email>lammers.darci@mayo.edu</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-6086-1011</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Geske</surname>
            <given-names>Jeffrey B</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-1671-4262</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Linderbaum</surname>
            <given-names>Jane A</given-names>
          </name>
          <degrees>APRN, CNP</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-5611-3539</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Cullen</surname>
            <given-names>Michael W</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-1168-7798</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Cardiovascular Education</institution>
        <institution>Mayo Clinic</institution>
        <addr-line>Rochester, MN</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Cardiovascular Diseases</institution>
        <institution>Mayo Clinic</institution>
        <addr-line>Rochester, MN</addr-line>
        <country>United States</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Darci L Lammers <email>lammers.darci@mayo.edu</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>11</day>
        <month>3</month>
        <year>2026</year>
      </pub-date>
      <volume>12</volume>
      <elocation-id>e87980</elocation-id>
      <history>
        <date date-type="received">
          <day>17</day>
          <month>11</month>
          <year>2025</year>
        </date>
        <date date-type="rev-request">
          <day>15</day>
          <month>12</month>
          <year>2025</year>
        </date>
        <date date-type="rev-recd">
          <day>18</day>
          <month>2</month>
          <year>2026</year>
        </date>
        <date date-type="accepted">
          <day>19</day>
          <month>2</month>
          <year>2026</year>
        </date>
      </history>
      <copyright-statement>©Darci L Lammers, Jeffrey B Geske, Jane A Linderbaum, Michael W Cullen. Originally published in JMIR Medical Education (https://mededu.jmir.org), 11.03.2026.</copyright-statement>
      <copyright-year>2026</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 JMIR Medical Education, is properly cited. The complete bibliographic information, a link to the original publication on https://mededu.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://mededu.jmir.org/2026/1/e87980" xlink:type="simple"/>
      <abstract>
        <p>This mixed methods pilot study evaluates the feasibility and effectiveness of microlearning for faculty development in cardiovascular education. Microlearning appears feasible and well-received for faculty development, offering a scalable, flexible approach.</p>
      </abstract>
      <kwd-group>
        <kwd>faculty development</kwd>
        <kwd>medical education</kwd>
        <kwd>continuing medical education</kwd>
        <kwd>knowledge transfer</kwd>
        <kwd>behavioral change</kwd>
        <kwd>instructional design</kwd>
        <kwd>digital learning</kwd>
        <kwd>scalability</kwd>
        <kwd>sustainability</kwd>
        <kwd>cardiovascular diseases</kwd>
        <kwd>mixed methods</kwd>
        <kwd>knowledge retention</kwd>
        <kwd>asynchronous learning</kwd>
        <kwd>professional development</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>Traditional faculty development relies on time-intensive, in-person sessions, limiting participation for clinician-educators balancing clinical and administrative duties [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref2">2</xref>].</p>
      <p>Microlearning delivers brief, focused segments (≤15 min) aligned with objectives [<xref ref-type="bibr" rid="ref3">3</xref>,<xref ref-type="bibr" rid="ref4">4</xref>]. Grounded in cognitive science, it reduces cognitive load and enhances retention by presenting information in small units [<xref ref-type="bibr" rid="ref5">5</xref>]. For busy clinician-educators, microlearning offers flexible, asynchronous learning that addresses time constraints and supports targeted, on-demand modules for skill application [<xref ref-type="bibr" rid="ref3">3</xref>,<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref6">6</xref>], and it improves engagement and aligns with digital learning preferences [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref7">7</xref>].</p>
      <p>However, research has focused only on the short-term outcomes of microlearning, leaving gaps in sustained knowledge transfer and behavioral change [<xref ref-type="bibr" rid="ref3">3</xref>,<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref6">6</xref>]. Without accessible and time-efficient faculty development approaches, clinician-educators may continue to rely on informal or inconsistent training, potentially compromising the quality of educational assessments, learner outcomes, and the validity of continuing medical education (CME) activities.</p>
