Flipped classrooms are associated with improved procedural/technical skills in medical education (pooled SMD = 1.80), with larger effects among residents and in theoretical-course settings¶

Claim · All claims
Evidence · 1 study (3 entries) · quant-synthesis r2–r3 · q2–q3 · i3 large
Currency · newest study 2026 · checked against its sources 2026-10-31 (automated, 3 of 3 entries) · not reviewed by a person

Subclaims¶

q3 i3 Pooled across four studies, flipped teaching significantly improved procedural/technical skills (SMD = 1.80, 95% CI 0.19–3.41) with very high heterogeneity (I² = 97.0%). → Wu Yaqiu 2026 q3 i? The effect on procedural/technical skills differed significantly by learner group (p = 0.0131), with a more pronounced improvement among residents than undergraduates. → Wu Yaqiu 2026 (2) q3 i? The effect differed significantly by course type (p < 0.0001): one theoretical-course study reported SMD = 4.11 versus SMD = 1.03 pooled across three practice-course studies. → Wu Yaqiu 2026 (3)

Evidence¶

Wu Yaqiu 2026¶

Wu Yaqiu, Cheng Meixiong. (2026). Effectiveness of the flipped classroom in medical education: a systematic review and meta-analysis. BMC Medical Education. https://doi.org/10.1186/s12909-026-09526-8

q3 · i3 · quant-synthesis · r2

Meta-analysis of four studies (185 intervention, 182 control participants). The review reports "a pooled SMD of 1.80 (95% CI: 0.19–3.41)" with very high heterogeneity (I² = 97.0%, p < 0.0001).

"the flipped classroom teaching model had a significant advantage in enhancing procedural/technical skills among learners in medical education, with a pooled SMD of 1.80 (95% CI: 0.19–3.41), and the difference was statistically significant"

Wu Yaqiu 2026 (2)¶

Wu Yaqiu, Cheng Meixiong. (2026). Effectiveness of the flipped classroom in medical education: a systematic review and meta-analysis. BMC Medical Education. https://doi.org/10.1186/s12909-026-09526-8

q2 · i? · quant-synthesis · r2

Learner-type subgroup analysis for procedural/technical skills (Fig. 3D): a significant between-subgroup difference (p = 0.0131), with larger improvement among residents; subgroups partly based on single studies.

"a statistically significant difference was observed between residents and undergraduates (p = 0.0131), indicating that the flipped classroom model produced significantly different effects across learner groups, with a more pronounced improvement in procedural/technical skills among residents"

Wu Yaqiu 2026 (3)¶

Wu Yaqiu, Cheng Meixiong. (2026). Effectiveness of the flipped classroom in medical education: a systematic review and meta-analysis. BMC Medical Education. https://doi.org/10.1186/s12909-026-09526-8

q2 · i3 · quant-synthesis · r3

Course-type subgroup analysis (Fig. 3C): theoretical-course SMD = 4.11 (95% CI 3.42–4.80) from a single study versus SMD = 1.03 (95% CI 0.14–1.93) pooled across three practice-course studies; between-subgroup p < 0.0001.

"the single study involving a theoretical course reported a very large effect (SMD = 4.11, 95% CI 3.42–4.80), whereas the pooled effect across three practice-oriented course studies was SMD = 1.03 (95% CI 0.14–1.93)"

Discussion¶

Related Claims¶

• Flipped classrooms are associated with improved case analysis/problem-solving ability in medical education (pooled SMD = 1.50), though statistical significance was not retained in all leave-one-out analyses — related
• Heterogeneity across flipped-classroom studies was consistently high (I² > 90%) and was largely not explained by prespecified subgroup analyses, indicating context-dependent effects — a broader claim this one bears on
• Flipped classrooms are associated with higher learner satisfaction in medical education (pooled SMD = 0.69), with residents showing larger improvement than undergraduates (SMD 1.69 vs 0.37) — related
• Flipped classroom significantly improves practical exam scores over lecture-based learning (pooled SMD 0.50) — related
• Flipped classroom has a moderately positive effect on college students' academic performance (SMD = 0.66) — a broader claim this one bears on
• Flipped classrooms are associated with improved self-directed learning ability in medical education (pooled SMD = 2.54), but extreme heterogeneity precludes interpreting this as a uniform effect — related
• Exploratory subgroup analysis suggests larger effects in practice courses than theory courses, driven by only 2 practice-oriented studies — reports the opposite
• Flipped classrooms are associated with higher theoretical knowledge scores than lecture-based teaching in medical education (pooled SMD = 1.26), with very high heterogeneity — related