A machine learning-based data mining in medical examination data: a biological features-based biological age prediction model

Qing Yang, Sunan Gao, Junfen Lin, Ke Lyu, Zexu Wu, Yuhao Chen, Yinwei Qiu, Yanrong Zhao, Wei Wang, Tianxiang Lin, Huiyun Pan & Ming Chen
Abstract Background Biological age (BA) has been recognized as a more accurate indicator of aging than chronological age (CA). However, the current limitations include: insufficient attention to the incompleteness of medical data for constructing BA; Lack of machine learning-based BA (ML-BA) on the Chinese population; Neglect of the influence of model overfitting degree on the stability of the association results. Methods and results Based on the medical examination data of the Chinese population (45–90 years),...
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