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Following previously published technical definitions, we calculated extended cosine-based [13] and nonparametric [14-17] sleep/wake measures using the R package ‘RAR’ and custom code.
JMIR Aging 2025;8:e67294
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The web application Alz Meta.app 2.0 [44] has been mainly built in RStudio 2024.09 (R 4.4.1) by modifying and expanding the previous instance of the application, relying on key packages such as shiny, tidyverse, dmetar, metafor, ggplot2, netmeta, rjags, and gemtc. Multimedia Appendix 2 provides a detailed overview of R-based statistical packages used for data analysis (explained further) as well as quality assessments (risk of bias and modified Jadad scale).
J Med Internet Res 2025;27:e68454
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Power BI (PBI; Microsoft Corp) was selected on the grounds of digital data visualization, easy implementation at the user end, and stable R programming integration for advanced statistical analysis and plots. In this step, the initial prototype of the dashboard was created and shared with our partner organization and refined through collaborative efforts.
JMIR Aging 2025;8:e63609
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(D) IUH: negative 5-Cog result.
At both sites, a paper token (Figure 4) is used as an additional feature to help ensure that care providers review the patients’ 5-Cog results. Patients are handed this token after they complete the 5-Cog battery and are asked to hand it to their care provider at their scheduled visit, generally within 30 minutes after the 5-Cog battery administration.
Token to alert care provider for patient's 5-Cog participation.
JMIR Res Protoc 2025;14:e60471
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