Please use this identifier to cite or link to this item:
|Title: ||Ontology based classification of electronic health records to support value-based health care|
|Authors: ||Dal Bosco, Avner|
|Keywords: ||Value-based health care|
|Issue Date: ||Oct-2021|
|Citation: ||Bosco A.D., Vieira R., Zanotto B., da Silva Etges A.P.B. (2021) Ontology Based Classification of Electronic Health Records to Support Value-Based Health Care. In: Britto A., Valdivia Delgado K. (eds) Intelligent Systems. BRACIS 2021. Lecture Notes in Computer Science, vol 13073. Springer, Cham. https://doi.org/10.1007/978-3-030-91702-9_24|
|Abstract: ||Value-based health care management models require a precise accounting of health indexes such as risk events monitoring, clinical conditions, patient handling and outcomes. Currently this accounting is performed by manually reading and searching through electronic health records for these indexes.
Our research proposes a way to make this an autonomous task that is performed by a computer using a Portuguese free-text concept classifier model based on ontologies.
To validate our model we tested it on digital clinical records from 191 patients under ischemic stroke care. We have selected 30 management indexes to be identified in these texts. Our model reached, on average 56,8% of f1-score, varying from 5,83% to 94,78% f1-score across different management indexes.|
|Appears in Collections:||CIDEHUS - Artigos em Livros de Actas/Proceedings|
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.