Cognitive inference as the main predictor of AI reliability in automated behavioral coding of parent–child interactions

Observational coding of parent–child interactions is a gold standard in developmental science but remains unscalable. Multimodal generative AI could help, yet its reliability and failure modes are not well characterized. We benchmarked a multi-agent pipeline (GABRIEL) against a multi-rater expert co...

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Bibliographic Details

Main Author:	Amorocho, José (author)
Other Authors:	Balsa, Ana (author), Giraldo-Huertas, Juan José (author), Bloomfield, Juanita (author), Patrone, Paula (author), Cid, Alejandro (author)
Format:	article
Language:	English
Published:	2026
Subjects:	Generative AI Parent-Child Interaction Observational Coding Inter-Rater Reliability PICCOLO Multimodal AI
Online Access:	https://hdl.handle.net/20.500.12806/2795
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