      <p>We selected CME multiple‑choice question (MCQ) development as our intervention topic based on an internal needs analysis indicating that faculty responsible for creating CME assessment items receive little or no structured guidance in item writing. This task was identified locally as a high‑frequency responsibility in which faculty desired more support. MCQ development serves as a practical context to evaluate microlearning for clinician‑educators.</p>
      <p>This mixed methods pilot evaluates microlearning feasibility and effectiveness in cardiovascular faculty development by assessing learning transfer, satisfaction, and 4‑month knowledge application.</p>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <p>We conducted a sequential explanatory study guided by Kirkpatrick’s framework [<xref ref-type="bibr" rid="ref8">8</xref>] to assess a microlearning module for faculty development in cardiovascular education. The Mayo Clinic Institutional Review Board reviewed the study and determined it to be exempt. Participants provided informed consent and could withdraw any time. Those completing all components received US $200 remuneration. All data were deidentified. Quantitative analysis was prioritized, with qualitative interviews used to explain and contextualize test results.</p>
      <p>Cardiology clinician‑educators responsible for CME MCQs were recruited via email. Eligibility required current responsibility for board‑style MCQ development and no formal training or related coursework within 6 months. Of the 75 identified faculty, 34 met the criteria; 8 enrolled and completed all the components.</p>
      <p>The pretest (18 items across 4 sections; total 400 points, scored in the learning management system) preceded each corresponding microlearning segment (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>). The module comprised 4 short videos, a quick‑reference guide, and an MCQ‑writing template, delivered asynchronously via the cardiology CME learning management system for 3 months. After a 15‑item satisfaction survey (<xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>), access was discontinued. An identical posttest occurred 4 months after completion to assess retention; 2 weeks later, semistructured Teams interviews explored application and perceptions (<xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref>).</p>
      <p>We compared pre/post scores using the 2‑sided Wilcoxon signed-rank test (reporting Pratt method including ties), calculated matched-pairs rank-biserial effect sizes, and summarized distributions with medians (IQRs).</p>
      <p>Survey responses were summarized descriptively and used to inform preliminary qualitative themes. We conducted a structured hybrid deductive–inductive analysis. The lead investigator completed line‑by‑line coding by using an a priori codebook derived from the interview guide, microlearning constructs, and Kirkpatrick’s model, with inductive codes added as needed. An education researcher not involved in the study independently reviewed all the coded transcripts. Discrepancies were resolved through consensus, and the codebook was refined iteratively.</p>
      <p>Quantitative and qualitative data were integrated by the lead and co-lead investigators, who jointly analyzed test scores, survey responses, and interview transcripts. Quantitative results informed qualitative coding, enabling exploration of trends and outliers. Both strands were interpreted together to provide a comprehensive understanding of the module’s impact.</p>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <p>Among the 8 completers, the median pretest score was 366.07 (IQR 338.93-389.28), and the median posttest score was 400.00 (IQR 361.96-400.00). Of the 8 paired scores, 5 improved, 2 were unchanged (ties), and 1 decreased; thus, informative pairs were n=6.</p>
      <p>A Wilcoxon signed-rank test (excluding ties) yielded W=5.0, <italic>P</italic>=.25; using the Pratt method (including ties), W=7.0, <italic>P</italic>=.18. The matched-pairs rank-biserial correlation was 0.52, indicating a moderate positive effect of the intervention.</p>
      <p>Satisfaction survey responses showed strong agreement across all dimensions, with participants endorsing the module’s relevance, clarity, and flexibility (<xref ref-type="table" rid="table1">Table 1</xref>).</p>
      <table-wrap position="float" id="table1">
        <label>Table 1</label>
        <caption>
          <p>Quantitative summary of the satisfaction survey responses (N=8).</p>
        </caption>
        <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
          <col width="570"/>
          <col width="270"/>
          <col width="160"/>
          <thead>
            <tr valign="top">
              <td>Survey item</td>
              <td>Strongly agree, n (%)</td>
              <td>Agree, n (%)</td>
            </tr>
          </thead>
          <tbody>
            <tr valign="top">
              <td>Videos were engaging</td>
              <td>6 (75)</td>
