Latent profile analysis of 1,174 Reddit users identifies four self-stigma personas in PWUD; sequential classifiers reach macro-F1 0.74, but eight clinical experts rate generic LLM empathy higher than persona-conditioned responses despite the latter driving targeted shifts.
What Is an Exposure, What Is a Disease, and How Do We Measure Them? In: Epidemiology Matters
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General-purpose LLMs with advanced prompting strategies provide better support for designing pharmacoepidemiologic studies than biomedical LLMs, as shown by higher relevance and justification scores on 46 real protocols.
citing papers explorer
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Self-Stigma Is Not a Monolith, but Generic Empathy Is: Persona-Conditioned LLM Support for People Who Use Drugs
Latent profile analysis of 1,174 Reddit users identifies four self-stigma personas in PWUD; sequential classifiers reach macro-F1 0.74, but eight clinical experts rate generic LLM empathy higher than persona-conditioned responses despite the latter driving targeted shifts.
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Employing General-Purpose and Biomedical Large Language Models with Advanced Prompt Engineering for Pharmacoepidemiologic Study Design
General-purpose LLMs with advanced prompting strategies provide better support for designing pharmacoepidemiologic studies than biomedical LLMs, as shown by higher relevance and justification scores on 46 real protocols.