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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2023.1071545</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Medicine</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Professional medical education approaches: mobilizing evidence for clinicians</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Lyu</surname> <given-names>Xiafei</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2031198/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Li</surname> <given-names>Sheyu</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/575361/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Radiology, West China Hospital, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Endocrinology and Metabolism, West China Hospital, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Division of Guideline and Rapid Recommendation, Cochrane China Center, MAGIC China Center, Chinese Evidence-Based Medicine Center, West China Hospital, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Lynn Valerie Monrouxe, The University of Sydney, Australia</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Dina Gaid, Memorial University of Newfoundland, Canada</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Sheyu Li <email>lisheyu&#x00040;gmail.com</email>; <email>lisheyu&#x00040;scu.edu.cn</email>; <email>s.r.li&#x00040;dundee.ac.uk</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>07</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1071545</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2023 Lyu and Li.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Lyu and Li</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license> </permissions>
<abstract>
<p>Rapidly proliferating high-quality evidence supports daily decision-making in clinical practice. Continuing professional medical education links this evidence to practicing clinicians who are strongly motivated to improve the quality of their care by using the latest information. Approaches to professional education vary, and their effects depend on specific scenarios. This narrative review summarizes the main approaches for professional medical education that facilitate the mobilization of evidence for clinicians. It includes traditional learning (passive and active dissemination of educational materials, lectures, and mass media dissemination), constructivist learning (engaging in local consensus processes and education outreach visits, interfacing with local opinion leaders, conducting patient-mediated interventions, employing audit and feedback processes, and utilizing clinical decision-supporting systems), and blended learning approaches (the integration of in-person or online passive learning with active and creative learning by the learners). An optimized selection from these approaches is challenging but critical to clinicians and healthcare systems.</p></abstract>
<kwd-group>
<kwd>professional education</kwd>
<kwd>continuing medical education</kwd>
<kwd>evidence mobilization</kwd>
<kwd>dissemination strategies</kwd>
<kwd>clinicians</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="77"/>
<page-count count="8"/>
<word-count count="6513"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Healthcare Professions Education</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1. Introduction</title>
<p>A vast and increasing body of literature spurs rapid growth in medical science, but clinicians grapple to remain abreast of the vast quantities of rapidly proliferating publications. The resulting information overload can overwhelm and confuse healthcare providers, especially those who are unable to discern credible research from low-quality output (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Publishing evidence in journals or issuing guidelines does not guarantee changes in practice (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). As such, the process of translating the ever-growing body of clinical evidence into practice is suboptimal (<xref ref-type="bibr" rid="B5">5</xref>&#x02013;<xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>Clinical practice guidelines are major bridges that link evidence and practice. However, only an average of 67% of medical decisions is made based on the guidance documents (<xref ref-type="bibr" rid="B8">8</xref>). Both clinicians and clinical epidemiologists complain about the translation of data from evidence into real-world practice (<xref ref-type="bibr" rid="B9">9</xref>). While barriers to the absorption and implementation of new knowledge vary, a lack of sufficient time among clinicians is the most prevalent and dominant obstacle (<xref ref-type="bibr" rid="B10">10</xref>), followed by a lack of awareness regarding evidence collection and appraisal, limitations in library sources (<xref ref-type="bibr" rid="B10">10</xref>), and inertia (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>). In such circumstances, clinicians seek trustworthy and easy-to-follow sources of information to keep their practice up-to-date (<xref ref-type="bibr" rid="B1">1</xref>).</p>
<p>Continuing professional medical education grounded in evidence-based materials provides a platform for skill and knowledge promotion among practicing clinicians (<xref ref-type="bibr" rid="B13">13</xref>). By learning about high-quality evidence and trustworthy clinical practice guidelines or interpretations, clinicians update care regimens that improve patient outcomes. In contrast, flawed or misleading information impairs decision-making.</p>
