<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "journalpublishing.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="2.0" xml:lang="en" article-type="research-article"><front><journal-meta><journal-id journal-id-type="nlm-ta">JMIR Med Educ</journal-id><journal-id journal-id-type="publisher-id">mededu</journal-id><journal-id journal-id-type="index">20</journal-id><journal-title>JMIR Medical Education</journal-title><abbrev-journal-title>JMIR Med Educ</abbrev-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">v11i1e72495</article-id><article-id pub-id-type="doi">10.2196/72495</article-id><article-categories><subj-group subj-group-type="heading"><subject>Original Paper</subject></subj-group></article-categories><title-group><article-title>A Large-Scale Multispecialty Evaluation of Web-Based Simulation in Medical Microbiology Laboratory Education: Randomized Controlled Trial</article-title></title-group><contrib-group><contrib contrib-type="author"><name name-style="western"><surname>Xu</surname><given-names>Lei</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Deng</surname><given-names>Xichuan</given-names></name><degrees>BSc</degrees><xref ref-type="aff" rid="aff2">2</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Chen</surname><given-names>Tingting</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff2">2</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Lu</surname><given-names>Nan</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Wang</surname><given-names>Yuran</given-names></name><degrees>BSc</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Liu</surname><given-names>Jia</given-names></name><degrees>MSc</degrees><xref ref-type="aff" rid="aff2">2</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Guo</surname><given-names>Yanan</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Tu</surname><given-names>Zeng</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Nie</surname><given-names>Yuxin</given-names></name><xref ref-type="aff" rid="aff3">3</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Hosseini</surname><given-names>Yeganeh</given-names></name><xref ref-type="aff" rid="aff4">4</xref></contrib><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>He</surname><given-names>Yonglin</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib></contrib-group><aff id="aff1"><institution>Department of Pathogenic Biology, School of Basic Medicine, Chongqing Medical University</institution><addr-line>1 Medical College Road, Yuzhong District</addr-line><addr-line>Chongqing</addr-line><country>China</country></aff><aff id="aff2"><institution>Pathogen Biology and Immunology Laboratory, Experimental Teaching and Management Center, Chongqing Medical University</institution><addr-line>Chongqing</addr-line><country>China</country></aff><aff id="aff3"><institution>The Second Clinical College, Chongqing Medical University</institution><addr-line>Chongqing</addr-line><country>China</country></aff><aff id="aff4"><institution>College of International Education, Chongqing Medical University</institution><addr-line>Chongqing</addr-line><country>China</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Gentges</surname><given-names>Joshua</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Girma</surname><given-names>Abayeneh</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Husseini</surname><given-names>Jamal</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Yonglin He, PhD, Department of Pathogenic Biology, School of Basic Medicine, Chongqing Medical University, 1 Medical College Road, Yuzhong District, Chongqing, China, 86 2368485288; <email>100371@cqmu.edu.cn</email></corresp></author-notes><pub-date pub-type="collection"><year>2025</year></pub-date><pub-date pub-type="epub"><day>30</day><month>7</month><year>2025</year></pub-date><volume>11</volume><elocation-id>e72495</elocation-id><history><date date-type="received"><day>12</day><month>02</month><year>2025</year></date><date date-type="rev-recd"><day>03</day><month>07</month><year>2025</year></date><date date-type="accepted"><day>03</day><month>07</month><year>2025</year></date></history><copyright-statement>&#x00A9; Lei Xu, Xichuan Deng, Tingting Chen, Nan Lu, Yuran Wang, Jia Liu, Yanan Guo, Zeng Tu, Yuxin Nie, Yeganeh Hosseini, Yonglin He. Originally published in JMIR Medical Education (<ext-link ext-link-type="uri" xlink:href="https://mededu.jmir.org">https://mededu.jmir.org</ext-link>), 30.7.2025. </copyright-statement><copyright-year>2025</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 (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), 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 <ext-link ext-link-type="uri" xlink:href="https://mededu.jmir.org/">https://mededu.jmir.org/</ext-link>, as well as this copyright and license information must be included.</p></license><self-uri xlink:type="simple" xlink:href="https://mededu.jmir.org/2025/1/e72495"/><abstract><sec><title>Background</title><p>Traditional laboratory teaching of pathogenic cocci faces challenges in biosafety and standardization across medical specialties. While virtual simulation shows promise, evidence from large-scale, multidisciplinary studies remains limited.