Clinical Time-Series Prediction on MIMIC-III (test)
85.79AUROCTreeText-CTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TreeText-CTS2026.05 | 85.79 | 50.11 | |
| GRU-D2026.05 | 85.41 | 50.08 | |
| DuETT2026.05 | 84.6 | 45.76 | |
| STraTS2026.05 | 84.59 | 47.05 | |
| KEDGN2026.05 | 84.25 | 47.34 | |
| mTAND2026.05 | 83.99 | 46.03 | |
| LOCF LSTM2026.05 | 82.4 | 48.11 | |
| LOCF Transformer2026.05 | 82.3 | 44.65 | |
| SEFT2026.05 | 81.46 | 40.34 | |
| TreeText-CTSNo patient gen.=true, No AR decode=true, Traceable evid.=true, Online lat. (s/pt)=0.0942026.05 | 0.8579 | 0.5011 | |
| Decode-FaithfulNo patient gen.=true, No AR decode=true, Traceable evid.=false, Online lat. (s/pt)=0.2132026.05 | 0.8394 | 0.4292 | |
| TimeCP-AdaptedNo patient gen.=false, No AR decode=false, Traceable evid.=false, Online lat. (s/pt)=272.2282026.05 | 0.8065 | 0.411 | |
| Record2Vec-AdaptedNo patient gen.=false, No AR decode=false, Traceable evid.=false, Online lat. (s/pt)=272.2282026.05 | 0.804 | 0.3692 | |
| Decode-AdaptedNo patient gen.=true, No AR decode=true, Traceable evid.=false, Online lat. (s/pt)=0.0742026.05 | 0.7933 | 0.3629 | |
| WRDP-AdaptedNo patient gen.=true, No AR decode=true, Traceable evid.=false, Online lat. (s/pt)=0.0712026.05 | 0.7843 | 0.358 | |
| Record2Vec-FaithfulNo patient gen.=false, No AR decode=false, Traceable evid.=false, Online lat. (s/pt)=272.3082026.05 | 0.7839 | 0.3738 | |
| WRDP-FaithfulNo patient gen.=true, No AR decode=true, Traceable evid.=false, Online lat. (s/pt)=0.2992026.05 | 0.7543 | 0.2958 | |
| TimeCP-FaithfulNo patient gen.=false, No AR decode=false, Traceable evid.=false, Online lat. (s/pt)=273.4732026.05 | 0.612 | 0.1453 |