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Digital Health Interventions to Prevent Type 2 Diabetes Mellitus: Systematic Review

Digital Health Interventions to Prevent Type 2 Diabetes Mellitus: Systematic Review

Therefore, improving lifestyle can potentially help prevent T2 DM [1]. Diabetes prevention programs (DPPs) and other lifestyle modifications strategies have been applied worldwide, demonstrating that such changes can effectively reduce the risk of developing T2 DM [2-6]. Digital health interventions (DHIs), the application of digital technologies in health care [7], have transformed how health care is provided and experienced, leading to great health system efficiencies and clinical benefits [7-9].

Tuan Duong, Quita Olsen, Anish Menon, Leanna Woods, Wenyong Wang, Marlien Varnfield, Lee Jiang, Clair Sullivan

J Med Internet Res 2025;27:e67507

Daily Automated Prediction of Delirium Risk in Hospitalized Patients: Model Development and Validation

Daily Automated Prediction of Delirium Risk in Hospitalized Patients: Model Development and Validation

In contrast, it was difficult to prevent overfitting with the multilayer perceptron model; preventing this overfitting would likely require either a larger dataset or additional methods of regularization. All of the models showed a decrement in performance when restricted to patients who did not currently have delirium and a further decrement when restricted without prior delirium.

Kendrick Matthew Shaw, Yu-Ping Shao, Manohar Ghanta, Valdery Moura Junior, Eyal Y Kimchi, Timothy T Houle, Oluwaseun Akeju, Michael Brandon Westover

JMIR Med Inform 2025;13:e60442

Preventive Interventions for Internet Addiction in Young Children: Systematic Review

Preventive Interventions for Internet Addiction in Young Children: Systematic Review

Preventive interventions are essentially needed for children to prevent them from experiencing the negative consequences of internet addiction [8,25]. The high risks and prevalence of internet addiction in young children raised the urgency in exploring how best to prevent this problem. There is a need to understand how the existing preventive interventions have been developed, implemented, and assessed to prevent or reduce the risks of internet addiction in young children.

Yansen Theopilus, Abdullah Al Mahmud, Hilary Davis, Johanna Renny Octavia

JMIR Ment Health 2024;11:e56896