Search Results for author: Judy W. Gichoya

Found 6 papers, 1 papers with code

Synthetically Enhanced: Unveiling Synthetic Data's Potential in Medical Imaging Research

1 code implementation15 Nov 2023 Bardia Khosravi, Frank Li, Theo Dapamede, Pouria Rouzrokh, Cooper U. Gamble, Hari M. Trivedi, Cody C. Wyles, Andrew B. Sellergren, Saptarshi Purkayastha, Bradley J. Erickson, Judy W. Gichoya

This study examines the impact of synthetic data supplementation, using diffusion models, on the performance of deep learning (DL) classifiers for CXR analysis.

Denoising

Multi-label natural language processing to identify diagnosis and procedure codes from MIMIC-III inpatient notes

no code implementations17 Mar 2020 A. K. Bhavani Singh, Mounika Guntu, Ananth Reddy Bhimireddy, Judy W. Gichoya, Saptarshi Purkayastha

In the United States, 25% or greater than 200 billion dollars of hospital spending accounts for administrative costs that involve services for medical coding and billing.

Language Modelling Multi-Label Classification

Natural language processing of MIMIC-III clinical notes for identifying diagnosis and procedures with neural networks

no code implementations28 Dec 2019 Siddhartha Nuthakki, Sunil Neela, Judy W. Gichoya, Saptarshi Purkayastha

In this paper, we report the performance of a natural language processing model that can map clinical notes to medical codes, and predict final diagnosis from unstructured entries of history of present illness, symptoms at the time of admission, etc.

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