</p></sec><sec><title>Objective</title><p>The study aims to evaluate the effectiveness of integrating virtual simulation with traditional laboratory practice in enhancing medical microbiology education, focusing on the identification of biosafety level 2 pathogenic cocci. The study assessed improvements in student performance, theoretical understanding, laboratory safety, and overall satisfaction, while achieving standardization and cost reduction across multiple medical specialties.</p></sec><sec sec-type="methods"><title>Methods</title><p>This randomized controlled trial involved 1282 medical students from 9 specialties. The experimental group (n=653) received virtual simulation training&#x2014;featuring interactivity and intelligent feedback&#x2014;prior to traditional laboratory practice, while the control group (n=629) did not receive such training. Our virtual system focused on biosafety level 2 pathogenic cocci identification with dynamic specimen generation.</p></sec><sec sec-type="results"><title>Results</title><p>The experimental group showed significantly improved performance across specialties (<italic>P</italic>&#x003C;.05 for each specialty), particularly in clinical medicine, in which the experimental group score was 89.88 (SD 13.09) and the control group score was 68.34 (SD 17.23; <italic>P</italic>&#x003C;.001). The students reported that virtual simulation enhanced their theoretical understanding (1268/1282, 98.9%) and laboratory safety (1164/1282, 90.8%) while helping them achieve standardization (790/1282, 61.6%,) and cost reduction (957/1282, 74.6%). Overall student satisfaction reached 97.2% (1246/1282), with distinct learning patterns observed across specialties. The test scores were significantly higher in the experimental group, with a mean of 80.82 (SD 17.10), compared to the control group, with a mean of 67.45 (SD 16.81).</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>This large-scale study demonstrates that integrating virtual simulation with traditional methods effectively enhances medical microbiology education, providing a standardized, safe, and cost-effective approach for teaching high-risk pathogenic experiments.</p></sec></abstract><kwd-group><kwd>medical education</kwd><kwd>virtual simulation</kwd><kwd>pathogenic cocci</kwd><kwd>blended learning</kwd><kwd>multispecialty evaluation</kwd><kwd>laboratory safety</kwd><kwd>cost-effectiveness</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><p>Pathogenic cocci remain significant pathogens in clinical practice, and experiments that include these microorganisms are crucial for medical education [<xref ref-type="bibr" rid="ref1">1</xref>-<xref ref-type="bibr" rid="ref3">3</xref>]. The increasing prevalence of antibiotic resistance and the inherent biosafety risks associated with handling pathogenic microorganisms present substantial challenges in educational settings [<xref ref-type="bibr" rid="ref4">4</xref>-<xref ref-type="bibr" rid="ref6">6</xref>]. Traditional laboratory teaching, while essential, faces limitations in ensuring consistent safety standards and providing standardized learning experiences across diverse medical specialties. Virtual simulation technology has emerged as a transformative tool in medical education [<xref ref-type="bibr" rid="ref7">7</xref>-<xref ref-type="bibr" rid="ref10">10</xref>]. In microbiology education specifically, this technology offers unique advantages in visualizing microscopic processes and safely simulating high-risk procedures [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref12">12</xref>]. Recent studies have demonstrated its potential in enhancing spatial understanding and mastery of physiological concepts [<xref ref-type="bibr" rid="ref13">13</xref>-<xref ref-type="bibr" rid="ref15">15</xref>]. However, most existing research has focused on single-specialty applications or small-scale implementations, leaving a significant knowledge gap regarding the effectiveness of virtual simulations across multiple medical disciplines [<xref ref-type="bibr" rid="ref16">16</xref>-<xref ref-type="bibr" rid="ref18">18</xref>]. To address these challenges, our teaching team developed a comprehensive system called Virtual Simulation Experiment for Pathogenic Cocci in Pus Specimens. This innovative system aims to revolutionize teaching on the subject of pathogenic cocci through 3 key features: dynamic specimen generation, integrated biosafety level 2 (BSL-2) safety protocols, and real-time performance tracking.</p><p>This study addresses critical questions in medical laboratory education. Specifically, this study aims to evaluate the effectiveness of virtual simulation across 9 medical specialties, representing one of the largest multidisciplinary investigations in this field. We seek to assess the impact on learning outcomes, safety enhancement, and cost-effectiveness in teaching related to pathogenic cocci experiments, while analyzing specialty-specific learning patterns and their implications for customizing virtual simulation approaches. By addressing these objectives, this research provides comprehensive insights into the integration of virtual simulation in medical microbiology education.