Research on the experience of utilizing artificial intelligence in nursing learning from the perspective of nursing students – a qualitative study

AI-assisted instruction is an emerging trend in nursing education. To optimize its effectiveness, efforts should focus on improving learning outcomes, acknowledging AI as a supplementary tool, managing content-related risks, enhancing the technical performance of AI platforms, addressing issues of overreliance while integrating traditional and modern approaches, and strengthening academic integrity measures to mitigate ethical risks.