<p>Numerous strategies have been developed to improve the effectiveness of teaching. Several taxonomies have also been generated to combat the lack of conceptual clarity regarding different strategies covered in the published literature, including the Cochrane Effective Practice and Organization of Care (EPOC) taxonomy and the Expert Recommendations for Implementing Change (ERIC) taxonomy. While the EPOC taxonomy provides a practical way to identify implementation strategies targeted at healthcare professionals (<xref ref-type="bibr" rid="B14">14</xref>), the ERIC taxonomy is a more comprehensive compilation that summarizes 73 discrete dissemination and implementation strategies and provides a list to healthcare implementation scientists (<xref ref-type="bibr" rid="B15">15</xref>).</p>
<sec>
<title>1.1. Instructional models</title>
<p><xref ref-type="table" rid="T1">Table 1</xref> and <xref ref-type="fig" rid="F1">Figure 1</xref> illustrate the common instructional models including traditional, constructivist, and blended learning models. Instructors who focus solely on the simple passive transmission of information from educators to learners are considered to be working within a &#x0201C;traditional learning&#x0201D; model, for example, a conventional classroom (<xref ref-type="bibr" rid="B16">16</xref>). Alternatively, in constructivist models, learning is considered as an active process, and knowledge is co-created between individuals. In constructivist learning, the knowledge is constructed in a way that makes sense of learners&#x00027; experiences and modifies the learners&#x00027; existing beliefs in order to reduce the amount of cognitive dissonance (<xref ref-type="bibr" rid="B17">17</xref>). Blended learning is one of the modern learning techniques that integrate/in-person or online passive learning (traditional learning approaches) with active and creative learning by the learners (constructivist learning) (<xref ref-type="bibr" rid="B18">18</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Summary of the main approaches for professional education.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919497;color:#ffffff">
<th valign="top" align="left" colspan="4"><bold>Category 1: traditional learning</bold></th>
</tr>
<tr style="background-color:#919497;color:#ffffff">
<th valign="top" align="left"><bold>Approach</bold></th>
<th valign="top" align="left"><bold>Characteristics</bold></th>
<th valign="top" align="left"><bold>Advantages</bold></th>
<th valign="top" align="left"><bold>Disadvantages</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Passive dissemination of educational materials</td>
<td valign="top" align="left">Presenting educational materials in easy-to-read format, such as clinical practice guidelines, color print, newsletters, et al.</td>
<td valign="top" align="left">High readability and a clear structure<break/> Alignment with the reading habits of the audience.</td>
<td valign="top" align="left">Readers may ignore important details or supportive text elaborating on recommendations.</td>
</tr> <tr>
<td valign="top" align="left">Active dissemination of educational materials</td>
<td valign="top" align="left">Distribution of materials through personal delivery or posts to the Internet.</td>
<td valign="top" align="left">The most commonly used approach.</td>
<td valign="top" align="left">The efficiency of this strategy depends on its source, channel, and format.</td>
</tr> <tr>
<td valign="top" align="left">Educational meetings (didactic lectures)</td>
<td valign="top" align="left">Courses, seminars, workshops, etc.</td>
<td valign="top" align="left">Widely used for continuing medical education<break/> It summarizes large amounts of well-established information<break/> It can be tailored-made based on a given situation.</td>
<td valign="top" align="left">Possibility of high costs. Industry-funded events raise conflicts of interest concerns.</td>
</tr> <tr>
<td valign="top" align="left">Mass media</td>
<td valign="top" align="left">Radio, newspapers, leaflets, posters, booklets, alone or in conjunction with other interventions. Targeted at the population level.</td>
<td valign="top" align="left">Dissemination efficiency is high. It can reach large number of people.</td>
<td valign="top" align="left">Significant potential conflicts of interest that request auditing and surveillance. The cost of mass media is very high and is unlikely to be covered by public funds.</td>
</tr> <tr>
<td valign="top" align="left" colspan="4" style="background-color:#dee1e1"><bold>Category 2: constructivist learning</bold></td>
</tr> <tr>
<td valign="top" align="left">Local consensus processes</td>
<td valign="top" align="left">Participating clinicians discuss and endorse both a problem of importance and evidence-based solution.</td>
<td valign="top" align="left">Benefit for reforming local practice and health equity improvement.</td>
<td valign="top" align="left">It often requires involvement from local medical societies and clinical epidemiologists.</td>
</tr> <tr>
<td valign="top" align="left">Educational outreach visits</td>
<td valign="top" align="left">Using clear educational and behavioral objectives, trained clinical educators deliver face-to-face encounters within practice settings.</td>
