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For the consistency-based approach, we followed the best practices established in prior work [24] by sampling the LLM multiple times (number of samples=5) with high temperature (T=0.8; high randomness in generated responses) and used a majority vote weighted by the confidence of each response to determine the final deprescribing recommendation.
JMIR Aging 2025;8:e69504
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Extended Reality–Enhanced Mental Health Consultation Training: Quantitative Evaluation Study
JMIR Med Educ 2025;11:e64619
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