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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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Answer choices included: 0 (“I do not think of suicide or death”), 1 (“I feel that life is empty or wonder if it’s worth living”), 2 (“I think of suicide or death several times a week for several minutes”), and 3 (“I think of suicide or death several times a day in some detail, or I have made specific plans for suicide or have actually tried to take my life”).
An item from the CGI-BDD was used to determine whether participants perceived their past-week BDD symptoms improving or worsening.
JMIR Ment Health 2025;12:e63605
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and “What am I eligible for?” the case manager would typically collect information about the survivor, manually determine which options would work best and are available, explain the options to the survivor, and then apply for each option with the survivor. The process is arduous and could take a few months. In parallel, the survivor may receive different information from different sources, further complicating the process and leading the survivor to feel overwhelmed.
JMIR Res Protoc 2025;14:e63162
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All analyses were performed using R software (version 4.4.1; R Foundation for Statistical Computing).
For potentially averted spinal surgeries, annual cost savings per 100,000 beneficiaries were estimated separately for US commercial payers and Medicare using published literature and multiple public data sources (Table 1). Payer expenditures were inflation-adjusted to US dollars in 2024 by using the Hospital Services component of the Consumer Price Index.
JMIR Form Res 2025;9:e66889
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Quote 6: “When I said, ‘I am anxious about ABC’ or like, ‘XYZ happened to me in my life,’ did they hear that or did they just say, ‘Worried about cancer but looks good. Goodbye,’ like I want to know that they had the same thing.
JMIR Cancer 2025;11:e57834
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