250 citations · 318 across the 14 of their papers we have counts for
4 papers · 1 filter
Deep learning-based NLP Data Pipeline for EHR Scanned Document Information Extraction
Enshuo Hsu, Ioannis Malagaris, Yong-Fang Kuo +2
Scanned documents in electronic health records (EHR) have been a challenge for decades, and are expected to stay in the foreseeable future. Current approaches for processing often…
Searching for Scientific Evidence in a Pandemic: An Overview of TREC-COVID
Kirk Roberts, Tasmeer Alam, Steven Bedrick +6
We present an overview of the TREC-COVID Challenge, an information retrieval (IR) shared task to evaluate search on scientific literature related to COVID-19. The goals of TREC-COV…
Three-level Hierarchical Transformer Networks for Long-sequence and Multiple Clinical Documents Classification
Yuqi Si, Kirk Roberts
We present a Three-level Hierarchical Transformer Network (3-level-HTN) for modeling long-term dependencies across clinical notes for the purpose of patient-level prediction. The n…
Generalized and Transferable Patient Language Representation for Phenotyping with Limited Data
Yuqi Si, Elmer V Bernstam, Kirk Roberts
The paradigm of representation learning through transfer learning has the potential to greatly enhance clinical natural language processing. In this work, we propose a multi-task p…