</p></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Virtual Simulation System</title><sec id="s2-1-1"><title>Experimental Content</title><p>Based on Kern&#x2019;s 6-step curriculum development model [<xref ref-type="bibr" rid="ref19">19</xref>], for the pathogenic cocci virtual simulation teaching system constructed for this study, we first identified core issues through teaching evaluation. We specifically identified a lack of standardization in BSL-2 pathogen handling and inadequacies in cocci identification skills (ie, problem identification). By analyzing biosafety standards and the needs of the teaching faculty, we established a hierarchical competency framework covering Gram staining, culture isolation, biochemical testing, and integrated diagnosis (ie, needs assessment). The system content strictly aligned with 3 key teaching objectives: the basic modules included standardized operating procedures compliant with aseptic techniques (objective formulation); the intermediate modules integrated a dynamic specimen generation system to enable diversified training (educational strategies); and the advanced modules incorporated an embedded assessment system to monitor diagnostic decision-making capabilities in real time (implementation and evaluation). All experimental procedures are embedded with BSL-2 protection protocols, and the precision of the virtual simulation meets the operational standards of BSL-2 laboratories (quality control during implementation).</p></sec><sec id="s2-1-2"><title>System Features</title><p>The design of this virtual simulation platform fully embodies the closed-loop concept of the Kern model: interactive virtual microscopy technology addresses the pain point of limited specimen types in traditional teaching (problem orientation); the real-time operation feedback system corresponds to the error-correction needs in the hierarchical teaching objectives (objective alignment); and the automated assessment module not only enables immediate evaluation of operational accuracy (formative assessment) but also generates personalized learning curves, providing data support for continuous curriculum improvement (summative assessment). Compared with traditional experimental methods, the platform, through intelligent error-correction guidance and a virtual consumables system (optimization of educational strategies), ensures full coverage of operational standards (needs response) while reducing teaching costs (verification of implementation effectiveness), thus completely realizing a closed-loop curriculum development process from problem identification to effect evaluation.</p></sec></sec><sec id="s2-2"><title>Study Design and Implementation</title><p>This study used a randomized controlled trial design with a mixed methods evaluation spanning from September 2023 to January 2024. A total of 1282 medical students from 9 specialties (clinical medicine, traditional Chinese medicine, pediatrics, nursing, medical imaging, preventive medicine, clinical pharmacy, acupuncture, moxibustion, and traditional Chinese pharmacy) participated in the study, with equal, random assignment to experimental (n=653) and control (n=629) groups. The teaching implementation followed a systematic schedule across 6 weeks (detailed in <xref ref-type="fig" rid="figure1">Figure 1</xref>), integrating theoretical lectures, virtual simulation exercises, practical laboratory sessions, and comprehensive assessments of both groups. This design enabled direct comparison of learning effectiveness between traditional and virtual simulation&#x2013;enhanced teaching approaches.</p><fig position="float" id="figure1"><label>Figure 1.</label><caption><p>Course schedule.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="mededu_v11i1e72495_fig01.png"/></fig></sec><sec id="s2-3"><title>Teaching Process</title><p>The implementation of this teaching system integrated both virtual simulation and traditional laboratory approaches. The teaching process followed a systematic structure comprising preclass preparation, in-class activities, and postclass assessment. All participating students received standardized learning materials and safety protocols, with the experimental group using the virtual simulation platform under instructor guidance while the control group followed traditional laboratory teaching methods. Both groups engaged in comprehensive learning activities designed to achieve the specified learning objectives, with emphasis on laboratory safety awareness and standardized experimental procedures.</p></sec><sec id="s2-4"><title>Data Collection</title><p>A comprehensive evaluation framework was established to assess the effectiveness of the teaching system. The assessment strategy incorporated 3 primary components: performance assessment through standardized practical tests, learning experience evaluation via structured questionnaires, and comparative cost analysis of resource use. Key evaluation indicators encompassed experimental operation proficiency, theoretical knowledge mastery, student satisfaction levels, teaching resource efficiency, and safety protocol compliance. This multidimensional assessment approach enabled thorough evaluation of both learning outcomes and teaching effectiveness.</p></sec><sec id="s2-5"><title>Statistical Analysis</title><p>The collected data underwent rigorous statistical analysis using SPSS (version 25.0; SPSS Inc). Statistical methods included independent 2-tailed <italic>t</italic> tests for comparing group differences in continuous variables and <italic>&#x03C7;</italic><sup>2</sup> tests for analyzing categorical data. All statistical analyses were conducted with a significance level set at <italic>P</italic>&#x003C;.05. This analytical approach ensured robust evaluation of the teaching system&#x2019;s effectiveness while maintaining scientific rigor in data interpretation.