Evidence map›Paper›PMID 40598010›Full record

SynthesisBMC medical education2025

Whether case-based teaching combined with the flipped classroom is more valuable than traditional lecture-based teaching methods in clinical medical education: a systematic review and meta-analysis.

Xu-Ying Shi, Bing-Rui Lu, Qing Yin, Qiu-Wen Wang, Yong-Qi Fang, Zhi-Gang Sun

Abstract readSystematic ReviewMeta-Analysis
In one paragraph

Synthesis in BMC medical education, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

16 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Trial
  3. Trial
  4. Trial
  5. Review
  6. Article
  7. Article
  8. The Efficacy of Integrating Problem-Based Learning with the BOPPPS Six-Step Methodology in Endocrinology Clinical Instruction.Medical principles and practice : international journal of the Kuwait University, Health Science Centre · 2026
    Article
  9. Article
  10. Article
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  12. Looking back to look forward: Learning from past innovations in family medicine training.South African family practice : official journal of the South African Academy of Family Practice/Primary Care · 2026
    Article
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  15. Review
  16. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Xu-Ying Shi *Department of Thoracic Surgery, Central HospitalAffiliated to, Shandong First Medical University, Jinan, 250013, China.
Bing-Rui Lu *Department of Thoracic Surgery, Central HospitalAffiliated to, Shandong First Medical University, Jinan, 250013, China.
Qing YinDepartment of Medical Education, Central HospitalAffiliated to, Shandong First Medical University, Jinan, 250013, China.
Qiu-Wen WangDepartment of Medical Education, Central HospitalAffiliated to, Shandong First Medical University, Jinan, 250013, China.
Yong-Qi FangDepartment of Medical Education, Central HospitalAffiliated to, Shandong First Medical University, Jinan, 250013, China. taishanyqfang@126.com.
Zhi-Gang SunDepartment of Thoracic Surgery, Central HospitalAffiliated to, Shandong First Medical University, Jinan, 250013, China. sunszg@126.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAn increasing body of evidence suggests that both flipped classroom and case-based teaching models outperform traditional teaching methods in clinical medical education. Both teaching methods share several advantages, including a student-centered approach, enhanced understanding and mastery of knowledge, the development of comprehensive skills, and an emphasis on interactive communication. Therefore, a teaching model that integrates both methods may achieve similar or even better educational outcomes. Although previous studies have demonstrated this, they are generally limited by small sample sizes and inconsistent evaluation criteria for teaching effectiveness. This study aims to provide a high-quality assessment of this teaching method through meta-analysis and systematic review, further confirming its value in the field of clinical medical education.

methodsThis study employed a meta-analysis to systematically and quantitatively compare the educational impact of a teaching model combining flipped classroom and case-based learning (Flipped Classroom Case Learning, FCCL) with traditional lecture-based learning (LBL) for clinical medical students. An extensive literature search was conducted to identify studies on the application of FCCL and LBL in clinical medical education, covering the period from inception to November 21, 2024. Databases searched included the Cochrane Library, Web of Science, Embase, and PubMed. A total of 12 studies were included, comprising 1,857 clinical medical students or residents. The quality of each included study was assessed using RevMan (Version 5.4). The primary outcome measures were students' theoretical scores and clinical analytical skills. The extracted data were subjected to meta-analysis using Stata 18.0 software.

resultsA total of 1,857 participants from 12 studies were included in the analysis. The meta-analysis revealed that the FCCL group demonstrated significantly superior theoretical scores (Cohen's d = 0.60, 95% CI: 0.17 to 1.04, P = 0.01) and clinical analysis skills (Cohen's d = 1.53, 95% CI: 0.86 to 2.19, P = 0.00) compared to the LBL group. The Cohen's d for clinical analytical skills was 1.53 (> 0.8), indicating a large effect size between the two groups, suggesting a significant difference between the FCCL and LBL groups in improving students' clinical analytical skills. In contrast, the Cohen's d for theoretical scores was 0.60(approximately 0.5), indicating a moderate effect size, suggesting a moderate difference between the FCCL and LBL groups in improving students' theoretical knowledge. Subgroup analyses indicated that Chinese students in the FCCL group exhibited better theoretical performance (SMD = 1.03, 95% CI: 0.30 to 1.77, P = 0.01; heterogeneity, P = 0.00) and clinical analysis skills (SMD = 2.54, 95% CI: 1.06 to 4.02, P = 0.00; heterogeneity, P = 0.00) compared to their LBL counterparts. Among students from Western countries, those in the FCCL group outperformed the LBL group in clinical analysis skills (SMD = 0.45, 95% CI: 0.26 to 0.63, P = 0.00; heterogeneity, P = 0.21). However, no significant difference in theoretical scores was observed between the two teaching methods in this subgroup (SMD = 0.10, 95% CI: -0.28 to 0.48, P = 0.60; heterogeneity, P = 0.00).

conclusionThe present study demonstrates that FCCL is more effective than LBL in enhancing clinical medical students' theoretical scores and clinical analysis skills. These findings were generally consistent across different nationalities of the study populations, with the exception of students from Western countries, where no statistically significant difference was observed in theoretical scores between the two instructional methods. However, due to the inevitable methodological differences among the included studies, heterogeneity is difficult to eliminate, and the overall sample size is relatively small. Therefore, further randomized controlled trials with rigorous experimental designs are needed to confirm these conclusions.

Indexed as

Education, MedicalEducation, Medical, UndergraduateProblem-Based LearningTeachingClinical CompetenceHumansModels, EducationalStudents, MedicalClinical medicineEducationFlipped classroom case learning (FCCL)Lecture-based learning (LBL)

Identifiers

PMID40598010
PMCPMC12210433

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.