JMIR mHealth and uHealth

Poor sleep in college students and young adults can also contribute to long-term sleep disturbances that may persist into adulthood [15]. Meta-analyses conducted by Friedrich and Schlarb [16] and Saruhanjan et al [17] have indicated that psychological interventions exert a substantial moderate-to-large effect on sleep-related outcomes in college students.

Yi-An Lu, Hui-Chen Lin, Pei-Shan Tsai

J Med Internet Res 2025;27:e69657

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Large Language Models and Artificial Neural Networks for Assessing 1-Year Mortality in Patients With Myocardial Infarction: Analysis From the Medical Information Mart for Intensive Care IV (MIMIC-IV) Database

Boqun Shi, Liangguo Chen, Shuo Pang, Yue Wang, Shen Wang, Fadong Li, Wenxin Zhao, Pengrong Guo, Leli Zhang, Chu Fan, Yi Zou, Xiaofan Wu

J Med Internet Res 2025;27:e67253

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Population-Wide Depression Incidence Forecasting Comparing Autoregressive Integrated Moving Average and Vector Autoregressive Integrated Moving Average to Temporal Fusion Transformers: Longitudinal Observational Study

In addition, the World Health Organization reported insufficient spending on mental health over the total government health expenditure and called for estimating, planning, and monitoring the expenditure on mental health services over the long term [6]. An accurate projection of disease burden is essential for the planning of health care resources and improving the preparedness of health care systems to respond to foreseeable demand [7].

Deliang Yang, Yiyi Tang, Vivien Kin Yi Chan, Qiwen Fang, Sandra Sau Man Chan, Hao Luo, Ian Chi Kei Wong, Huang-Tz Ou, Esther Wai Yin Chan, David Makram Bishai, Yingyao Chen, Martin Knapp, Mark Jit, Dawn Craig, Xue Li

J Med Internet Res 2025;27:e67156

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Telehealth Interventions in Pharmacy Practice: Systematic Review of Reviews and Recommendations

Rachel Lai Kay Chong, Andrew Siang Ee Chan, Crystal Min Siu Chua, Yi Feng Lai

J Med Internet Res 2025;27:e57129

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Diagnosis of Sarcopenia Using Convolutional Neural Network Models Based on Muscle Ultrasound Images: Prospective Multicenter Study

The transducer was oriented perpendicularly to the long axis of the RF to capture three to five cross-sectional images of RF. The ultrasound images were saved in DICOM or JPG format for further processing and analysis.

Zi-Tong Chen, Xiao-Long Li, Feng-Shan Jin, Yi-Lei Shi, Lei Zhang, Hao-Hao Yin, Yu-Li Zhu, Xin-Yi Tang, Xi-Yuan Lin, Bei-Lei Lu, Qun Wang, Li-Ping Sun, Xiao-Xiang Zhu, Li Qiu, Hui-Xiong Xu, Le-Hang Guo

J Med Internet Res 2025;27:e70545

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Online Health Information–Seeking Behaviors Among the Chongqing Population: Cross-Sectional Questionnaire Study

Honghui Rong, Lu Lu, Miao He, Tian Guo, Xian Li, Qingliu Tao, Yixin Li, Chuanfen Zheng, Ling Zhang, Fengju Li, Dali Yi, Enyu Lei, Ting Luo, Qinghua Yang, Ji-an Chen

JMIR Form Res 2025;9:e56028

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The Applications of Large Language Models in Mental Health: Scoping Review

Studies that did not use large language models (those using natural language processing or long short-term memory were also excluded). The first round of screening was based on titles, keywords, and abstracts (4392/4859, 90.39%). These articles were divided into 6 subsets (each subset includes 732 papers). A total of 6 researchers (JL, PL, BW, YY, HZ, and CN) independently reviewed each part of the papers, including the titles, keywords, and abstracts.

Yu Jin, Jiayi Liu, Pan Li, Baosen Wang, Yangxinyu Yan, Huilin Zhang, Chenhao Ni, Jing Wang, Yi Li, Yajun Bu, Yuanyuan Wang

J Med Internet Res 2025;27:e69284

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Correction: Improving the Robustness and Clinical Applicability of Automatic Respiratory Sound Classification Using Deep Learning–Based Audio Enhancement: Algorithm Development and Validation

The fourth author’s name has been corrected from: Chu-Hsiang Huang to: Chun-Hsiang Huang Additionally, the affiliation of authors Chun-Hsiang Huang, Chi-Hsin Chen, and Cheng-Yi Fan has been updated from: 3 Department of Emergency Medicine, National Taiwan University Hsin-Chu Hospital, Hsinchu, Taiwan to: 3 Department of Emergency Medicine, National Taiwan University Hospital Hsin-Chu Branch, Hsinchu, Taiwan Edward Pei-Chuan Huang’s affiliation has also been updated from: 3 Department of Emergency Medicine, National

Jing-Tong Tzeng, Jeng-Lin Li, Huan-Yu Chen, Chun-Hsiang Huang, Chi-Hsin Chen, Cheng-Yi Fan, Edward Pei-Chuan Huang, Chi-Chun Lee

JMIR AI 2025;4:e76150

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Effect of Digital Exercise Therapy on the Pain and Physical Function of Patients With Osteoarthritis: Systematic Review and Meta-Analysis

Our findings align with a previous review of digital therapeutic tools for exercise programs in knee OA [38], which reported significant pain improvements in 10 of 11 studies but did not address long-term outcomes. This underscores the potential of digital modalities for short-term symptom management while highlighting the need for strategies to prolong therapeutic effects. The loss of effect at follow-up is an important finding that warrants further exploration.

Jing Long, Jikai You, Yanan Yang

J Med Internet Res 2025;27:e66037

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