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County B, on the east side of the state, is an urban county, with over 370,000 people. The jail had 404 beds and 8300 bookings in 2019. These jails vary in screening methods for suicide risk at jail booking, which reflects variability nationally. County A uses several scripted questions about current and past suicide ideation or attempts, and County B uses several scripted questions and a truncated version of the Columbia Suicide Severity Rating Scale [25].
The 2 jail populations vary demographically.
JMIR Res Protoc 2025;14:e68517
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Our literature search identified a number of m Health interventions, such as B-wise [80], a website with Pr EP information for adolescent girls and young women in South Africa, and Tutu Tester [81], a mobile clinic that used m Health to connect with HIV testers in the community [82,83]; however, these interventions were not included, as their impacts from m Health were not published in peer-reviewed journals or as conference abstracts.
JMIR Mhealth Uhealth 2025;13:e60819
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Reference 2: Written testimony of William Smith Alaska area representative and chairman, National Indian
J Med Internet Res 2025;27:e77249
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Causal AI Recommendation System for Digital Mental Health: Bayesian Decision-Theoretic Analysis
For example, consider a set of variables {A,B,C,D} that have the dependency relations described by the DAG A←B→C→D, then this DAG would be consistent with the partition {{B},{A,C},{D}}. The sampling procedure was run across 8 chains and checked for convergence and resolution (Note S2 in Multimedia Appendix 1). We used the Bayesian Gaussian equivalent score to retain the ordinal information of the random variables.
Simulating outcomes given a DAG is performed by constructing a Bayesian network (BN).
J Med Internet Res 2025;27:e71305
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Panel (A) presents this information in English, and (B) in the local language, Chichewa, which is the version that is distributed. The same images and content are also printed on larger-format posters displayed throughout clinic waiting areas and preexposure prophylaxis rooms.
Randomization will be stratified by age groups (15-25 and >25 years), using a permuted block design to ensure balanced treatment assignments within each stratum.
JMIR Res Protoc 2025;14:e72981
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