CareTransition-Audit: leaderboard
Metric: Cohen kappa (-1 to 1) between the model labels and the clinician labels on the 46-question DISCHARGED audit checklist applied to 50 MIMIC-IV discharge summaries (Yes, No, Unclear or N/A per question), zero-shot with six prompts per summary and an indirect chain-of-thought instruction; summary-question pairs with an N/A label or an unparseable output are left out; higher is better. Source: arxiv.org. Saturation forecast: Around February 2027. 11 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.5 | 0.5 |
| 2 | Gemini 3 Flash (Preview) | 0.48 |
| 3 | DeepSeek V3.2 | 0.42 |
| 4 | GPT-5.4 | 0.42 |
| 5 | Nova 2.0 Lite (Non-reasoning) | 0.4 |
| 6 | Grok 4.1 Fast | 0.37 |
| 7 | GPT-4o | 0.37 |
| 8 | Llama 4 Maverick | 0.34 |
| 9 | Qwen 2.5 7B Instruct | 0.23 |
| 10 | Phi-4 | 0.05 |
Interactive version: theaggregate.ai/benchmark?slug=caretransition-audit · How It Works · Data refreshed daily, snapshot 2026-10-07.