</p></sec><sec id="s2-6"><title>Ethical Considerations</title><p>This study was approved by the ethics committee of Chongqing Medical University (approval number 2023027). The study was conducted in accordance with local legislation and institutional requirements. We obtained informed consent from participants through an online questionnaire system. Participants were provided with a research information statement detailing the study&#x2019;s purpose, participation requirements, potential risks and benefits, data protection measures, and a declaration that participation was voluntary. Participants were required to confirm they had read and understood this information and agreed to participate before being included in the study. No financial or material compensation was provided to participants. All data were fully anonymized prior to analysis.</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><sec id="s3-1"><title>Virtual Laboratory System Development</title><p>The developed virtual laboratory system (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>) successfully integrated 3 core modules: knowledge review, a learning module, and an assessment module. The experimental procedure flow (<xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>) was effectively translated into the virtual environment. The 3-module design received high approval from 1214 of 1282 (94.7%) participants across all medical specialties (<xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref>). <xref ref-type="fig" rid="figure2">Figure 2</xref> shows the CONSORT (Consolidated Standards of Reporting Trials) diagram of participation flow.</p><fig position="float" id="figure2"><label>Figure 2.</label><caption><p>CONSORT (Consolidated Standards of Reporting Trials) flow chart of participation.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="mededu_v11i1e72495_fig02.png"/></fig></sec><sec id="s3-2"><title>Learning Performance Analysis</title><p>Comparative analysis revealed significant differences in test scores between the experimental and control groups (<xref ref-type="table" rid="table1">Table 1</xref>). The experimental group demonstrated higher performance across multiple medical fields, with particularly notable improvements in clinical medicine, nursing, traditional Chinese pharmacology, and the science of acupuncture and moxibustion (overall <italic>P</italic>&#x003C;.001).</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Experiment test scores of students from different majors.</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="top">Subject</td><td align="left" valign="top">Control group score, mean (SD)</td><td align="left" valign="top">Experiment group score, mean (SD)</td><td align="left" valign="top"><italic>P</italic> value</td></tr></thead><tbody><tr><td align="left" valign="top">Clinical medicine</td><td align="left" valign="top">68.34 (17.23)</td><td align="left" valign="top">89.88 (13.09)</td><td align="left" valign="top">&#x003C;.001</td></tr><tr><td align="left" valign="top">Traditional Chinese medicine</td><td align="left" valign="top">60.54 (17.01)</td><td align="left" valign="top">67.97 (13.14)</td><td align="left" valign="top">.02</td></tr><tr><td align="left" valign="top">Pediatrics</td><td align="left" valign="top">76.29 (18.83)</td><td align="left" valign="top">84.84 (15.26)</td><td align="left" valign="top">.003</td></tr><tr><td align="left" valign="top">Nursing</td><td align="left" valign="top">64.25 (12.56)</td><td align="left" valign="top">73.11 (16.82)</td><td align="left" valign="top">&#x003C;.001</td></tr><tr><td align="left" valign="top">Medical imaging</td><td align="left" valign="top">70.39 (19.39)</td><td align="left" valign="top">79.94 (18.50)</td><td align="left" valign="top">.01</td></tr><tr><td align="left" valign="top">Preventive medicine</td><td align="left" valign="top">68.83 (15.13)</td><td align="left" valign="top">78.56 (17.72)</td><td align="left" valign="top">.01</td></tr><tr><td align="left" valign="top">Clinical pharmacy</td><td align="left" valign="top">69.41 (21.12)</td><td align="left" valign="top">86.53 (16.05)</td><td align="left" valign="top">.003</td></tr><tr><td align="left" valign="top">Science of acupuncture and moxibustion</td><td align="left" valign="top">60.11 (11.32)</td><td align="left" valign="top">71.47 (15.66)</td><td align="left" valign="top">&#x003C;.001</td></tr><tr><td align="left" valign="top">Traditional Chinese pharmacology</td><td align="left" valign="top">65.33 (11.28)</td><td align="left" valign="top">82.96 (14.16)</td><td align="left" valign="top">&#x003C;.001</td></tr><tr><td align="left" valign="top">Overall</td><td align="left" valign="top">67.45 (16.81)</td><td align="left" valign="top">80.82 (17.10)</td><td align="left" valign="top">&#x003C;.001</td></tr></tbody></table></table-wrap></sec><sec id="s3-3"><title>System Advantages Analysis</title><p>Student perception analysis (<xref ref-type="table" rid="table2">Table 2</xref>) highlighted key advantages of the virtual system: 90.8% of students reported enhanced safety, 79.6% appreciated the unlimited repetition capability, and 74.6% mentioned cost reduction. The standardized experimental conditions (61.6%) and personalized teaching features (50.6%) also received positive recognition.