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Takes Fujita

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#artificial intelligence Preprint Sep 2026

Information Set Emulation: Causal Certificates for AI Derived EHR Features

AI and large language models can recover clinically meaningful features from electronic health records (EHRs), but predictive usefulness does not establish admissibility for causal inference. We introduce information set emulation: an AI typed lift attaches source evidence, clinical and recording times, decision-time a...

Takes Fujita, N. Hattori · 0 citations

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