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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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Breath-Focused Mindfulness and Compassion Training in Parent-Child Dyads: Pilot Intervention Study
JMIR Form Res 2025;9:e69607
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The depression (r=0.70, P
The HAPA battery of risk perception includes the subscales of Disease Threatening, Exam Result Threatening, Risk to Self, Risk to Others, Relative Vulnerability, and Perceived Severity. Each of these subscales has 10 to 13 items based on secondary health conditions in people with MS that are rated on a 7-point scale. Cronbach α values are 0.92 to 0.94 [37].
JMIR Res Protoc 2025;14:e66091
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