Average Treatment Effect (ATE) Estimation on MIMIC-III clinical notes semi-synthetic (test)
0.1425Mean Absolute BiasCFRNet
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CFRNetEstimator=OR, Backbone=ClinicalBERT, Replications (R)=200, Bootstrap samples (B)=10002025.12 | 0.1425 | 0.1733 | 0.0215 | 20.5 | — | — | |
| TARNetEstimator=OR, Backbone=ClinicalBERT, Replications (R)=200, Bootstrap samples (B)=10002025.12 | 0.1448 | 0.178 | 0.0219 | 21 | — | — | |
| DragonNetEstimator=OR, Backbone=ClinicalBERT, Replications (R)=200, Bootstrap samples (B)=10002025.12 | 0.16 | 0.1989 | 0.0201 | 16.5 | — | — | |
| CATREstimator=OR, Backbone=ClinicalBERT, Replications (R)=200, Bootstrap samples (B)=10002025.12 | 0.1863 | 0.2306 | 0.0157 | 10 | — | — | |
| CausalBERTEstimator=OR, Backbone=ClinicalBERT, Replications (R)=200, Bootstrap samples (B)=10002025.12 | 0.1943 | 0.2434 | 0.0229 | 13.5 | — | — | |
| CATREstimator=AIPW, Backbone=ClinicalBERT, Replications (R)=200, Bootstrap samples (B)=10002025.12 | 0.261 | 0.3165 | 0.2649 | 90 | — | — | |
| DragonNetEstimator=AIPW, Backbone=ClinicalBERT, Replications (R)=200, Bootstrap samples (B)=10002025.12 | 0.32 | 0.4383 | 0.3289 | 85 | — | — | |
| CausalBERTEstimator=AIPW, Backbone=ClinicalBERT, Replications (R)=200, Bootstrap samples (B)=10002025.12 | 0.3506 | 0.4747 | 0.349 | 87.5 | — | — | |
| CATREstimator=IPW, Backbone=ClinicalBERT, Replications (R)=200, Bootstrap samples (B)=10002025.12 | 0.7038 | 0.8447 | 0.4938 | 76 | 0.3097 | 10.74 | |
| DragonNetEstimator=IPW, Backbone=ClinicalBERT, Replications (R)=200, Bootstrap samples (B)=10002025.12 | 1.188 | 1.044 | 0.617 | 35.5 | 0.2716 | 28.89 | |
| CausalBERTEstimator=IPW, Backbone=ClinicalBERT, Replications (R)=200, Bootstrap samples (B)=10002025.12 | 1.3928 | 1.1039 | 0.6485 | 48.5 | 0.2656 | 30.96 |