</p><table-wrap id="t2" position="float"><label>Table 2.</label><caption><p>Distribution of responses among medical students (n=1282) on key advantages of virtual simulation experiments.</p></caption><table id="table2" frame="hsides" rules="groups"><thead><tr><td align="left" valign="top">Option</td><td align="left" valign="top">Responses, n (%)</td></tr></thead><tbody><tr><td align="left" valign="top">Enhanced safety</td><td align="left" valign="top">1164 (90.8)</td></tr><tr><td align="left" valign="top">Standardized experimental conditions</td><td align="left" valign="top">790 (61.6)</td></tr><tr><td align="left" valign="top">Lower costs</td><td align="left" valign="top">957 (74.6)</td></tr><tr><td align="left" valign="top">Unlimited repetition</td><td align="left" valign="top">1020 (79.6)</td></tr><tr><td align="left" valign="top">Simulating abnormal situations</td><td align="left" valign="top">701 (54.7)</td></tr><tr><td align="left" valign="top">Personalized teaching</td><td align="left" valign="top">649 (50.6)</td></tr><tr><td align="left" valign="top">Intelligent assessment system</td><td align="left" valign="top">607 (47.3)</td></tr></tbody></table></table-wrap></sec><sec id="s3-4"><title>Interface Design and Implementation</title><p>The interface design evaluation (<xref ref-type="supplementary-material" rid="app4">Multimedia Appendix 4</xref>) showed that 658 of 1282 (51.3%) students found it well designed and clear. Regarding difficulty levels (<xref ref-type="supplementary-material" rid="app5">Multimedia Appendix 5</xref>), 1168 (91.1%) students found the experiment appropriately challenging, and 1156 (90.2%) students reported that the first-person perspective enhanced their learning experience (<xref ref-type="table" rid="table3">Table 3</xref>), with the 3-module design receiving high approval (<xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref>).</p><table-wrap id="t3" position="float"><label>Table 3.</label><caption><p>First-person perspective: impact on biosafety level 2 lab experience and understanding of microbial techniques among medical students (n=1282).</p></caption><table id="table3" frame="hsides" rules="groups"><thead><tr><td align="left" valign="top">Medical specialty</td><td align="left" valign="top">Significantly enhanced, n (%)</td><td align="left" valign="top">Little impact, n (%)</td><td align="left" valign="top">Uncertain, n (%)</td></tr></thead><tbody><tr><td align="left" valign="top">Total</td><td align="left" valign="top">1156 (90.2)</td><td align="left" valign="top">62 (4.8)</td><td align="left" valign="top">64 (5.0)</td></tr><tr><td align="left" valign="top">Clinical medicine</td><td align="left" valign="top">340 (87.9)</td><td align="left" valign="top">21 (5.4)</td><td align="left" valign="top">26 (6.7)</td></tr><tr><td align="left" valign="top">Traditional Chinese medicine</td><td align="left" valign="top">89 (88.1)</td><td align="left" valign="top">8 (7.9)</td><td align="left" valign="top">4 (4.0)</td></tr><tr><td align="left" valign="top">Pediatrics</td><td align="left" valign="top">136 (90.1)</td><td align="left" valign="top">7 (4.6)</td><td align="left" valign="top">8 (5.3)</td></tr><tr><td align="left" valign="top">Nursing</td><td align="left" valign="top">243 (93.1)</td><td align="left" valign="top">10 (3.8)</td><td align="left" valign="top">8 (3.1)</td></tr><tr><td align="left" valign="top">Medical imaging</td><td align="left" valign="top">98 (89.9)</td><td align="left" valign="top">5 (4.6)</td><td align="left" valign="top">6 (5.5)</td></tr><tr><td align="left" valign="top">Preventive medicine</td><td align="left" valign="top">70 (93.3)</td><td align="left" valign="top">3 (4.0)</td><td align="left" valign="top">2 (2.7)</td></tr><tr><td align="left" valign="top">Clinical pharmacy</td><td align="left" valign="top">47 (88.7)</td><td align="left" valign="top">2 (3.8)</td><td align="left" valign="top">4 (7.5)</td></tr><tr><td align="left" valign="top">Science of acupuncture and moxibustion</td><td align="left" valign="top">92 (92.9)</td><td align="left" valign="top">2 (2.0)</td><td align="left" valign="top">5 (5.1)</td></tr><tr><td align="left" valign="top">Traditional Chinese pharmacology</td><td align="left" valign="top">41 (89.1)</td><td align="left" valign="top">4 (8.7)</td><td align="left" valign="top">1 (2.2)</td></tr></tbody></table></table-wrap></sec><sec id="s3-5"><title>Learning Outcomes and Satisfaction</title><p>The results showed that 1268 of 1282 (98.9%) students reported improved comprehension (<xref ref-type="table" rid="table4">Table 4</xref>). Student acceptance data (<xref ref-type="table" rid="table5">Table 5</xref>) indicated that 1145 (89.3%) were willing to adopt virtual simulation as a supplementary learning tool. Overall satisfaction (<xref ref-type="table" rid="table6">Table 6</xref>) reached 97.2%, with 39.6% being &#x201C;very satisfied&#x201D; and 57.6% &#x201C;generally satisfied.&#x201D;</p><table-wrap id="t4" position="float"><label>Table 4.</label><caption><p>Enhancement of knowledge and understanding through virtual simulation experiments among medical students (n=1282).