LLM-generated expert summaries of clinical notes, fused with vital signs and raw notes in an LSTM plus ClinicalBERT model, improve MIMIC-III in-hospital mortality prediction over a time-series-only baseline.
A multivariate timeseries modeling approach to severity of illness assessment and forecasting in icu with sparse, heterogeneous clinical data
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Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries
LLM-generated expert summaries of clinical notes, fused with vital signs and raw notes in an LSTM plus ClinicalBERT model, improve MIMIC-III in-hospital mortality prediction over a time-series-only baseline.