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“Better safe than sorry”: Unveiling doctoral students’ critical AI literacy development in academic writing

Year: 2026
Type: article
Abstract: Despite the growing incorporation of GenAI tools in academic writing, research has yet to adequately examine how doctoral students develop critical AI literacy in their interactions with such technologies. Adopting a sociocultural perspective, this qualitative case study investigates the processes through which nine doctoral students developed critical AI literacy in academic English writing. Drawing on semi-structured interviews, screen recordings, learning journals, reflective reports and AI logs, data analysis reveals four developmental trajectories of critical AI literacy: from uncritical consumers to informed users who examined GenAI tools' inner workings and limitations; from AI-dominated users to dominators of AI who valued text ownership and authorial agency; from passive recipients to strategic users who emphasized proactive GenAI use for self-learning; and from efficiency-oriented users to responsible scholars attentive to GenAI's epistemic, ethical and social implications. These changes were mediated by their interactions with knowledgeable others, engagement with cultural artefacts, and self-regulated exploration. The study highlights the socially-mediated process of critical AI literacy and offers practical implications for cultivating critical AI literacy in doctoral education.
Language: English
Open Access status: hybrid
Estimated APC paid: $3,730
OpenAlex ID: W7204868971
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Cites: 36
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