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Skip search results from other journals and go to results- 17 Journal of Medical Internet Research
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This approach helps to ensure that the models do not disproportionately favor the majority class during training, improving prediction performance on the minority class.
The dataset was split into training (80%) and testing (20%) sets while maintaining balanced target variable distributions across both. Next, one-hot encoding was applied to convert categorical variables into a binary format, and normalization was performed to scale numerical features.
JMIR Cardio 2025;9:e68066
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Measuring Mental Health in 2 Brazilian University Centers: Protocol for a Cohort Survey
The platform provides a convenient “survey queue” for participants to access the survey questionnaires and a “to-do list” so they can keep track of their progress. This allows for the tracking of initial participation, completeness status, and longitudinal data collection for all participants. The REDCap feature best suited to address automation of the communication process and is, furthermore, better at data collection is the automated invitations.
JMIR Res Protoc 2025;14:e63636
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Therapeutic Guidelines for the Self-Management of Major Depressive Disorder: Scoping Review
It should be noted that, regardless of the physical activity chosen, people with major depressive disorder need to make it part of their routine and do it [47] according to their tolerance and state of health [54]. An important concern in relation to physical activity for people with major depressive disorder is the fact that some of the common symptoms of depression (fatigue, lack of energy, psychomotor retardation, despair, and feelings of worthlessness) interfere with the motivation to exercise [57].
Interact J Med Res 2025;14:e63959
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Use of Digital Health Technologies for Dementia Care: Bibliometric Analysis and Report
First, narrative reviews are highly prone to selection bias, as they typically do not systematically cover all relevant studies. Similarly, integrative reviews often lack the rigorous, standardized search and inclusion criteria that are fundamental to systematic and scoping reviews [16,17]. Therefore, we excluded these types of publications to minimize potential inconsistencies and biases that could compromise the validity of our bibliometric analysis. [16,17].
JMIR Ment Health 2025;12:e64445
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Reference 73: Depression predictions from GPS-based mobility do not generalize well to large demographically
J Med Internet Res 2025;27:e69320
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