Flipped classrooms are associated with higher theoretical knowledge scores than lecture-based teaching in medical education (pooled SMD = 1.26), with very high heterogeneity¶
Claim · All claims
Evidence · 1 study (2 entries) · quant-synthesisr2·q2–q3·i3large
Currency · newest study 2026 · checked against its sources 2026-10-31 (automated, 2 of 2 entries) · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q3 i3 Pooled across 15 studies, the flipped classroom significantly improved theoretical knowledge scores (SMD = 1.26, 95% CI 0.80–1.71), with substantial heterogeneity (I² = 93.1%). → Wu Yaqiu 2026
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 15 studies (1,111 intervention, 1,139 control participants) pooling standardized mean differences. The review reports "a significant advantage in improving theoretical knowledge among medical learners" with SMD = 1.26 (95% CI 0.80–1.71) and I² = 93.1% (p < 0.0001).
"the flipped classroom teaching model had a significant advantage in improving theoretical knowledge among medical learners (SMD = 1.26, 95% CI: 0.80–1.71), with the difference being statistically significant. Substantial heterogeneity was observed across studies (I² = 93.1%, p < 0.0001)"
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
Leave-one-out sensitivity analysis for theoretical knowledge: pooled effects stayed significant (SMD range 1.12–1.33) after removing any single study; funnel plots suggested approximate symmetry but with limited power.
"the pooled effect remained statistically significant after exclusion of any single study (SMD range, 1.12–1.33), indicating that the estimate was not driven by an individual study"
Discussion¶
Related Claims¶
- Flipped classroom increases learning interest (pooled RR 1.42) but this pooled estimate shows significant publication bias — related
- 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
- 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 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
- Flipped classroom significantly improves theoretical exam scores over lecture-based learning in Chinese undergraduate preventive medicine courses (pooled SMD 0.99) — related
- Flipped classroom has a moderately positive effect on college students' academic performance (SMD = 0.66) — a broader claim this one bears on
- In a low-certainty meta-analysis of 44 studies with very high heterogeneity (I² = 98%), undergraduate health professional students in flipped classes score higher than those in traditional classes (SMD = 0.57) — a broader claim this one bears on
- School-based EdTech interventions show a moderate positive pooled effect on student attainment (d = 0.4), with high heterogeneity across studies — related
- Flipped classroom significantly improves practical exam scores over lecture-based learning (pooled SMD 0.50) — related
- Flipped classroom improves teacher-student interaction (pooled RR 1.35), based on few studies — related
- 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 — related
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