<td valign="top" align="left">Educational content is tailored-made to clinicians. Information can reach remote and rural areas.</td>
<td valign="top" align="left">Visits can be expensive. Funding from private sources raises conflicts of interest risks.</td>
</tr> <tr>
<td valign="top" align="left">Local opinion leaders</td>
<td valign="top" align="left">Opinion leaders (selected formally or informally) deliver and manage information for clinicians.</td>
<td valign="top" align="left">These leaders are well-regarded and influential among clinicians. They offer experience relevant to practice.</td>
<td valign="top" align="left">Identification of these leaders is critical. Some may be biased and under-qualified.</td>
</tr> <tr>
<td valign="top" align="left">Patient-mediated intervention</td>
<td valign="top" align="left">Any intervention aimed at changing the performance of clinicians through interactions with real or standard patients or information provided by or to patients.</td>
<td valign="top" align="left">It enhances patients&#x00027; knowledge about their condition and support their role in decision-making, which in turn can encourage more active self-management.</td>
<td valign="top" align="left">This methodology is new in China and other developing countries. Its adoption may need time for training standard patients to effectively engage clinicians and the health system.</td>
</tr> <tr>
<td valign="top" align="left">Audit and feedback</td>
<td valign="top" align="left">Any summary of the clinical performance of healthcare over a specified period of time aimed at providing information to health professionals to allow them to assess and adjust their performance.</td>
<td valign="top" align="left">It works more efficiently among those with lower baseline performance and when feedback is delivered more intensively.</td>
<td valign="top" align="left">Audit and feedback are not suitable for targeted behavior with a high degree of complexity.</td>
</tr> <tr>
<td valign="top" align="left">Clinical decision-supporting system (CDSS)</td>
<td valign="top" align="left">A CDSS is embedded within electronic health records. It sends reminders on those episodes at the point of appropriate time.</td>
<td valign="top" align="left">The CDSS sends reminders on those episodes at the point of care at the appropriate time.</td>
<td valign="top" align="left">The development of the CDSS is difficult for it calls for close cooperation between medical and computer science.</td>
</tr> <tr>
<td valign="top" align="left" colspan="4" style="background-color:#dee1e1"><bold>Category 3: blended learning</bold></td>
</tr> <tr>
<td valign="top" align="left">Blended learning</td>
<td valign="top" align="left">Online learning modules plus live face-to-face learning. Online learning provides background information and sets the stage for the interactive case materials that follow. An expert-supervised in-person workshop or training task enhances the practical skills of learners.</td>
<td valign="top" align="left">Clinicians can learn on their own time without the inconvenience of travel. Room is allowed for creative and cooperative exercise.</td>
<td valign="top" align="left">High cost is a critical challenge. The quality of the virtual lectures is also a large concern.</td>
</tr></tbody>
</table>
</table-wrap>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Summary of the approaches for professional education.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-10-1071545-g0001.tif"/>
</fig></sec>
<sec>
<title>1.2. Funding bodies and conflicts of interest</title>
<p>Conflicts of interest are inevitable in real-world educational and clinical scenarios (<xref ref-type="bibr" rid="B19">19</xref>). They impact the quality of an educational program but are easy to ignore in practice. Industries, including but not restricted to those in the pharmaceutical field, often offer continuous medical education that may influence the decision-making of clinicians. However, this involvement raises serious concerns (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>), as inherent conflicts of interest could introduce bias into professional medical education (<xref ref-type="bibr" rid="B21">21</xref>).</p>
<p>Accreditation systems are devised to guarantee the credibility of educators and determine that delivered materials are without bias (<xref ref-type="bibr" rid="B21">21</xref>). In Europe and North America, accreditation councils for continuing medical education require sponsors to be transparent regarding their roles in educational activities (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B22">22</xref>). The amount of industry funding for specific professional education activities must also be disclosed (<xref ref-type="bibr" rid="B19">19</xref>). In cases of bias, the council or other organizations could suppress materials to prevent poor medical behavior in practice (<xref ref-type="bibr" rid="B19">19</xref>). Given their non-profit nature, many medical professional societies are the most appropriate bodies to hold or fund professional educational programs.</p></sec></sec>
<sec id="s2">
<title>2. Method</title>
