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Implementation of Telemedicine for Patients With Dementia and Their Caregivers: Scoping Review
J Med Internet Res 2025;27:e65667
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The Applications of Large Language Models in Mental Health: Scoping Review
Calculations and data charting were performed using R software (version 4.4.2) developed at Bell Laboratories by John Chambers and colleagues, and Py Charm software developed by Jet Brains.
The initial search yielded 4859 records, of which 467 duplicates were removed. Of the remaining 4392 records, 4084 records were removed due to the contents irrelevant to mental health or not using LLMs. After the full-text screening, 95 articles fulfilled the inclusion criteria (Figure 1).
J Med Internet Res 2025;27:e69284
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This study received approval from the Ethics Committee of the Shandong University School of Nursing and Rehabilitation (2020-R-063). All participants provided electronic informed consent. The trial was registered with the Chinese Clinical Trial Registry (Chi CTR2100052269), and the detailed trial protocol is available in Multimedia Appendix 1 [1-4,6-8,11,16-21,23-25,27,30,32-66]. All data from participants were strictly confidential and protected by privacy law.
J Med Internet Res 2025;27:e68084
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Current Technological Advances in Dysphagia Screening: Systematic Scoping Review
Wang et al [82] suggested that a test sample size of 98 might be necessary for deep learning, as estimated based on statistical heuristics. Data augmentation and other techniques such as undersampling, penalization, and Monte Carlo simulation could be used to address class imbalance problem because of scarcity of patients with dysphagia in the dataset.
J Med Internet Res 2025;27:e65551
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Missing data were handled using multiple imputations with the mice package in R (R Foundation for Statistical Computing) [33]. Ultimately, 2497 (84.6%) students who completed the questionnaires across all 3 waves were included in the final analysis. At each time point (baseline, T1; 12-month follow-up, T2; 24-month follow-up, T3), self-reported questionnaires covering demographics, psychological distress, and IA were administered during a class break.
J Med Internet Res 2025;27:e70680
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