Search Results for author: Zachary Abrams

Found 2 papers, 0 papers with code

Identifying Dementia Subtypes with Electronic Health Records

no code implementations31 Jan 2022 Sayantan Kumar, Zachary Abrams, Suzanne Schindler, Nupur Ghoshal, Philip Payne

Our results indicate both inter-subtype variability, which indicates the variability amongst dementia subtypes for a particular component score even with the same CDR and (ii) intra-subtype variability, which indicates the variation in the 6 component scores within a particular dementia subtype.

Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction

no code implementations9 Oct 2021 Sayantan Kumar, Sean C. Yu, Thomas Kannampallil, Zachary Abrams, Andrew Michelson, Philip R. O. Payne

Complex deep learning models show high prediction tasks in various clinical prediction tasks but their inherent complexity makes it more challenging to explain model predictions for clinicians and healthcare providers.

Explainable Models ICU Mortality

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