Interpretable machine learning models for detecting peripheral neuropathy and lower extremity arterial disease in diabetics: an analysis of critical shared and unique risk factors.

Wu, Ya; Dong, Danmeng; Zhu, Lijie; Luo, Zihong; Liu, Yang; Xie, Xiaoyun

Wu, Ya; Dong, Danmeng; Zhu, Lijie; Luo, Zihong; Liu, Yang; Xie, Xiaoyun.

Afiliação

Wu Y; Department of Endocrinology and Metabolism, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China.
Dong D; School of Medicine, Anhui University of Science and Technology, Huainan, China.
Zhu L; Department of Endocrinology and Metabolism, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China.
Luo Z; School of Advanced Technology, Xi'an Jiaotong-Liverpool University, Suzhou, China.
Liu Y; Department of Geriatrics, Tongji Hospital, Tongji University School of Medicine, Shanghai, China.
Xie X; Department of Endocrinology and Metabolism, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China. xiaoyunxietj@126.com.

BMC Med Inform Decis Mak ; 24(1): 200, 2024 Jul 22.

Article em En | MEDLINE | ID: mdl-39039521

Assuntos

Neuropatias Diabéticas; Extremidade Inferior; Aprendizado de Máquina; Humanos; Masculino; Pessoa de Meia-Idade; Feminino; Fatores de Risco; Estudos Retrospectivos; Neuropatias Diabéticas/diagnóstico; Idoso; Doença Arterial Periférica; Pé Diabético

Palavras-chave

Diabetic peripheral neuropathy (DPN); Lower extremity arterial disease (LEAD); Machine learning (ML); Risk factor

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Extremidade Inferior / Neuropatias Diabéticas / Aprendizado de Máquina Limite: Aged / Female / Humans / Male / Middle aged Idioma: En Revista: BMC Med Inform Decis Mak Assunto da revista: INFORMATICA MEDICA Ano de publicação: 2024 Tipo de documento: Article País de afiliação: China

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