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Reference 28: A proposed preventive role for Gamma-hydroxybutyrate (Xyrem(R)) in Alzheimer's disease
JMIR Res Protoc 2025;14:e68356
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First, we trained a Continuous Bag of Words word2vec model on the entire corpus using the word2vec package in R (R Foundation for Statistical Computing) [27]. Next, we created a mental health vector by averaging the vectors of words strongly associated with mental health (eg, therapy, psychiatry, and diagnosis; see Multimedia Appendix 1 for details). This vector was used as a reference point for identifying mental health–related language.
J Med Internet Res 2025;27:e73950
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All analyses were performed using R (version 4.4.1; R Foundation; June 14, 2024).
The Hamilton Integrated Research Ethics Board reviewed the study protocol and granted exemption from full review on March 18, 2021, as this was considered a quality improvement initiative. Participants were required to provide informed consent. All participants were informed of the length of time of the e-learning and surveys, as well as details surrounding data collection, storage, and investigator identities.
JMIR Aging 2025;8:e67889
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Breath-Focused Mindfulness and Compassion Training in Parent-Child Dyads: Pilot Intervention Study
JMIR Form Res 2025;9:e69607
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