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The paper proposes EmoTrace, a multi-turn dialogue generation framework for psychological support that models seekers' emotional trajectories to improve empathy and emotional richness in counselor responses, outperforming existing methods.
Proposes 'alignment plausibility' as a new regulatory standard for assuring AI safety in healthcare, drawing an analogy to biological plausibility and requiring three levels of alignment mirroring clinical supervision.
Leanly_AI is a specialized large language model developed by Fuzhou University hospitals to provide evidence-informed psychological support for patients undergoing clinical weight management. The model integrates population health data to address obesity-related emotional challenges while maintaining clinical interpretability and safety.