</p></caption><table id="table4" frame="hsides" rules="groups"><thead><tr><td align="left" valign="top">Medical specialty</td><td align="left" valign="top">Significantly deepened understanding, n (%)</td><td align="left" valign="top">Somewhat helpful, n (%)</td><td align="left" valign="top">Little to no help, n (%)</td></tr></thead><tbody><tr><td align="left" valign="top">Total</td><td align="left" valign="top">383 (29.9)</td><td align="left" valign="top">885 (69.0)</td><td align="left" valign="top">14 (1.1)</td></tr><tr><td align="left" valign="top">Clinical medicine</td><td align="left" valign="top">109 (28.2)</td><td align="left" valign="top">269 (69.5)</td><td align="left" valign="top">9 (2.3)</td></tr><tr><td align="left" valign="top">Traditional Chinese medicine</td><td align="left" valign="top">26 (25.7)</td><td align="left" valign="top">75 (74.3)</td><td align="left" valign="top">0 (0.0)</td></tr><tr><td align="left" valign="top">Pediatrics</td><td align="left" valign="top">47 (31.1)</td><td align="left" valign="top">103 (68.2)</td><td align="left" valign="top">1 (0.7)</td></tr><tr><td align="left" valign="top">Nursing</td><td align="left" valign="top">78 (29.9)</td><td align="left" valign="top">183 (70.1)</td><td align="left" valign="top">0 (0.0)</td></tr><tr><td align="left" valign="top">Medical imaging</td><td align="left" valign="top">32 (29.4)</td><td align="left" valign="top">77 (70.6)</td><td align="left" valign="top">0 (0.0)</td></tr><tr><td align="left" valign="top">Preventive medicine</td><td align="left" valign="top">21 (28.0)</td><td align="left" valign="top">54 (72.0)</td><td align="left" valign="top">0 (0.0)</td></tr><tr><td align="left" valign="top">Clinical pharmacy</td><td align="left" valign="top">21 (39.6)</td><td align="left" valign="top">30 (56.6)</td><td align="left" valign="top">2 (3.8)</td></tr><tr><td align="left" valign="top">Science of acupuncture and moxibustion</td><td align="left" valign="top">37 (37.4)</td><td align="left" valign="top">60 (60.6)</td><td align="left" valign="top">2 (2.0)</td></tr><tr><td align="left" valign="top">Traditional Chinese pharmacology</td><td align="left" valign="top">12 (26.1)</td><td align="left" valign="top">34 (73.9)</td><td align="left" valign="top">0 (0.0)</td></tr></tbody></table></table-wrap><table-wrap id="t5" position="float"><label>Table 5.</label><caption><p>Survey on willingness to use virtual simulation experiments as a supplement to pathogenic biology experiments among medical students (n=1282).</p></caption><table id="table5" frame="hsides" rules="groups"><thead><tr><td align="left" valign="top">Medical specialty</td><td align="left" valign="top">Willing, n (%)</td><td align="left" valign="top">Unwilling, n (%)</td><td align="left" valign="top">Indifferent, n (%)</td></tr></thead><tbody><tr><td align="left" valign="top">Total</td><td align="left" valign="top">1145 (89.3)</td><td align="left" valign="top">73 (5.7)</td><td align="left" valign="top">64 (5.0)</td></tr><tr><td align="left" valign="top">Clinical medicine</td><td align="left" valign="top">341 (88.1)</td><td align="left" valign="top">26 (6.7)</td><td align="left" valign="top">20 (5.2)</td></tr><tr><td align="left" valign="top">Traditional Chinese medicine</td><td align="left" valign="top">87 (86.1)</td><td align="left" valign="top">10 (9.9)</td><td align="left" valign="top">4 (4.0)</td></tr><tr><td align="left" valign="top">Pediatrics</td><td align="left" valign="top">138 (91.4)</td><td align="left" valign="top">4 (2.6)</td><td align="left" valign="top">9 (6.0)</td></tr><tr><td align="left" valign="top">Nursing</td><td align="left" valign="top">235 (90.0)</td><td align="left" valign="top">17 (6.5)</td><td align="left" valign="top">9 (3.5)</td></tr><tr><td align="left" valign="top">Medical imaging</td><td align="left" valign="top">97 (89.0)</td><td align="left" valign="top">6 (5.5)</td><td align="left" valign="top">6 (5.5)</td></tr><tr><td align="left" valign="top">Preventive medicine</td><td align="left" valign="top">70 (93.3)</td><td align="left" valign="top">1 (1.3)</td><td align="left" valign="top">4 (5.3)</td></tr><tr><td align="left" valign="top">Clinical pharmacy</td><td align="left" valign="top">49 (92.5)</td><td align="left" valign="top">3 (5.7)</td><td align="left" valign="top">1 (1.9)</td></tr><tr><td align="left" valign="top">Science of acupuncture and moxibustion</td><td align="left" valign="top">87 (87.9)</td><td align="left" valign="top">5 (5.1)</td><td align="left" valign="top">7 (7.1)</td></tr><tr><td align="left" valign="top">Traditional Chinese pharmacology</td><td align="left" valign="top">41 (89.1)</td><td align="left" valign="top">1 (2.2)</td><td align="left" valign="top">4 (8.7)</td></tr></tbody></table></table-wrap><table-wrap id="t6" position="float"><label>Table 6.</label><caption><p>Overall satisfaction assessment of the virtual simulation experiment among medical students (n=1282).