A synthetic-data pipeline and fine-tuned LLM system, EmoScan, screens for depressive and anxiety disorders from generated clinical interviews, outperforming GPT-4 on synthetic test data but only slightly on an external dataset.
The experts were asked to rate each item on a 5-point Likert scale (1 = very misaligned / not natural at all / etc., 5 = very aligned / very natural / etc.)
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Enhanced Large Language Models for Effective Screening of Depression and Anxiety
A synthetic-data pipeline and fine-tuned LLM system, EmoScan, screens for depressive and anxiety disorders from generated clinical interviews, outperforming GPT-4 on synthetic test data but only slightly on an external dataset.