<p>We searched Pubmed for studies about continuing medical education from January 2012 to October 2022. The search terms for titles, abstracts, or MeSH terms included &#x0201C;guidelines&#x0201D; or &#x0201C;recommendations&#x0201D; and &#x0201C;disseminat<sup>&#x0002A;</sup>&#x0201D; or &#x0201C;information dissemination&#x0201D; and &#x0201C;healthcare&#x0201D; or &#x0201C;clinicians,&#x0201D; &#x0201C;continuing medical education,&#x0201D; or their synonyms. Searches were not restricted by language or publication type. The authors added gray literature with their expertise. We also browsed the reference lists of narrative reviews of the interests that were identified in the literature search.</p></sec>
<sec id="s3">
<title>3. Traditional learning approaches</title>
<sec>
<title>3.1. Passive dissemination of educational materials</title>
<p>The presentation of educational materials in easy-to-read formats is critical to their passive dissemination among clinicians. Some examples of effective formats include clinical practice guidelines presented in modular knowledge chunks, flowcharts, and abstracted infographics. Although color printing is not new, it remains effective in making hard copies more attractive to audiences. Shorter-form newsletters, bulletins, monographs, and reprints may also be more user-friendly for readers. However, they can also be biased, particularly if they come from organizations with conflicts of interest (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B23">23</xref>&#x02013;<xref ref-type="bibr" rid="B26">26</xref>).</p>
<p>Clinical practice guidelines are popular materials from the perspective of most clinicians. Posting such information through print and online media attracts clinicians&#x00027; attention and enhances its spread (<xref ref-type="bibr" rid="B27">27</xref>). The presentation of such guidelines evolves with reading habits (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B28">28</xref>).</p>
<p>The modular knowledge chunk format allows the guideline recommendations to be packaged into distinct chunks of information for individual disease related topics. They often consist of a summary table, a brief synopsis, and separate supportive text elaborating on each recommendation in detail (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B29">29</xref>).</p>
<p>Other methods for passive communication include flowcharts, which are also commonly adopted for new guidelines and are often considered essential to reporting (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>). Translation into multiple languages promotes the dissemination of evidence among different countries (<xref ref-type="bibr" rid="B30">30</xref>). Electronic versions of publications make them easier to access. By placing an abstracted infographic at the top of the front page (e.g., BMJ Rapid Recommendations), fast access to information and supporting evidence is facilitated (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>).</p></sec>
<sec>
<title>3.2. Active dissemination of educational materials</title>
<p>The active dissemination or mobilization of educational information is one of the most common approaches for clinical practice guidelines, monographs, publications in peer-reviewed journals, audiovisual materials, electronic publications, and other materials (<xref ref-type="bibr" rid="B34">34</xref>). This strategy involves either person-to-person email or internet posts (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B35">35</xref>) and mildly improves the performance of healthcare materials (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B34">34</xref>). The efficiency of an active dissemination strategy depends on the source, channel, and format (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B36">36</xref>). Sources of educational materials vary, but published research and guidelines are usually the top choices. A systematic review reported that active dissemination of educational material resulted in a 2% improvement in professional practices when compared to no intervention (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B37">37</xref>).</p>
<p>Some academic institutions and hospitals may also contribute to the material&#x00027;s dissemination, with benefits to career development, rankings, and funding sources. The academic reputation of the disseminators guarantees the quality of the materials. While pharmaceutical industries are also passionate about sharing their funded studies, scholars and members of the public remain dubious of these sources due to potential conflicts of interest (<xref ref-type="bibr" rid="B35">35</xref>). A journal publication itself is also a platform for dissemination. Nevertheless, only 62% of clinicians screen academic journals more than five times per week (<xref ref-type="bibr" rid="B38">38</xref>). Point-to-point delivery and social media (such as Twitter and WeChat) are widely used and considered helpful (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B39">39</xref>). The frequency of delivery could be once, twice, three times, or more per week, and it determines the strength and cost of the dissemination process (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B40">40</xref>). Regional, national, and international conferences also facilitate the distribution of educational materials (<xref ref-type="bibr" rid="B10">10</xref>).</p></sec>
<sec>
<title>3.3. Educational meetings (didactic lectures)</title>
