MIMIC-CDM - Cholecystitis: leaderboard

MIMIC-CDM restricted to cholecystitis cases: the model reads a real de-identified admission’s history, labs and imaging reports and has to reach the diagnosis. Accuracy on that pathology alone.

Metric: Accuracy (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 15 models tracked.

Top models

#ModelScoreOverall rank
1Gemma 2 27B70.2#806
2Gemma 3 27B (IT)65.7#523
3MedGemma-4B-IT61.6#853
4Gemma 3 12B (IT)59.4#664
5Llama 3 70B Instruct59#634
6Llama 3.3 70B Instruct56.8#534
7Gemma 3 4B (IT)55.7#992
8Llama 3.1 70B Instruct51.7#561
9DeepSeek R1 Distill Llama 70B41.2#594
10Gemma 3 1B (IT)15.9#1504

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=mimic-cdm-cholecystitis · How It Works · Data refreshed daily, snapshot 2026-10-20.