Causal Effect Prediction on Medical claims pancytopenia occurrence (test)
47Rate @ 0.999CaML (ours)
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CaML (ours)Training Protocol=Meta-learning, Meta-training=true2023.01 | 47 | 37 | 23 | 15 | 20 | 30 | 43 | 51 | 51 | 40 | 25 | 17 | |
| CaML - w/o meta-learningTraining Protocol=Single-task, Meta-learning=false2023.01 | 45 | 38 | 21 | 13 | 19 | 28 | 38 | 45 | 49 | 41 | 23 | 15 | |
| CaML w/o RA-learnerTraining Protocol=Meta-learning, RA-learner=disabled2023.01 | 40 | 33 | 24 | 15 | 18 | 28 | 42 | 50 | 44 | 36 | 26 | 17 | |
| RA-learnerTraining Protocol=Single-task2023.01 | 28 | 26 | 17 | 10 | 10 | 19 | 30 | 37 | 30 | 28 | 18 | 11 | |
| S-learner w/ meta-learningTraining Protocol=Meta-learning, Meta-training=true2023.01 | 27 | 16 | 8 | 4 | 9 | 10 | 13 | 15 | 29 | 18 | 9 | 5 | |
| T-learner w/ meta-learningTraining Protocol=Meta-learning, Meta-training=true2023.01 | 27 | 16 | 8 | 4 | 9 | 10 | 13 | 15 | 29 | 18 | 9 | 5 | |
| GraphITETraining Protocol=Meta-learning, Meta-training=true2023.01 | 25 | 15 | 6 | 3 | 8 | 10 | 11 | 13 | 27 | 16 | 7 | 4 | |
| T-learnerTraining Protocol=Single-task2023.01 | 10 | 7 | 5 | 4 | 5 | 7 | 11 | 13 | 10 | 8 | 6 | 4 | |
| TARNetTraining Protocol=Single-task2023.01 | 4 | 3 | 2 | 2 | 1 | 2 | 4 | 6 | 5 | 4 | 3 | 2 | |
| FlexTENetTraining Protocol=Single-task2023.01 | 2 | 2 | 4 | 3 | 1 | 3 | 8 | 12 | 2 | 3 | 4 | 4 | |
| RandomTraining Protocol=Single-task2023.01 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | |
| X-learnerTraining Protocol=Single-task2023.01 | 0 | -1 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 1 | |
| SINTraining Protocol=Meta-learning, Meta-training=true2023.01 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 3 | 0 | 1 | 1 | 1 | |
| R-learnerTraining Protocol=Single-task2023.01 | -1 | -1 | -1 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 1 | |
| DragonNetTraining Protocol=Single-task2023.01 | -1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |