Type 2 Diabetes Risk Prediction on MIMIC-IV
0.6441AUCLLaMA3.2-1B-ft
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LLaMA3.2-1B-ftBackbone=LLaMA-3.2-1B, Evaluation protocol=fine-tuned2025.11 | 0.6441 | 0.5917 | 0.6389 | 0.4694 | 0.5738 | 0.7292 | |
| CLSTM2025.11 | 0.6308 | 0.5962 | 0.6396 | 0.483 | 0.5778 | 0.7222 | |
| HIT-GNN2025.11 | 0.6297 | 0.6288 | 0.6327 | 0.6327 | 0.625 | 0.625 | |
| GPT-4oEvaluation protocol=0-shot2025.11 | 0.5775 | 0.5181 | 0.7556 | 0.2313 | 0.5407 | 0.9236 | |
| DeepSeek-V3Evaluation protocol=0-shot2025.11 | 0.5502 | 0.4785 | 0.6923 | 0.1837 | 0.5238 | 0.9167 | |
| LLaMA3.1-8BBackbone=LLaMA-3.1-8B, Evaluation protocol=0-shot2025.11 | 0.5371 | 0.5103 | 0.6154 | 0.2721 | 0.5265 | 0.8264 | |
| REVEAL2025.11 | 0.5313 | 0.516 | 0.5521 | 0.3605 | 0.5179 | 0.7014 | |
| LLaMA3.1-8B-SCBackbone=LLaMA-3.1-8B, Evaluation protocol=self-consistency2025.11 | 0.5212 | 0.4343 | 0.6667 | 0.1224 | 0.5114 | 0.9375 | |
| LLaMA3.2-1BBackbone=LLaMA-3.2-1B, Evaluation protocol=0-shot2025.11 | 0.4 | 0.331 | 0 | 0 | 0.4948 | 0.01 |