Early detection for elderly people with musculoskeletal aging related diseases based on artificial intelligence model DOI

Minjuan Li,

Shuai Lu, Cheng Cheng

et al.

Research Square (Research Square), Journal Year: 2025, Volume and Issue: unknown

Published: April 16, 2025

Abstract Late-diagnosis is one of the main bottlenecks in musculoskeletal aging-related diseases prevention, and it urgent to build early detection model. Twenty-two features were included models based on binary multiple classification respectively by XGBoost. In testing, accuracy rate (63.74%~92.40%) AUC (0.74 ~ 0.96) binary-classification higher than (61.40% ~85.96%) (0.63 0.86) multiple-classification models. The optimal model had an 87.13% 0.92 including cooking, drinking milk, electronic devices use time, dental implant, decay, professional oral cleaning, falls past year, life satisfaction, degree pain or discomfort, indoor air improvement, drinking, body mass index, time spent indoors, grip grouping, SARC-F calf girth grouping bone density examination. elderly, can be detected epidemiological factors.

Language: Английский

Early detection for elderly people with musculoskeletal aging related diseases based on artificial intelligence model DOI

Minjuan Li,

Shuai Lu, Cheng Cheng

et al.

Research Square (Research Square), Journal Year: 2025, Volume and Issue: unknown

Published: April 16, 2025

Abstract Late-diagnosis is one of the main bottlenecks in musculoskeletal aging-related diseases prevention, and it urgent to build early detection model. Twenty-two features were included models based on binary multiple classification respectively by XGBoost. In testing, accuracy rate (63.74%~92.40%) AUC (0.74 ~ 0.96) binary-classification higher than (61.40% ~85.96%) (0.63 0.86) multiple-classification models. The optimal model had an 87.13% 0.92 including cooking, drinking milk, electronic devices use time, dental implant, decay, professional oral cleaning, falls past year, life satisfaction, degree pain or discomfort, indoor air improvement, drinking, body mass index, time spent indoors, grip grouping, SARC-F calf girth grouping bone density examination. elderly, can be detected epidemiological factors.

Language: Английский

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