Semantic mapping of 8,954 definitions and 2,700 scales from 14,000+ papers shows learner agency and autonomy span task regulation, personal motivation, and sociocultural dimensions, with existing scales and generative AI research underrepresenting the sociocultural dimension.
On the conversational persuasiveness of gpt-4.Na- ture Human Behaviour
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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Spatially anchored immersive digital twins with LLM clarifiers and discussion agents improve recall and shift feedback toward collective sustainability benefits in a randomized trial versus static text and images.
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Large-scale semantic mapping of learner agency and autonomy reveals what measurement and generative AI research overlook
Semantic mapping of 8,954 definitions and 2,700 scales from 14,000+ papers shows learner agency and autonomy span task regulation, personal motivation, and sociocultural dimensions, with existing scales and generative AI research underrepresenting the sociocultural dimension.
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Beyond the Townhall: Spatial Anchoring and LLM Agents for Scalable Participatory Urban Planning
Spatially anchored immersive digital twins with LLM clarifiers and discussion agents improve recall and shift feedback toward collective sustainability benefits in a randomized trial versus static text and images.