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Early Detection of Dementia in Populations With Type 2 Diabetes: Predictive Analytics Using Machine Learning Approach

(A) 5-year follow-up of dementia incidence using machine learning models, (B) 10-year follow-up of dementia incidence using machine learning models, (C) 5-year follow-up of dementia incidence using the ANN model, and (D) 10-year follow-up of dementia incidence using the ANN model. ANN: artificial neural network; AUC: area under the curve; LGBM: light gradient boosting machine; XGB: extreme gradient boosting.

Phan Thanh Phuc, Phung-Anh Nguyen, Nam Nhat Nguyen, Min-Huei Hsu, Nguyen Quoc Khanh Le, Quoc-Viet Tran, Chih-Wei Huang, Hsuan-Chia Yang, Cheng-Yu Chen, Thi Anh Hoa Le, Minh Khoi Le, Hoang Bac Nguyen, Christine Y Lu, Jason C Hsu

J Med Internet Res 2024;26:e52107

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Association Between Social Media Use and Cancer Screening Awareness and Behavior for People Without a Cancer Diagnosis: Matched Cohort Study

The measures of cancer screening awareness consisted of 3 dependent variables, which were assessed by 3 questions: (1) “Have you ever heard of the hepatitis C virus (also known as Hep C or HCV)?”; (2) “Have you ever heard of HPV?”; (3) “Before today, have you ever heard of the cervical cancer vaccine or HPV shot?” Participants indicated their response with either a “yes” (1) or “no” (0).

Lei Qin, Xiaomei Zhang, Anlin Wu, James S Miser, Yen-Lin Liu, Jason C Hsu, Ben-Chang Shia, Linglong Ye

J Med Internet Res 2021;23(8):e26395

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