A multi-BERT signal extraction plus temporal trajectory and LLM reporting framework detects depression status shifts on social media with higher coherence and change-point sensitivity than direct LLM summaries.
Toward explainable ai (xai) for mental health detection based on language behavior leveraging social media data.Frontiers in Psychiatry, 14, 2023
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Explainable Detection of Depression Status Shifts from User Digital Traces
A multi-BERT signal extraction plus temporal trajectory and LLM reporting framework detects depression status shifts on social media with higher coherence and change-point sensitivity than direct LLM summaries.