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Ensemble machine learning approach for screening of coronary heart disease based on echocardiography and risk factors

BACKGROUND: Extensive clinical evidence suggests that a preventive screening of coronary heart disease (CHD) at an earlier stage can greatly reduce the mortality rate. We use 64 two-dimensional speckle tracking echocardiography (2D-STE) features and seven clinical features to predict whether one has...

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Detalles Bibliográficos
Autores principales: Zhang, Jingyi, Zhu, Huolan, Chen, Yongkai, Yang, Chenguang, Cheng, Huimin, Li, Yi, Zhong, Wenxuan, Wang, Fang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8196502/
https://www.ncbi.nlm.nih.gov/pubmed/34116660
http://dx.doi.org/10.1186/s12911-021-01535-5