Machine learning model for age related macular degeneration based on pesticides: the National Health and Nutrition Examination Survey 2007–2008 DOI Creative Commons
Jiankang Liu, Baohua Wang, Qiuming Li

и другие.

Frontiers in Public Health, Год журнала: 2025, Номер 13

Опубликована: Апрель 16, 2025

Age-related macular degeneration (AMD) is the most common cause of irreversible deterioration vision in older adults. Previous studies have found that exposure to pesticides can lead a worsening AMD. In this paper, information on pesticide and AMD from National Health Nutrition Examination Survey (NHANES) database was used divide data into training set validation set. Firstly, correlation between variables model analyzed. The then built using nine machine learning algorithms verified Finally, it random forest has high predictive value, its Receiver Operating Characteristic (ROC) value 0.75. SHapley additive interpretation (SHAP) analysis rank importance each variable model, chlorpyrifos malathion had quite significant effects occurrence development

Язык: Английский

Machine learning model for age related macular degeneration based on pesticides: the National Health and Nutrition Examination Survey 2007–2008 DOI Creative Commons
Jiankang Liu, Baohua Wang, Qiuming Li

и другие.

Frontiers in Public Health, Год журнала: 2025, Номер 13

Опубликована: Апрель 16, 2025

Age-related macular degeneration (AMD) is the most common cause of irreversible deterioration vision in older adults. Previous studies have found that exposure to pesticides can lead a worsening AMD. In this paper, information on pesticide and AMD from National Health Nutrition Examination Survey (NHANES) database was used divide data into training set validation set. Firstly, correlation between variables model analyzed. The then built using nine machine learning algorithms verified Finally, it random forest has high predictive value, its Receiver Operating Characteristic (ROC) value 0.75. SHapley additive interpretation (SHAP) analysis rank importance each variable model, chlorpyrifos malathion had quite significant effects occurrence development

Язык: Английский

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