Search Results for author: Nicola Sahar

Found 3 papers, 1 papers with code

ICDBigBird: A Contextual Embedding Model for ICD Code Classification

no code implementations BioNLP (ACL) 2022 George Michalopoulos, Michal Malyska, Nicola Sahar, Alexander Wong, Helen Chen

The International Classification of Diseases (ICD) system is the international standard for classifying diseases and procedures during a healthcare encounter and is widely used for healthcare reporting and management purposes.

Classification Code Classification +2

Active learning for medical code assignment

no code implementations12 Apr 2021 Martha Dais Ferreira, Michal Malyska, Nicola Sahar, Riccardo Miotto, Fernando Paulovich, Evangelos Milios

Machine Learning (ML) is widely used to automatically extract meaningful information from Electronic Health Records (EHR) to support operational, clinical, and financial decision-making.

Active Learning Decision Making +4

End-to-end Named Entity Recognition and Relation Extraction using Pre-trained Language Models

1 code implementation20 Dec 2019 John Giorgi, Xindi Wang, Nicola Sahar, Won Young Shin, Gary D. Bader, Bo wang

In this paper, we propose a neural, end-to-end model for jointly extracting entities and their relations which does not rely on external NLP tools and which integrates a large, pre-trained language model.

Language Modelling named-entity-recognition +5

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