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Skip search results from other journals and go to results- 485 Journal of Medical Internet Research
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Yi et al [31] reported a mean depression score of 15.55 (SD 11.87) in Korean female college students, and Kim and Park [32] reported a mean score of 17.31 (SD 8.29) in Korean college students. As a cutoff score of 13 indicates a risk of clinical depression [29], most studies have found the average depression level in Korean young adults to be relatively high.
JMIR Form Res 2025;9:e71485
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While recommendations for adults suggest leaving the bed after 15-20 minutes of being awake [43], we modified the protocol to allow up to 30 min before instructing the participants to leave the bed. This adjustment aimed to provide a more flexible approach that was better suited to the needs of older individuals, ensuring that they could adapt to changes more comfortably while maintaining the principles of stimulus control therapy.
J Med Internet Res 2025;27:e67751
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After that, the DN had a brief follow-up discussion (approximately 5 min) with participants to provide ongoing support and complete data collection.
Textbox 1 details the discussion topics that guided the study visits between the DN and participants, and Multimedia Appendix 1 collates the most common questions asked by the DN.
JMIR Ment Health 2025;12:e70154
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For survey data preprocessing, we standardized continuous variables using a Min-Max scaler and applied one-hot encoding to categorical variables. For actigraphy data, temporal pattern characteristics were extracted using an autoencoder. An autoencoder is a neural network composed of an encoder and a decoder, which enables automatic feature learning from unlabeled data [58]. Eight actigraphy features were extracted across the 4 designated periods.
J Med Internet Res 2025;27:e69379
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On average, trained clinicians spent 36.7% (219.6 min) less time using the Epic system per day than controls at 3 months postcourse (Figure 2). Time spent in the Notes module per day was 56.6% (29 min) lower for trained clinicians than controls at 3 months post-course (Figure 3).
JMIR Form Res 2025;9:e68491
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The Korean version of the Beck Depression Inventory-II (BDI-II), developed by Beck et al [65] and validated by Kim et al [66], was used to assess changes in depression severity. The BDI-II is a 21-item standardized questionnaire that is widely used to evaluate depressive symptoms.
JMIR Mhealth Uhealth 2025;13:e50006
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