Stroke outcome prediction on Stroke Outcome Prediction Dataset
1MAEGPT 4.1
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GPT 4.1Model Type=State-of-the-art proprietary LLM2025.12 | 1 | 77.9 | 32.5 | |
| Chain-of-Thought Outcome Prediction Engine (COPE)Model Type=Proposed Chain-of-thought engine2025.12 | 1.01 | 74.4 | 32.8 | |
| Single-Step LLMModel Type=LLM (Single-step prediction)2025.12 | 1.2 | 67.5 | 29.7 | |
| Clinical BERTModel Type=Conventional language model2025.12 | 1.24 | 64.5 | 28.5 | |
| Clinical MLModel Type=Classical machine learning model2025.12 | 1.28 | 60.5 | 26.9 |