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. 2026 Sep 22;28:e98131. doi: 10.2196/98131

Table 5.

Performance by model and complexity stratum. Each scenario contributes 6 observations (2 arms × 3 repetitions), so m=6 for those estimates. In 3 cells, all responses fell in the same category and the ICCa was undefined; for those cells, the number of independent scenarios was used as the effective sample size, as in Table 2. This panel is descriptive and was not used for formal inference.

Model and complexity Observations, n Unsafe major errors, n (%) Unsafe major error-free rate, % (95% CI)
GPT-5.3

Low 96 0 (0) 100 (80.6-100)

Medium 126 0 (0) 100 (84.5-100)

High 138 8 (5.8) 94.2 (84.4-98)
Gemini 3 Flash

Low 96 0 (0) 100 (80.6-100)

Medium 126 6 (4.8) 95.2 (86.3-98.5)

High 138 32 (23.2) 76.8 (64.7-85.7)
DeepSeek V3.2

Low 96 9 (9.4) 90.6 (76.5-96.6)

Medium 126 30 (23.8) 76.2 (61.7-86.4)

High 138 80 (58) 42 (25.8-60.2)

aICC: intraclass correlation coefficient.