GAI-assisted teaching significantly improves learning initiative compared with traditional teaching (SMD = 1.20; OR = 9.44)¶
Claim · All claims
Evidence · 1 study · quant-synthesisr3·q3·i3large
Currency · newest study 2026 · not yet checked against its sources · 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 four continuous-variable studies, learning initiative was significantly higher in the GAI group (SMD = 1.20, 95% CI: 0.10–2.30); dichotomous studies gave OR = 9.44. → Ma Xingming 2026
Evidence¶
Ma Xingming 2026¶
Ma Xingming, Liu Xianting, Sun Haojie. (2026). The effectiveness of GAI-assisted teaching methods in medical education: a systematic review and meta-analysis. Frontiers in Public Health. https://doi.org/10.3389/fpubh.2026.1813108
q3 · i3 · quant-synthesis · r3
Random-effects meta-analysis of four continuous-variable studies (I2 = 87%) and fixed-effects meta-analysis of four dichotomous-variable studies (I2 = 0%) reported in the learning initiative section; the latter gave "OR = 9.44, 95% CI: 4.65–19.14, p < 0.00001".
"The results of the meta-analysis showed a significant improvement in learning initiative in the experimental group compared with the control group (SMD = 1.20, 95% CI: 0.10–2.30, p < 0.00001)."
Discussion¶
Related Claims¶
- GAI-assisted teaching significantly improves analytical and problem-solving skills compared with traditional teaching (SMD = 1.53; OR = 10.28) — related
- GAI-assisted teaching significantly improves clinical thinking ability compared with traditional teaching (SMD = 1.18; OR = 10.97) — related
- GAI-assisted teaching significantly improves knowledge examination scores in medical students compared with traditional teaching (SMD = 0.95) — related
- GAI-assisted teaching significantly improves self-directed learning ability compared with traditional teaching (SMD = 1.25; OR = 7.37) — related
- GAI-assisted teaching significantly improves learning self-efficacy compared with traditional teaching (SMD = 0.75) — related
- GAI-assisted teaching significantly increases student satisfaction with teaching compared with traditional teaching (SMD = 1.52; OR = 5.58) — related
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