Claims

In an RCT reviewed by this study, an LLM-based digital patient improved ophthalmology medical history-taking skills relative to control

Claim · All claims
Evidence · 1 study · review r3 · q2
Currency · newest study 2026 · checked against its sources 2026-10-31 (automated, 1 of 1 entry) · 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.

q2 i? Medical students using the LLM-based digital patient scored significantly higher on history-taking than controls (mean difference 10.50 points, P<.001). → Jiang Juming 2026

Evidence

Jiang Juming 2026

Jiang Juming, Ye Megan Zichen, Kwok Tyrone Tai-On, Wong Janet Yuen Ha. (2026). GenAI-Supported Virtual Patients in Health Care Education: Systematic Review. Journal of Medical Internet Research. https://doi.org/10.2196/82756

q2 · i? · review · r3

RCT reported in the review's Table 3 (Luo et al, n=13 per group, 1-hour session): the LLM-based digital patient group outperformed controls on history-taking, with the review noting "The LLMDP group showed significantly higher MHTAn scores". No standardized effect size is printed.

"The LLMDP group showed significantly higher MHTAn scores (mean 64.62, SD 9.52) vs control (54.12, SD 8.80), mean difference 10.50 points (95% CI 4.66‐16.33, P<.001)."

Discussion

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