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CAMS: Collaborative Assessment and Management of Suicide; CC-DBT: counseling center dialectic behavior therapy; E-TAU: enhanced treatment as usual; NR: nonresponder to treatment; R (black): responder to treatment; R (red): randomization point.
To maintain reasonably good balance among the 4 ATSs, student participants are randomized using a stratified block randomization procedure implemented via the REDCap randomization module [37,38].
JMIR Res Protoc 2025;14:e68441
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Using the app, informal and formal carers can easily conduct the digital photo activity with residents by accessing a database of artistic, black-and-white, generic photos and making a person-centered selection of digital photos to view with the residents [13], as opposed to having a limited collection of printed photos.
JMIR Form Res 2025;9:e56586
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Variation in treatment quality and access maldistribution means that the impact of poor MMT outcomes is felt most acutely in rural communities as well as among populations who are Black, Hispanic, or Indigenous [12]. Unlike other health care environments, OTPs serve a daily average of more than 100 people in a narrow time window [13] and have been described as feeling “like bus stations” [14] rather than medical clinics.
JMIR Res Protoc 2025;14:e69829
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DSP is a framework that uses an adjustable LM to offer guidance to a black-box, frozen LLM to enhance its performance. Specifically, a policy LM is trained to generate discrete tokens acting as directional stimuli for each input of the LLM. These stimuli, such as keywords extracted from an article for summarization, are then integrated into the original input and fed into the LLM, steering its generation toward the intended target.
JMIR Med Inform 2025;13:e62909
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