              <td>2 (25)</td>
            </tr>
            <tr valign="top">
              <td>Video length was appropriate</td>
              <td>8 (100)</td>
              <td>0 (0)</td>
            </tr>
            <tr valign="top">
              <td>Modular format was effective</td>
              <td>7 (88)</td>
              <td>1 (12)</td>
            </tr>
            <tr valign="top">
              <td>Prepared to write board-style review questions</td>
              <td>6 (75)</td>
              <td>2 (25)</td>
            </tr>
            <tr valign="top">
              <td>Quick reference guides were valuable</td>
              <td>8 (100)</td>
              <td>0 (0)</td>
            </tr>
            <tr valign="top">
              <td>Pretest helped gauge prior knowledge</td>
              <td>5 (63)</td>
              <td>3 (37)</td>
            </tr>
            <tr valign="top">
              <td>Pretest guided learning</td>
              <td>5 (63)</td>
              <td>3 (37)</td>
            </tr>
            <tr valign="top">
              <td>Posttest reinforced learning</td>
              <td>5 (63)</td>
              <td>3 (37)</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>Qualitative analysis revealed three main themes: (1) appreciation for the concise, flexible format; (2) direct application of learned principles in educational practice; and (3) high perceived value and satisfaction (<xref ref-type="table" rid="table2">Table 2</xref>). Time constraints remained a barrier to engaging in faculty development, but microlearning was widely endorsed as effective and scalable.</p>
      <table-wrap position="float" id="table2">
        <label>Table 2</label>
        <caption>
          <p>Key themes from qualitative interviews.</p>
        </caption>
        <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
          <col width="210"/>
          <col width="340"/>
          <col width="450"/>
          <thead>
            <tr valign="top">
              <td>Theme</td>
              <td>Subthemes</td>
              <td>Representative findings</td>
            </tr>
          </thead>
          <tbody>
            <tr valign="top">
              <td>Value of microlearning format</td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>Flexibility and time efficiency</p>
                  </list-item>
                  <list-item>
                    <p>Reduced cognitive load</p>
                  </list-item>
                  <list-item>
                    <p>Point-of-need learning</p>
                  </list-item>
                </list>
              </td>
              <td>Microlearning was praised for fitting into busy schedules and  <break/>  
            enabling learning in short, focused bursts</td>
            </tr>
            <tr valign="top">
              <td>Knowledge application and transfer</td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>Direct application to CME<sup>a</sup></p>
                  </list-item>
                  <list-item>
                    <p>Immediate use of quick-reference codes and template</p>
                  </list-item>
                  <list-item>
                    <p>Knowledge shared with colleagues</p>
                  </list-item>
                </list>
              </td>
              <td>Learned principles were immediately used in CME MCQ<sup>b</sup> development and shared with colleagues. Modules will serve as an  <break/>  
            ongoing reference</td>
            </tr>
            <tr valign="top">
              <td>Perceived value and  <break/>  
            satisfaction</td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>High ratings (excellent/very good)</p>
                  </list-item>
                  <list-item>
                    <p>Clear, concise, relevant content</p>
                  </list-item>
                  <list-item>
                    <p>Multimedia quality</p>
                  </list-item>
                </list>
              </td>
              <td>Participants appreciated the clarity, relevance, and production quality of the modules and resources</td>
            </tr>
            <tr valign="top">
              <td>Barriers to faculty  <break/>  
            development</td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>Time constraints</p>
                  </list-item>
                  <list-item>
                    <p>Administrative duties</p>
                  </list-item>
                  <list-item>
                    <p>Lack of protected time from clinical responsibilities</p>
                  </list-item>
                </list>
              </td>
              <td>Common barriers included competing clinical/administrative  <break/>  
            demands and lack of dedicated time for learning</td>
            </tr>
            <tr valign="top">
              <td>Suggestions for improvement</td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>Familiar platforms</p>
