Preliminary exploration of topic modelling representations for Electronic Health Records coding according to the International Classification of Diseases in Spanish

Nuria Lebena,Alberto Blanco,Alicia Perez,Arantza Casillas

Expert Systems with Applications（2022）

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摘要

In this work, we cope with the classification of Electronic Health Records (EHR) in Spanish according to the International Classification of Diseases (ICD). We employ Topic Models representing each document as a probabilistic distribution over topics, offering a low-dimensional representation of documents.

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关键词

Multi-label classification,Document classification,Electronic Health Records,ICD classification,Topic models,Partially labelled dirichlet allocation

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