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Lett."},{"key":"10.1016\/j.aei.2026.104456_b106","doi-asserted-by":"crossref","unstructured":"Z. Liu, H. Li, A. Chen, R. Zhang, Y.-C. Lee, Understanding public perceptions of AI conversational agents: A cross-cultural analysis, in: Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems, 2024, pp. 1\u201317.","DOI":"10.1145\/3613904.3642840"},{"issue":"2","key":"10.1016\/j.aei.2026.104456_b107","doi-asserted-by":"crossref","first-page":"227","DOI":"10.1207\/s15327809jls0602_3","article-title":"Using questioning to guide student thinking","volume":"6","author":"Van Zee","year":"1997","journal-title":"J. Learn. 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