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 implementations • 12 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

Multiple Sclerosis Severity Classification From Clinical Text

no code implementations • EMNLP (ClinicalNLP) 2020 • Alister D Costa, Stefan Denkovski, Michal Malyska, Sae Young Moon, Brandon Rufino, Zhen Yang, Taylor Killian, Marzyeh Ghassemi

Next, we present MSBC, a classifier that applies MS-BERT to generate embeddings and predict EDSS and functional subscores.

Classification General Classification