</p></caption><table id="table6" frame="hsides" rules="groups"><thead><tr><td align="left" valign="top">Medical specialty</td><td align="left" valign="top">Highly satisfied, n (%)</td><td align="left" valign="top">Generally satisfied, n (%)</td><td align="left" valign="top">Dissatisfied, n (%)</td></tr></thead><tbody><tr><td align="left" valign="top">Total</td><td align="left" valign="top">508 (39.6)</td><td align="left" valign="top">738 (57.6)</td><td align="left" valign="top">36 (2.8)</td></tr><tr><td align="left" valign="top">Clinic medicine</td><td align="left" valign="top">164 (42.4)</td><td align="left" valign="top">209 (54.0)</td><td align="left" valign="top">14 (3.6)</td></tr><tr><td align="left" valign="top">Traditional Chinese medicine</td><td align="left" valign="top">29 (28.7)</td><td align="left" valign="top">70 (69.3)</td><td align="left" valign="top">2 (2.0)</td></tr><tr><td align="left" valign="top">Pediatrics</td><td align="left" valign="top">62 (41.1)</td><td align="left" valign="top">84 (55.6)</td><td align="left" valign="top">5 (3.3)</td></tr><tr><td align="left" valign="top">Nursing</td><td align="left" valign="top">94 (36.0)</td><td align="left" valign="top">161 (61.7)</td><td align="left" valign="top">6 (2.3)</td></tr><tr><td align="left" valign="top">Medical imaging</td><td align="left" valign="top">41 (37.6)</td><td align="left" valign="top">66 (60.6)</td><td align="left" valign="top">2 (1.8)</td></tr><tr><td align="left" valign="top">Preventive medicine</td><td align="left" valign="top">31 (41.3)</td><td align="left" valign="top">43 (57.3)</td><td align="left" valign="top">1 (1.3)</td></tr><tr><td align="left" valign="top">Clinical pharmacy</td><td align="left" valign="top">23 (43.4)</td><td align="left" valign="top">27 (50.9)</td><td align="left" valign="top">3 (5.7)</td></tr><tr><td align="left" valign="top">Science of acupuncture and moxibustion</td><td align="left" valign="top">43 (43.4)</td><td align="left" valign="top">53 (53.5)</td><td align="left" valign="top">3 (3.0)</td></tr><tr><td align="left" valign="top">Traditional Chinese pharmacology</td><td align="left" valign="top">21 (45.7)</td><td align="left" valign="top">25 (54.3)</td><td align="left" valign="top">0 (0.0)</td></tr></tbody></table></table-wrap></sec></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><sec id="s4-1"><title>Principal Findings</title><p>Virtual simulation technology offers innovative and effective solutions for teaching related to laboratory experiments [<xref ref-type="bibr" rid="ref20">20</xref>-<xref ref-type="bibr" rid="ref23">23</xref>]. Our program was developed to address a critical training gap identified in institutional needs assessments: over 80% of students sought enhanced training in pathogenic bacteria, yet 90% of faculty opposed live cocci experiments due to biosafety concerns.</p><p>The 3-module design (the knowledge review, learning module, and assessment module) successfully reconciled this &#x201C;must-learn vs cannot-do&#x201D; paradox, achieving 94.7% student approval. This structure aligns with cognitive learning theory [<xref ref-type="bibr" rid="ref20">20</xref>] while specifically addressing the staged requirements of microbiology experiments [<xref ref-type="bibr" rid="ref21">21</xref>]. Quantitative assessments confirmed significant improvements across specialties (<italic>P</italic>&#x003C;.05), including a 98.9% enhancement in theoretical understanding and 90.8% increase in safety awareness&#x2014;effectively overcoming key limitations of traditional teaching through (1) standardized experimental procedures, (2) 60% cost reduction over 5 years, and (3) integrated BSL-2 safety training.</p><p>These findings are corroborated by prior research [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref24">24</xref>-<xref ref-type="bibr" rid="ref26">26</xref>], particularly regarding virtual laboratories&#x2019; advantages in safety and accessibility. The program&#x2019;s cost-effectiveness and scalability (serving large student populations with easy updates) will allow the further optimization of teaching models [<xref ref-type="bibr" rid="ref7">7</xref>-<xref ref-type="bibr" rid="ref9">9</xref>] and expansion of remote education possibilities.</p><p>Nevertheless, real experiments retain irreplaceable advantages in cultivating practical operational skills and sensory experiences [<xref ref-type="bibr" rid="ref27">27</xref>]. Feedback from 1.1% of students indicating limited assistance from virtual experiments highlights the persistent limitations in substituting for hands-on operations in real environments [<xref ref-type="bibr" rid="ref4">4</xref>-<xref ref-type="bibr" rid="ref6">6</xref>]. Consequently, virtual simulation experiments and real experiments each possess distinct advantages [<xref ref-type="bibr" rid="ref13">13</xref>-<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref28">28</xref>]. The optimal teaching strategy should therefore involve an organic integration of both approaches [<xref ref-type="bibr" rid="ref16">16</xref>-<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref29">29</xref>].</p><p>Based on tracking student feedback, we identified the main issues with the virtual experiment system as lag, lack of speed adjustment options, poor learning module integration, incomplete results analysis, and inadequate error simulation compared to real experiments. To address these problems, we developed a series of optimization strategies. First, server performance should be enhanced and the program&#x2019;s code should be optimized to resolve lag issues. Second, the introduction of an intelligent time management system would allow students to adjust the experiment&#x2019;s progress. In terms of instructional design, the learning modules could be improved by increasing interactive guidance and feedback. Simultaneously, incorporating data visualization tools would strengthen results analysis, and refining the simulation fidelity would allow it to better reflect real experimental conditions. Additionally, we designed a multidimensional evaluation system to continuously collect and analyze student feedback for iterative system optimization. Lastly, it is important to strengthen teacher training, which is crucial for guiding student learning through virtual experiments. Through comprehensive implementation of these strategies [<xref ref-type="bibr" rid="ref30">30</xref>], we expect to significantly enhance the technical implementation, instructional design, and learning experience of virtual experiments, thereby substantially improving their educational effectiveness.