Information Set Emulation: Causal Certificates for AI Derived EHR Features
stat.ME, cs.AI, q-bio.QM
Submitted: 2026-09-15
Updated: 2026-09-15
Comments: 44 pages, 1 figure. Ancillary files include simulation code, seeds, and replicate-level results
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- Inference for Regression with Variables Generated by AI or Machine Learning
- Deconfounding Scores and Representation Learning for Causal Effect Estimation with Weak Overlap
- Deconfounding Scores: Feature Representations for Causal Effect Estimation with Weak Overlap
- LLM-Extracted Covariates for Clinical Causal Inference: Rethinking Integration Strategies
- Leveraging text data for causal inference using electronic health records
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