<p>Educational meetings are common for disseminating well-established, clinically relevant information to healthcare professionals (<xref ref-type="bibr" rid="B41">41</xref>). These meetings are typically courses, seminars, and, in some cases, workshops. The nature of educational meetings varies in aim, targeted practice, length, frequency, content, capacity, and type of interaction (<xref ref-type="bibr" rid="B41">41</xref>). Educational meetings are effective, with a systematic review reporting that their use can increase clinicians&#x00027; adherence to desired behaviors by &#x0007E;6% when compared to no intervention (<xref ref-type="bibr" rid="B42">42</xref>). The performance of educational meetings is scenario-specific and requires a tailored plan based on a given situation. Feedback collected from the audience improves the future performance of meetings at little to no extra expense.</p>
<p>Educational meetings can be very costly, especially when they involve big conference halls with state-of-the-art equipment or famous speakers. High prices prevent regular high-quality meetings from being held by medical bodies without adequate funding. Although industry-funded educational meetings are common, their credibility is a major concern due to potential conflicts of interest.</p></sec>
<sec>
<title>3.4. Mass media</title>
<p>Television, broadcast, and newspapers may be helpful to professional medical education (<xref ref-type="bibr" rid="B14">14</xref>). Mass media, with its power of rapid and global transmission, can open up unprecedented opportunities for evidence dissemination. Nevertheless, the cost of mass media is very high and is unlikely to be covered by public funds, but it is preferred by the industry. Given the significant risk of conflicts of interest, the content of these forms of media needs critical auditing and surveillance.</p></sec></sec>
<sec id="s4">
<title>4. Constructivist learning approaches</title>
<sec>
<title>4.1. Local consensus process</title>
<p>In a local consensus process, a discussion takes place among participating clinicians who reach an agreement that a chosen clinical problem is important and the evidential approach to managing the problem is appropriate (<xref ref-type="bibr" rid="B14">14</xref>). Subsequent meetings can facilitate a community-based consensus on treating a disease or adapting external guidelines (most of them promulgated on the national or international level) to fit the local setting, thus improving compliance. Compared to a control group, a small-group consensus process increased the participants&#x00027; adherence to influenza vaccination guidelines by &#x0007E;34% (<xref ref-type="bibr" rid="B43">43</xref>). In addition to the agreement formed by participating clinicians, the process could concurrently reform local practice and improve health equity in the community (<xref ref-type="bibr" rid="B14">14</xref>). It should be noted that for most communities, such processes necessitate an organizational effort from local medical societies with strong influence from clinicians, as well as technical assistance from clinical epidemiologists (<xref ref-type="bibr" rid="B43">43</xref>).</p></sec>
<sec>
<title>4.2. Educational outreach visit</title>
<p>During educational outreach visits (also known as academic detailing), a group of trained clinical educators delivers work with clinicians in their practice settings (<xref ref-type="bibr" rid="B44">44</xref>). This promising approach is to modify the practice of clinicians, in particular prescribing. A systematic review demonstrated that, compared with no intervention, outreach visits could increase clinicians&#x00027; compliance with desired behaviors by &#x0007E;20&#x02013;50% (<xref ref-type="bibr" rid="B45">45</xref>).</p>
<p>The success of an educational outreach visit depends on the level of training of the detailers. When experienced educators are not available, pre-program training may be necessary to help them build cultural and knowledge backgrounds and communication skills (<xref ref-type="bibr" rid="B46">46</xref>). The National Resource Center for Academic Detailing (NaRCAD; <ext-link ext-link-type="uri" xlink:href="http://www.NaRCAD.org">www.NaRCAD.org</ext-link>) offers examples for such preparation and summarizes key components of detailing including introduction, needs assessment (or motivation interview), key messages, objection handling, summary, and close (<xref ref-type="bibr" rid="B47">47</xref>). Over the past half-century, the Chinese government and medical societies have held a large number of such outreach programs to educate providers in remote regions. Such programs enhanced the knowledge and clinical skills of practitioners, especially in regions with very limited sources of information. However, educational outreach visits are very costly and could be biased if they are funded by bodies with conflicts of interest.</p></sec>
<sec>
<title>4.3. Local opinion leaders</title>
<p>Local opinion leaders are individuals or groups of people who are nominated by their colleagues as &#x0201C;educationally influential.&#x0201D; They spread their ideas efficiently through formal and informal channels within their community of impact. Proper assistance from local opinion leaders undoubtedly enhances the dissemination of evidence-based practices. According to a systematic review, involving local opinion leaders resulted in an &#x0007E;12% improvement in professional practice compared to no intervention (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>). Both questionnaires and interviews have proven effective in identifying opinion leaders. Other strategies include self-designating methods, informant methods, and sociometric methods (<xref ref-type="bibr" rid="B50">50</xref>).</p>
