GAI-based teaching improves knowledge scores when learning duration exceeds one week¶
Claim · All claims
Evidence · 1 study · quant-synthesisr2·q3·i2medium
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person
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Reading the evidence codes
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q3 i2 In the subgroup of studies with learning duration of one week or more, GAI-based teaching improved knowledge scores (SMD 0.64, 95% CI 0.09–1.19; p = 0.02), whereas studies under one week showed no benefit. → Li Juan 2025
Evidence¶
Li Juan 2025¶
Li Juan, Yin Kaiyu, Wang Yida, Jiang Xiaoqin, Chen Dongxu. (2025). Effectiveness of generative artificial intelligence-based teaching versus traditional teaching methods in medical education: a meta-analysis of randomized controlled trials. BMC Medical Education. https://doi.org/10.1186/s12909-025-07750-2
q3 · i2 · quant-synthesis · r2
Predetermined subgroup analysis of knowledge scores by learning duration across the included RCTs. The ≥1 week subgroup showed a pooled effect size of SMD = 0.64 (95% CI 0.09–1.19, p = 0.02), versus −0.34 (95% CI −1.26 to 0.58) for <1 week; subgroup-difference p = 0.07.
"≥ 1 week 5 184 176 0.64 [0.09, 1.19] Random 84% 0.02"
Discussion¶
Related Claims¶
- GAI-based teaching yields higher knowledge scores in practice courses but not theory courses — related
- TBL effects on theoretical knowledge and practical skills are larger in interventions lasting more than 4 weeks — related
- Communication-skill effects of modern teaching methods are significant only for short durations (≤5 weeks) and second-year students — related
- Short-duration (<24 weeks) interventions positively impact reading comprehension (SMD = 0.24) — related
- GAI-based teaching outperforms traditional teaching in practical skill development — related
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