49 citations · 140 across the 4 of their papers we have counts for
4 papers
BERT-XML: Large Scale Automated ICD Coding Using BERT Pretraining
Zachariah Zhang, Jingshu Liu, Narges Razavian
Clinical interactions are initially recorded and documented in free text medical notes. ICD coding is the task of classifying and coding all diagnoses, symptoms and procedures asso…
Deep EHR: Chronic Disease Prediction Using Medical Notes
Jingshu Liu, Zachariah Zhang, Narges Razavian
Early detection of preventable diseases is important for better disease management, improved inter-ventions, and more efficient health-care resource allocation. Various machine lea…
Multi-task Prediction of Disease Onsets from Longitudinal Lab Tests
Narges Razavian, Jake Marcus, David Sontag
Disparate areas of machine learning have benefited from models that can take raw data with little preprocessing as input and learn rich representations of that raw data in order to…
Temporal Convolutional Neural Networks for Diagnosis from Lab Tests
Narges Razavian, David Sontag
Early diagnosis of treatable diseases is essential for improving healthcare, and many diseases' onsets are predictable from annual lab tests and their temporal trends. We introduce…