Four self-stigma personas identified via LPA on 1,174 Reddit users; persona-conditioned LLMs achieve targeted shifts but experts prefer generic empathy baselines.
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.
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Self-Stigma Is Not a Monolith, but Generic Empathy Is: Persona-Conditioned LLM Support for People Who Use Drugs
Four self-stigma personas identified via LPA on 1,174 Reddit users; persona-conditioned LLMs achieve targeted shifts but experts prefer generic empathy baselines.
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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.