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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2 Pith papers cite this work, alongside 78 external citations. Polarity classification is still indexing.
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Higher-PHQ users bring more mental-health, relational, late-night, and high-disclosure concerns to ChatGPT without higher professional redirection, and language prediction is too weak for screening (AUROC 0.591).
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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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Depression Symptoms and Relational Patterns in 187k ChatGPT Histories
Higher-PHQ users bring more mental-health, relational, late-night, and high-disclosure concerns to ChatGPT without higher professional redirection, and language prediction is too weak for screening (AUROC 0.591).