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Literature-Augmented Clinical Outcome Prediction
[article]
2022
arXiv
pre-print
We present BEEP (Biomedical Evidence-Enhanced Predictions), a novel approach for clinical outcome prediction that retrieves patient-specific medical literature and incorporates it into predictive models. Based on each individual patient's clinical notes, we train language models (LMs) to find relevant papers and fuse them with information from notes to predict outcomes such as in-hospital mortality. We develop methods to retrieve literature based on noisy, information-dense patient notes, and
arXiv:2111.08374v3
fatcat:okn3mre725hmhm3rrryhgrq65i