                  </list-item>
                  <list-item>
                    <p>Time estimates for modules</p>
                  </list-item>
                  <list-item>
                    <p>Follow-up opportunities</p>
                  </list-item>
                  <list-item>
                    <p>Resource access</p>
                  </list-item>
                </list>
              </td>
              <td>Recommendations included hosting on familiar organizational platforms, adding time estimates, and offering structured follow-up with an expert</td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot>
          <fn id="table2fn1">
            <p><sup>a</sup>CME: continuing medical education.</p>
          </fn>
          <fn id="table2fn2">
            <p><sup>b</sup>MCQ: multiple choice question.</p>
          </fn>
        </table-wrap-foot>
      </table-wrap>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <p>We demonstrated that a microlearning intervention for cardiovascular faculty development was feasible, well-received, and associated with improved knowledge scores and perceived application of skills at 4 months, aligning with the objectives to assess learning transfer, satisfaction, and sustained knowledge application.</p>
      <p>Findings align with prior evidence that microlearning enhances engagement, skill acquisition, and retention in health education [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref3">3</xref>]. The module’s brevity, relevance, and asynchronous access likely contributed to its effectiveness. The 4-month follow-up addresses a gap in prior faculty-focused studies, which often lack longer-term data [<xref ref-type="bibr" rid="ref2">2</xref>]. Microlearning can improve learning outcomes and self-efficacy, further supporting its value in CME [<xref ref-type="bibr" rid="ref9">9</xref>].</p>
      <p>By integrating quantitative data from pretests and posttests and satisfaction surveys with qualitative insights from interviews, investigators contextualized statistical findings with participant perspectives. Quantitative results informed preliminary qualitative coding, enabling exploration of trends and outliers. This approach provided a more comprehensive understanding of the module’s impact and feasibility, revealing factors and barriers not apparent from a single data type.</p>
      <p>Mixed methods revealed both measurable gains and contextual insights, including barriers such as time constraints. Participant recommendations such as hosting modules on familiar platforms and providing time estimates for each section may further improve engagement.</p>
      <p>Limitations include the single-institution setting, small sample size, exclusion of tied pairs in the primary analysis, lack of a control group, and potential response bias. The 4-month follow-up may not capture durable behavior change. Integrating quantitative and qualitative methods enhanced understanding but may introduce interpretive complexity.</p>
      <p>Overall, microlearning appears to be a scalable, flexible approach to faculty development, well-suited to clinical educators. Institutions should consider implementing microlearning modules with structured follow-up to reinforce learning. Future research should use larger, more diverse samples, include control groups, and extend follow-up to evaluate long-term behavioral and organizational outcomes.</p>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>Microlearning pretest and posttest.</p>
        <media xlink:href="mededu_v12i1e87980_app1.docx" xlink:title="DOCX File , 499 KB"/>
      </supplementary-material>
      <supplementary-material id="app2">
        <label>Multimedia Appendix 2</label>
        <p>Post course evaluation.</p>
        <media xlink:href="mededu_v12i1e87980_app2.docx" xlink:title="DOCX File , 31 KB"/>
      </supplementary-material>
      <supplementary-material id="app3">
        <label>Multimedia Appendix 3</label>
        <p>Follow-up interview guide.</p>
        <media xlink:href="mededu_v12i1e87980_app3.docx" xlink:title="DOCX File , 29 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">CME</term>
          <def>
            <p>continuing medical education</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">MCQ</term>
          <def>
            <p>multiple choice question</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>The authors would like to thank Metta A Kuehntopp, MEd, and Jeffrey C Williams for their part in the creation of the intervention used in this study. We thank Patricia K Guthrie for her valuable contributions to developing content within our learning management system. No generative artificial intelligence was used in the preparation of this manuscript.</p>
    </ack>
    <notes>
      <title>Data Availability</title>