</p><p>To ensure analytical rigor, this study used a complete case analysis method, including only data from students who completed both tests and questionnaires. While this approach enhanced data quality and analytical consistency, it also reduced the effective sample size, potentially limiting the generalizability of the results. Future research might consider advanced techniques such as multiple imputation to handle missing data and extending the scope of the study to different educational levels to enhance its representativeness. Subsequent studies should adopt a mixed methods approach, integrating quantitative analysis with qualitative research, and use a longitudinal design to assess the long-term educational effectiveness of virtual experiments. These research directions would deepen understanding of virtual experiments&#x2019; educational effectiveness, promote teaching innovation, and provide crucial guidance for future education practices.</p></sec><sec id="s4-2"><title>Conclusion</title><p>The virtual simulation experiment system described here serves as an effective complement to real experiments, offering significant advantages in terms of safety, repeatability, and standardization. Our study demonstrates its effectiveness through improved student performance and a high satisfaction rate (97.2%). The 3-module design effectively enhanced students&#x2019; understanding (98.9% reporting improvement) and engagement with the experimental procedures. While virtual experiments show distinct advantages in visualization and allow repeated practice, they work best when integrated with traditional hands-on experiments to provide a comprehensive learning experience. This combination leverages the strengths of both approaches&#x2014;the safety and flexibility of virtual simulation with the irreplaceable tactile experience of real laboratory practice. Future development should focus on technical optimization and enhanced integration with traditional teaching methods to further improve educational outcomes.</p></sec></sec></body><back><ack><p>This work was supported by the Chongqing Education Teaching Reform Research Projects (213120); Education and Teaching Research Projects of Chongqing Medical University (JY200318 and JY20240101); and the Program for Youth Innovation in Future Medicine, Chongqing Medical University (W0021). The authors thank all the students who participated in the study.</p></ack><fn-group><fn fn-type="con"><p>LX contributed to investigation, study design, funding acquisition, and writing (original draft). XD contributed to study design, conceptualization, and data curation. TC contributed to study design and data curation. NL contributed to methodology and software. JL and YG contributed to study design and writing (original draft). ZT contributed to study design, resources, and validation. YW and YN contributed to writing (original draft and editing) and software. Y Hosseini contributed to writing (original draft). 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xlink:href="https://www.sciencedirect.com/science/article/pii/S0260691722002544?via%3Dihu">https://www.sciencedirect.com/science/article/pii/S0260691722002544?via%3Dihu</ext-link></comment><pub-id pub-id-type="doi">10.1016/j.nedt.2022.105518</pub-id><pub-id pub-id-type="medline">36030581</pub-id></nlm-citation></ref></ref-list><app-group><supplementary-material id="app1"><label>Multimedia Appendix 1</label><p>Ideas for identifying pathogenic cocci.</p><media xlink:href="mededu_v11i1e72495_app1.png" xlink:title="PNG File, 126 KB"/></supplementary-material><supplementary-material id="app2"><label>Multimedia Appendix 2</label><p>Virtual experiment process.</p><media xlink:href="mededu_v11i1e72495_app2.png" xlink:title="PNG File, 147 KB"/></supplementary-material><supplementary-material id="app3"><label>Multimedia Appendix 3</label><p>Evaluation of virtual experiment's 3-module design: review, learning, and assessment.</p><media xlink:href="mededu_v11i1e72495_app3.xlsx" xlink:title="XLSX File, 9 KB"/></supplementary-material><supplementary-material id="app4"><label>Multimedia Appendix 4</label><p>Evaluation of the virtual simulation experiment interface design and usability.</p><media xlink:href="mededu_v11i1e72495_app4.xlsx" xlink:title="XLSX File, 9 KB"/></supplementary-material><supplementary-material id="app5"><label>Multimedia Appendix 5</label><p>Perceived difficulty levels of the virtual simulation experiments.</p><media xlink:href="mededu_v11i1e72495_app5.xlsx" xlink:title="XLSX File, 9 KB"/></supplementary-material><supplementary-material id="app6"><label><bold>Checklist 1</bold></label><p>CONSORT (Consolidated Standards of Reporting Trials) checklist.</p><media xlink:href="mededu_v11i1e72495_app6.pdf" xlink:title="PDF File, 2067 KB"/></supplementary-material></app-group></back></article>