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Wenlan Xie

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Review Open access Aug 2026

Multimodal generative AI for pre-practicum mental health support competency development: a human-supervised framework for education–childcare partnerships

Generative artificial intelligence (GenAI) and multimodal interaction are attracting growing attention in mental health-related education and care. At the same time, pre-service childcare professionals are increasingly expected to observe and respond sensitively to infants’ and toddlers’ emotional signals, attachment n...

Wen-Lan Xie, Chun-Ye Xiang, Fan Wu et al. · 0 citations

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