      <p>The datasets generated and analyzed during this study are not publicly available because participant consent for data sharing was not obtained. Data may be available from the corresponding author upon reasonable request and with appropriate institutional approvals, provided such sharing complies with participant privacy and ethical guidelines.</p>
    </notes>
    <notes>
      <title>Funding</title>
      <p>This research was funded by the Mayo Clinic College of Medicine and Science Office of Applied Scholarship and Education Science Endowment for Education Research Award. The study was funded for US $12,000 for a one-year period starting January 2024.</p>
    </notes>
    <fn-group>
      <fn fn-type="con">
        <p>Conceptualization: DLL (lead), MWC (supporting)</p>
        <p>Data curation: DLL</p>
        <p>Formal analysis: DLL</p>
        <p>Funding acquisition: DLL</p>
        <p>Investigation: DLL</p>
        <p>Methodology: DLL (lead), MWC (supporting)</p>
        <p>Project administration: DLL (lead), JBG (supporting), MWC (supporting)</p>
        <p>Resources: DLL (lead), JBG (supporting)</p>
        <p>Supervision: MWC</p>
        <p>Validation: DLL</p>
        <p>Visualization: DLL (lead), MWC (supporting)</p>
        <p>Writing – original draft: DLL (lead), MWC (supporting)</p>
        <p>Writing – review &amp; editing: DLL (lead), MWC (supporting), JBG (supporting), JAL (supporting)</p>
      </fn>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
    <ref-list>
      <ref id="ref1">
        <label>1</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Dyrbye</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Bergene</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Leep</surname>
              <given-names>HA</given-names>
            </name>
            <name name-style="western">
              <surname>Billings</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>Reimagining faculty development deployment: a multipronged, pragmatic approach to improve engagement</article-title>
          <source>Acad Med</source>
          <year>2022</year>
          <month>9</month>
          <volume>97</volume>
          <issue>9</issue>
          <fpage>1322</fpage>
          <lpage>1330</lpage>
          <pub-id pub-id-type="doi">10.1097/acm.0000000000004688</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref2">
        <label>2</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Cook</surname>
              <given-names>DA</given-names>
            </name>
            <name name-style="western">
              <surname>Steinert</surname>
              <given-names>Y</given-names>
            </name>
          </person-group>
          <article-title>Online learning for faculty development: a review of the literature</article-title>
          <source>Med Teach</source>
          <year>2013</year>
          <month>11</month>
          <volume>35</volume>
          <issue>11</issue>
          <fpage>930</fpage>
          <lpage>7</lpage>
          <pub-id pub-id-type="doi">10.3109/0142159X.2013.827328</pub-id>
          <pub-id pub-id-type="medline">24006931</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref3">
        <label>3</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>De Gagne</surname>
              <given-names>JC</given-names>
            </name>
            <name name-style="western">
              <surname>Park</surname>
              <given-names>HK</given-names>
            </name>
            <name name-style="western">
              <surname>Hall</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Woodward</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Yamane</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Kim</surname>
              <given-names>SS</given-names>
            </name>
          </person-group>
          <article-title>Microlearning in health professions education: scoping review</article-title>
          <source>JMIR Med Educ</source>
          <year>2019</year>
          <month>07</month>
          <day>23</day>
          <volume>5</volume>
          <issue>2</issue>
          <fpage>e13997</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://mededu.jmir.org/2019/2/e13997/"/>
          </comment>
          <pub-id pub-id-type="doi">10.2196/13997</pub-id>
          <pub-id pub-id-type="medline">31339105</pub-id>
          <pub-id pub-id-type="pii">v5i2e13997</pub-id>
          <pub-id pub-id-type="pmcid">PMC6683654</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref4">
        <label>4</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Bowler</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Foshee</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Haggar</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>Simpson</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Schroedl</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Billings</surname>
              <given-names>H</given-names>
            </name>
          </person-group>
          <article-title>Got 15? try faculty development on the Fly: a snippets workshop for microlearning</article-title>
