ICDBigBird: A Contextual Embedding Model for ICD Code Classification
George Michalopoulos, Michal Malyska, Nicola Sahar, Alexander Wong, Helen Chen
Abstract
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. Assigning correct codes for clinical procedures is important for clinical, operational and financial decision-making in healthcare.
Topics & Concepts
Computer scienceWord embeddingTask (project management)EmbeddingProcess (computing)Artificial intelligenceHealth careICD-10Machine learningGraphNatural language processingTheoretical computer scienceManagementPsychologyOperating systemEconomic growthEconomicsPsychiatryBiomedical Text Mining and OntologiesMachine Learning in HealthcareMedical Coding and Health Information