Research map / Probabilistic and scientific modeling / Treatment effects
Counterfactual Randomization: Rescuing Experimental Studies from Obscured Confounding
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| cluster actors into intent equivalence classes (ablation) | HI-RDC online agent · Confounded Physicians MABUC | cumulative u-regret: 153.52 -> 68.13 | Helped |
| choose calibration set by heuristics instead of at random (ablation) | HI-RDC-RCT agent · Confounded Physicians MABUC | cumulative u-regret: 67.28 -> 46.78 | Helped |
| add HI-RCT calibration set (random selection) (ablation) | HI-RDC-L agent · Confounded Physicians MABUC | cumulative u-regret: 68.13 -> 67.28 | No clear effect |
| combine intents of both physicians instead of a single physician's intent | RDC recommender · Confounded Physicians example | expected recovery rate: 72.5% -> 77.5% | Helped |
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