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Causally-informed Deep Learning towards Explainable and Generalizable Outcomes Prediction in Critical Care

2025-03-20

Abstract excerpt

<title>Abstract</title> <p>Recent advances in deep learning (DL) have prompted the development of high-performing early warning score (EWS) systems, predicting clinical deteriorations such as acute kidney injury, acute myocardial infarction, or circulatory failure. DL models have proven to be powerful tools for various tasks but come with the cost of lacking interpretability and limited generalizability, hinderin...

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Literature Corpus work
a6c4da37-ca77-5bcb-8ea0-b480d6bb5bfa
DOI
10.21203/rs.3.rs-5773165/v1
Open publication

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Causally-informed Deep Learning towards Explainable and Generalizable Outcomes Prediction in Critical CareDOI 10.21203/rs.3.rs-5773165/v1
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