Primary lung cancer diagnosis prediction on EHR-based lung cancer risk dataset (test)
0.766AUROCTraj-CoA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Traj-CoAModel Family=LLM (MedGemma), Prediction Method=Zero-shot, Context Window=8k x 152025.10 | 0.766 | 35.8 | 43.6 | 38 | |
| XGBoostModel Family=ML, Prediction Method=SFT, Context Window=—2025.10 | 0.763 | 36.7 | 39.3 | 37.9 | |
| RETAINModel Family=DL, Prediction Method=SFT, Context Window=—2025.10 | 0.757 | 34.6 | 32.1 | 33.3 | |
| RAG (MedGemma)Model Family=LLM (MedGemma), Prediction Method=Zero-shot, Context Window=1k x 322025.10 | 0.753 | 22.1 | 60.7 | 32.4 | |
| C-MBERTModel Family=BERT, Prediction Method=SFT, Context Window=8k2025.10 | 0.749 | 36.7 | 39.3 | 37.9 | |
| Traj-CoA (w/o EHRMem)Model Family=LLM (MedGemma), Prediction Method=Zero-shot, Context Window=8k x 152025.10 | 0.748 | 18.3 | 82.1 | 29.9 | |
| Vanilla (MedGemma)Model Family=LLM (MedGemma), Prediction Method=Zero-shot, Context Window=32k2025.10 | 0.743 | 34.5 | 35.7 | 35.1 | |
| LRModel Family=ML, Prediction Method=SFT, Context Window=—2025.10 | 0.741 | 30.6 | 39.3 | 34.4 | |
| PatientTMModel Family=DL, Prediction Method=SFT, Context Window=—2025.10 | 0.73 | 36.1 | 46.4 | 40.6 |