<p>Opinion leaders could contribute to any classic or innovative approach to spread evidence. Their greatest value to professional education is their skill and level of experience, which facilitates their implementation of evidence in daily practice (<xref ref-type="bibr" rid="B51">51</xref>). Some opinion leaders might be potentially biased and underqualified, especially when there are conflicts of interest. In such cases, the education program must identify this situation and help qualified candidates improve their presentation skills.</p></sec>
<sec>
<title>4.4. Patient-mediated intervention</title>
<p>Patient-mediated interventions aimed to alter clinician performance through interactions with standard or real patients and the transmission of information from or to patients (<xref ref-type="bibr" rid="B52">52</xref>). Standard patients are those who are trained specifically to educate or assess the clinical skills of doctors and medical students. Standard patient intervention could improve clinicians&#x00027; performance and patient outcomes (<xref ref-type="bibr" rid="B53">53</xref>, <xref ref-type="bibr" rid="B54">54</xref>). A randomized trial showed that standard patient intervention could improve clinicians&#x00027; smoking cessation counseling behaviors in practice (40% vs. 12%, <italic>p</italic> = 0.003) (<xref ref-type="bibr" rid="B55">55</xref>).</p>
<p>Beyond standard patients, there are many other forms of patient-mediated interventions including patient-reported health information, patient education, patient feedback, patient decision aids, patients or patient representatives, and patient-led training or education of healthcare professionals (<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B56">56</xref>). Patient-mediated interventions can achieve improvements in clinician practice, patient behaviors, and health outcomes (<xref ref-type="bibr" rid="B56">56</xref>). Patient-targeted interventions enhance patients&#x00027; knowledge about their condition and support their role in decision-making, which in turn can encourage more active self-management. These interventions will prompt clinicians to provide healthcare following the guidelines. However, patient-mediated interventions encounter great resistance from the healthcare system. They require clinicians to give up their dominant roles in practice at a considerable cost of time (<xref ref-type="bibr" rid="B57">57</xref>).</p>
<p>Patient-mediated interventions are traditionally delivered face-to-face at or outside the practice site, either once or in a continuous system. In the post-pandemic era, these efforts employ a greater number of virtual meetings (<xref ref-type="bibr" rid="B58">58</xref>). Patient-mediated interventions are new and unfamiliar to China and most other developing countries and they may be costly to adapt.</p></sec>
<sec>
<title>4.5. Audit and feedback</title>
<p>The audit and feedback strategy use any summary of the clinical performance of healthcare over a specified period, aimed at providing information to health professionals to allow them to assess and adjust their performance (<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B60">60</xref>). According to a systematic review, audit and feedback could increase clinicians&#x00027; compliance with desired practices by &#x0007E;7% compared with no intervention (<xref ref-type="bibr" rid="B61">61</xref>). It works more efficiently among those with lower baseline performance and when feedback is delivered more intensively (<xref ref-type="bibr" rid="B60">60</xref>, <xref ref-type="bibr" rid="B62">62</xref>). An audit and feedback strategy works best regarding targeted simple behavior changes rather than complicated ones (<xref ref-type="bibr" rid="B60">60</xref>). This is largely because fostering change with a high degree of complexity in the targeted behavior not only requires individual effort in daily work but also requires collective efforts at team and organizational levels (<xref ref-type="bibr" rid="B59">59</xref>).</p></sec>
<sec>
<title>4.6. Clinical decision-support system</title>
<p>In addition to sharing patient information, electronic health records also contain complete patient information that can help improve clinical decision-making (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>). A clinical decision support system (CDSS) embedded in an electronic health record is a new frontier of clinical practice guideline implementation (<xref ref-type="bibr" rid="B65">65</xref>). A CDSS automatically sends advice or reminders as well as background information to clinicians when triggered by a specific event (<xref ref-type="bibr" rid="B14">14</xref>). The CDSS sends reminders for those episodes at the appropriate time and improves clinical efficiency and quality of care. A systematic review found that CDSS increased the proportion of patients receiving desired care by 5.8% (<xref ref-type="bibr" rid="B65">65</xref>).</p>
