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It is argued that responsible AI should respond to individuals'situated relational conditions rather than provide general-purpose support, and two design principles are identified: fostering reciprocity by supplying materials to engage with others, and strengthening emotional self-efficacy.
CounselReflect is introduced, a tool that translates literature-grounded counseling quality metrics into a user-facing reflection framework that argues that reflection tools should surface blind spots and scaffold more holistic examination of AI interactions.
CliniCIRCA is the first to temporally classify clinical events across unstructured discharge summaries without event-level timestamps and instruction tuning generally improves five open-weight models on event extraction, temporal tagging, and summarization across silver and clinician-verified evaluations.
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