BERT-XML: Large Scale Automated ICD Coding Using BERT Pretraining

no code implementations • EMNLP (ClinicalNLP) 2020 • Zachariah Zhang, Jingshu Liu, Narges Razavian

In this paper, we propose a machine learning model, BERT-XML, for large scale automated ICD coding from EHR notes, utilizing recently developed unsupervised pretraining that have achieved state of the art performance on a variety of NLP tasks.

Deep EHR: Chronic Disease Prediction Using Medical Notes

1 code implementation • Machine Learning for Health Care conference 2018 • 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.

Disease Prediction Management

Iterated geometric harmonics for data imputation and reconstruction of missing data

no code implementations • 4 Nov 2014 • Chad Eckman, Jonathan A. Lindgren, Erin P. J. Pearse, David J. Sacco, Zachariah Zhang

The method of geometric harmonics is adapted to the situation of incomplete data by means of the iterated geometric harmonics (IGH) scheme.

Imputation