          <source>MedEdPORTAL</source>
          <year>2021</year>
          <month>06</month>
          <day>14</day>
          <volume>17</volume>
          <fpage>11161</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/34189261"/>
          </comment>
          <pub-id pub-id-type="doi">10.15766/mep_2374-8265.11161</pub-id>
          <pub-id pub-id-type="medline">34189261</pub-id>
          <pub-id pub-id-type="pii">11161</pub-id>
          <pub-id pub-id-type="pmcid">PMC8200375</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref5">
        <label>5</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Taylor</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Hung</surname>
              <given-names>W</given-names>
            </name>
          </person-group>
          <article-title>The effects of microlearning: a scoping review</article-title>
          <source>Education Tech Research Dev</source>
          <year>2022</year>
          <month>01</month>
          <day>26</day>
          <volume>70</volume>
          <issue>2</issue>
          <fpage>363</fpage>
          <lpage>395</lpage>
          <pub-id pub-id-type="doi">10.1007/s11423-022-10084-1</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref6">
        <label>6</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Monib</surname>
              <given-names>WK</given-names>
            </name>
            <name name-style="western">
              <surname>Qazi</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Apong</surname>
              <given-names>RA</given-names>
            </name>
          </person-group>
          <article-title>Microlearning beyond boundaries: a systematic review and a novel framework for improving learning outcomes</article-title>
          <source>Heliyon</source>
          <year>2025</year>
          <month>01</month>
          <day>30</day>
          <volume>11</volume>
          <issue>2</issue>
          <fpage>e41413</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://linkinghub.elsevier.com/retrieve/pii/S2405-8440(24)17444-0"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/j.heliyon.2024.e41413</pub-id>
          <pub-id pub-id-type="medline">39882484</pub-id>
          <pub-id pub-id-type="pii">S2405-8440(24)17444-0</pub-id>
          <pub-id pub-id-type="pmcid">PMC11774797</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref7">
        <label>7</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Moore</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Hwang</surname>
              <given-names>W</given-names>
            </name>
          </person-group>
          <article-title>A systematic review of mobile-based microlearning in adult learner contexts</article-title>
          <source>Educ Technol Soc</source>
          <year>2024</year>
          <fpage>27</fpage>
          <lpage>146</lpage>
          <pub-id pub-id-type="doi">10.30191/ETS.202401_27(1).SP02</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref8">
        <label>8</label>
        <nlm-citation citation-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Kirkpatrick</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Kirkpatrick</surname>
              <given-names>W</given-names>
            </name>
          </person-group>
          <source>Kirkpatrick's Four Levels of Training Evaluation</source>
          <year>2016</year>
          <publisher-loc>Alexandria, VA</publisher-loc>
          <publisher-name>Association for Talent Development</publisher-name>
        </nlm-citation>
      </ref>
      <ref id="ref9">
        <label>9</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Zarshenas</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Mehrabi</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Karamdar</surname>
              <given-names>Leila</given-names>
            </name>
            <name name-style="western">
              <surname>Keshavarzi</surname>
              <given-names>MH</given-names>
            </name>
            <name name-style="western">
              <surname>Keshtkaran</surname>
              <given-names>Zahra</given-names>
            </name>
          </person-group>
          <article-title>The effect of micro-learning on learning and self-efficacy of nursing students: an interventional study</article-title>
          <source>BMC Med Educ</source>
          <year>2022</year>
          <month>09</month>
          <day>07</day>
          <volume>22</volume>
          <issue>1</issue>
          <fpage>664</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://bmcmededuc.biomedcentral.com/articles/10.1186/s12909-022-03726-8"/>
          </comment>
          <pub-id pub-id-type="doi">10.1186/s12909-022-03726-8</pub-id>
          <pub-id pub-id-type="medline">36071456</pub-id>
          <pub-id pub-id-type="pii">10.1186/s12909-022-03726-8</pub-id>
          <pub-id pub-id-type="pmcid">PMC9450813</pub-id>
        </nlm-citation>
      </ref>
    </ref-list>
  </back>
</article>
