Machine Learning Model to Extract Malnutrition Data from Nursing Notes.
Stud Health Technol Inform
; 310: 1452-1453, 2024 Jan 25.
Article
em En
| MEDLINE
| ID: mdl-38269692
ABSTRACT
Malnutrition is a severe health problem that is prevalent in older people residing in residential aged care facilities. Recent advancements in machine learning have made it possible to extract key insight from electronic health records. To date, few researchers applied these techniques to classify nursing notes automatically. Therefore, we propose a model based on ClinicalBioBert to identify malnutrition notes. We evaluated our approach with two mainstream approaches. Our approach had the highest F1-score of 0.90.
Palavras-chave
Texto completo:
1
Base de dados:
MEDLINE
Assunto principal:
Desnutrição
/
Registros Eletrônicos de Saúde
Idioma:
En
Ano de publicação:
2024
Tipo de documento:
Article