Prediction of mortality risk of health checkup participants using machine learning-based models: the J-SHC study

Early detection and treatment of diseases through health checkups are effective in improving life expectancy. In this study, we compared the predictive ability for 5-year mortality between two machine learning-based models (gradient boosting decision tree [XGBoost] and neural network) and a conventi...

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Detalles Bibliográficos
Autores principales: Kawano, Kazuharu, Otaki, Yoichiro, Suzuki, Natsuko, Fujimoto, Shouichi, Iseki, Kunitoshi, Moriyama, Toshiki, Yamagata, Kunihiro, Tsuruya, Kazuhiko, Narita, Ichiei, Kondo, Masahide, Shibagaki, Yugo, Kasahara, Masato, Asahi, Koichi, Watanabe, Tsuyoshi, Konta, Tsuneo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9391467/
https://www.ncbi.nlm.nih.gov/pubmed/35986034
http://dx.doi.org/10.1038/s41598-022-18276-8

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