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Bung-Nyun Kim

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Review Open access Oct 2026

Integrating patient narratives and clinical indicators for monitoring suicidal ideation in adolescents with major depressive disorder: a human-in-the-loop validation study of LLM-assisted journaling

Suicide-related distress in adolescents with major depressive disorder (MDD) can fluctuate between outpatient visits and may not be fully disclosed during brief encounters. Patient-generated diary narratives may capture daily emotional context, whereas structured psychiatric indicators provide standardized clinic...

June-Woo Kim, Haram Yoon, Wonkyo Oh et al. · 0 citations
Open access 2026

DSM-Guided Large Language Model Reasoning for Depression and PTSD Assessment From Psychiatric Interview Transcripts

Experiments show that DSM-guided summarization and rationale-augmented reasoning substantially improve transcript-based mental health classification performance and indicate that human validation is indispensable when applying LLMs in psychiatry, even though the process is inherently time-consuming.

June-Woo Kim, Haram Yoon, Dawoon Jung et al. · 0 citations

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