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All analyses were conducted using R statistical software (version 4.0.4; R Foundation for Statistical Computing) [76] and RStudio (version 1.4.1106) [77]. Reported P values were 2-sided with a significance level of.05.
For the primary outcome at T2 and T3, we used an ITT-based univariate analysis of covariance (ANCOVA) with baseline ISI scores as covariates, comparing i CBT-I to a CG [78,79]. ANCOVAs were also used to explore secondary outcomes.
J Med Internet Res 2025;27:e58024
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Analyses were done with R (v4.2.2, R Foundation for Statistical Computing).
This study was approved by the University of Otago Human Ethics Committee (reference: HD22/064). Participants were users of a commercially available app who consented to their anonymized data being used for research purposes through the app’s privacy policy. All data were deidentified before analysis. No compensation was provided for participation.
JMIR Form Res 2025;9:e65368
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We used R (version 12.1.402; R Foundation for Statistical Computing [34]) and Microsoft Excel (Microsoft Corp) for data analysis and matching. The boundaries of the final complete sociocentric-like fuzzy network were only those participants enrolled in the N2 cohort study and did not include those individuals that participants may have named as being in their social networks.
JMIR Public Health Surveill 2025;11:e64497
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Exploring Patient Participation in AI-Supported Health Care: Qualitative Study
JMIR AI 2025;4:e50781
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For example, we can see “John Smith” is listed as an emergency contact, and he is also listed as “patient’s son” in appointment notes, and he sent a portal message on behalf of the patient signed by “John.” We used PRX Perl (SAS Institute) regular expression features, a software program in SAS (version 9.04; SAS Institute, Inc) to review the 5 words before and after a caregiver term to match names of known contacts within proximity of the key term.
J Med Internet Res 2025;27:e63654
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