Lung cancer early detection on Longitudinal EHRs (never-smoker)
0.835AUROCTraj-Evolve (ExPool+MARL)
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Traj-Evolve (ExPool+MARL)Model Family=LLM, Fine-tuning=SFT, Data Modalities=All2026.06 | 0.835 | 0.279 | 0.68 | 0.905 | 0.2 | 0.988 | 0.309 | |
| Traj-Evolve (MARL)Model Family=LLM, Fine-tuning=SFT, Data Modalities=All2026.06 | 0.822 | 0.259 | 0.728 | 0.854 | 0.158 | 0.989 | 0.257 | |
| Traj-Evolve (ExPool)Model Family=LLM, Fine-tuning=Few-shot, Data Modalities=All2026.06 | 0.819 | 0.269 | 0.542 | 0.927 | 0.194 | 0.984 | 0.286 | |
| RAGModel Family=LLM, Fine-tuning=Zero-shot, Data Modalities=All2026.06 | 0.78 | 0.185 | 0.697 | 0.786 | 0.12 | 0.988 | 0.196 | |
| Traj-CoAModel Family=LLM, Fine-tuning=Zero-shot, Data Modalities=All2026.06 | 0.775 | 0.227 | 0.665 | 0.817 | 0.136 | 0.987 | 0.215 | |
| Clinical ModernBERTModel Family=BERT, Fine-tuning=SFT, Data Modalities=All2026.06 | 0.755 | 0.103 | 0.825 | 0.64 | 0.074 | 0.991 | 0.134 | |
| GPT-OSS-20BModel Family=LLM, Fine-tuning=Zero-shot, Data Modalities=All2026.06 | 0.755 | 0.197 | 0.622 | 0.823 | 0.115 | 0.985 | 0.19 | |
| XgboostModel Family=ML, Fine-tuning=SFT, Data Modalities=Codes2026.06 | 0.706 | 0.078 | 0.616 | 0.819 | 0.105 | 0.985 | 0.178 | |
| LRModel Family=ML, Fine-tuning=SFT, Data Modalities=Codes2026.06 | 0.678 | 0.055 | 0.69 | 0.685 | 0.07 | 0.985 | 0.127 | |
| PatientTMModel Family=DL, Fine-tuning=SFT, Data Modalities=Codes, Texts2026.06 | 0.623 | 0.043 | 0.834 | 0.468 | 0.051 | 0.989 | 0.096 | |
| LCRATModel Family=Clinical, Fine-tuning=Zero-shot, Data Modalities=Clinical2026.06 | 0.606 | 0.046 | 0.726 | 0.58 | 0.059 | 0.985 | 0.107 | |
| RETAINModel Family=DL, Fine-tuning=SFT, Data Modalities=Codes2026.06 | 0.571 | 0.045 | 0.776 | 0.442 | 0.047 | 0.985 | 0.087 |