<p>Although artificial intelligence has been involved in the development of the CDSS process, patients and clinicians are still the final decision-makers in most cases. All advice from a CDSS should, therefore, be evidence-based and clinically interpretable to support the judgment of the clinicians. The development of a CDSS is challenging because of its close interaction between medical and computer science. This requirement restricts the wide implementation of the CDSS, because it is difficult for the computers to understand the clinical practice guidelines. Ontology and its interpreting engines are thus recruited to develop computer interpreting guidelines and their affiliated CDSS (<xref ref-type="bibr" rid="B66">66</xref>&#x02013;<xref ref-type="bibr" rid="B69">69</xref>). Guidelines with transparent supporting evidence facilitate this translation (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B70">70</xref>).</p>
<p>For example, a recently published guideline on sodium&#x02013;glucose cotransporter-2 (SGLT2) and glucagon-like peptide-1 (GLP-1) receptor agonists for adults with type 2 diabetes contained all supporting evidence in its study pack (<xref ref-type="bibr" rid="B25">25</xref>). With interactive tools (MAGICapp or MATCH-IT tools), both clinicians and patients could quickly access the information and make shared decisions (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B71">71</xref>). Through the process, clinicians can improve their clinical performance in a very efficient way.</p></sec></sec>
<sec id="s5">
<title>5. Blended learning approach</title>
<p>Blended learning is a modern model of learning that integrates in-person or live face-to-face learning and online passive capture of knowledge with active and creative knowledge sharing in a constructivist model of learning (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B18">18</xref>). Online learning can be synchronous (e.g., live e-learning class) or asynchronous (e.g., web learning modules) with later constructivist learning (<xref ref-type="bibr" rid="B18">18</xref>). In a typical blended learning project, the learners start with an online course that provides background information, basic knowledge, and upcoming interactive case materials, followed by an expert-supervised in-person workshop or training task that enhances the practical skills of the learners. Nevertheless, both the online course initiation and the later in-person workshop are flexible based on pragmatic needs. For example, constructivist elements may join the initial part of blended learning, especially in a clinical setting. After the pandemic of COVID-19, the in-person workshop is largely replaced by virtual meetings and discussions, especially in remote regions with Internet access.</p>
<p>Blended learning programs may be more effective than standard face-to-face lectures. One systematic review found that blended learning improved 40% of the knowledge acquisition of clinicians (<xref ref-type="bibr" rid="B72">72</xref>) and 30% of the self-reported clinical behavior (<xref ref-type="bibr" rid="B73">73</xref>).</p>
<p>One key advantage of blended learning is that it allows clinicians to learn on their own time and offers the convenience of not having to relocate (<xref ref-type="bibr" rid="B18">18</xref>). Most clinicians prefer blended learning for its convenience and minimized disruption to patient care, which is particularly important for doctors who work in rural areas and remote places (<xref ref-type="bibr" rid="B74">74</xref>). Online learning can also optimize the benefits of subsequent face-to-face sessions (<xref ref-type="bibr" rid="B74">74</xref>). However, some conditions should be taken into consideration during the development and implementation of blended learning (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B74">74</xref>, <xref ref-type="bibr" rid="B75">75</xref>). The cost of supporting equipment and training is the most critical challenge for institutes without particular experience (<xref ref-type="bibr" rid="B16">16</xref>). The proper quality control for the virtual lecture is also a guarantee of the full project (<xref ref-type="bibr" rid="B74">74</xref>).</p></sec>
<sec id="s6">
<title>6. Conclusion</title>
<p>Professional medical education is a crucial component in the evidence ecosystem (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B76">76</xref>, <xref ref-type="bibr" rid="B77">77</xref>). Trustworthy evidence merits dissemination with approaches that vary in benefits and negative impacts. Clinicians, the knowledge recipients, are taking more of a dominant position than ever before. Healthcare implementation scientists are moving their focus from information transactions to the active improvement of practical skills, resulting in the wide adoption of constructivist and blended learning activities. Nevertheless, traditional techniques continue to be used for their advantages of accessibility. Further implementation studies comparing different approaches may further facilitate the choice of these approaches in mobilizing evidence for clinicians in professional medical education.</p></sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>SL contributed to the design, concept, and finishing of this article. XL contributed to the concept and finishing of this article. All authors approved the submitted version.</p></sec>
</body>
<back>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>This study was supported by the Sichuan Science and Technology Program (grant number 2022YFH0114) and the 1, 3, 5 Project for Disciplines of Excellence&#x02013;Clinical Research Incubation Project, West China Hospital, Sichuan University (grant number 2020HXF011).</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x00027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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