TAPER embeds medical codes with a time-masked transformer and clinical notes with BERT, then concatenates the two with demographics to improve ICU mortality, readmission, and length-of-stay prediction on MIMIC-III.
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TAPER: Time-Aware Patient EHR Representation
TAPER embeds medical codes with a time-masked transformer and clinical notes with BERT, then concatenates the two with demographics to improve ICU mortality, readmission, and length-of-stay prediction on MIMIC-III.