Significant heterogeneity (I2=87.25%) exists among studies of ChatGPT-4.0 accuracy in medical licensing exams¶
Claim · All claims
Evidence · 1 study · quant-synthesisr3·q3
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person · recheck by 2028: tool and model accuracy changes quickly
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 i? There was significant heterogeneity among studies, with I2=87.25% and χ216=125.54 (P<.001), suggesting differences in study design, population, and exam content influenced accuracy estimates. → Lesselroth Blake 2025
Evidence¶
Lesselroth Blake 2025¶
Lesselroth Blake, Riese Janik, Yang Zhichao, Jaleel Shahila, Shabbir Waqas, Jaleel Anila, Aziz Umair, Farid Ghulam, Zahid Bashir Muhammad, Mirza Tehmasp Rehman, Khizar Abbas Syed Mohammad, Aslam Shiraz, Sikander Rana Muhammad Hassaan. (2025). Evaluating the Potential and Accuracy of ChatGPT-3.5 and 4.0 in Medical Licensing and In-Training Examinations: Systematic Review and Meta-Analysis. JMIR Medical Education. https://doi.org/10.2196/68070
q3 · i? · quant-synthesis · r3
The meta-analysis found "significant heterogeneity among the studies, with I2=87.25% and χ216=125.54 (P<.001)", indicating high variability across studies of ChatGPT-4.0 licensing exam accuracy.
"However, there was significant heterogeneity among the studies, with I2=87.25% and χ216=125.54 (P<.001)."
Discussion¶
Related Claims¶
- ChatGPT-4.0 was 36% more likely than ChatGPT-3.5 to provide correct answers across medical licensing and residency exams — related
- ChatGPT-4.0 outperforms ChatGPT-3.5 in medical licensing exams, achieving a pooled accuracy of 81.8% versus 60.8% — related
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