AI in nursing brought reported gains alongside stress and ethical concerns
An integrative review described benefits in education, monitoring and workflow, while highlighting learner strain, privacy concerns and the continuing role of professional judgment.
Based on the published abstract. The full paper may contain additional methods, results and limitations.
The 30-second takeaway
The review described better learner engagement, earlier detection of patient deterioration and less repetitive administrative work with some AI applications. It also reported increased student stress and concerns about privacy, bias and overreliance. These findings span different tools and settings, so they do not establish that AI broadly improves nursing care or patient outcomes.
The authors rated 21 of 25 studies at moderate risk of bias. This abstract-based summary cannot assess individual tools, effect sizes or whether reported benefits would carry over to other nursing settings.
Education involved a tradeoff
AI simulations and content platforms were linked to stronger engagement, case-management performance and satisfaction. Students also reported greater mental workload and stress while using more complex activities, so the educational experience was not uniformly favorable.
Clinical support still involved judgment
Monitoring systems were reported to identify deterioration and fever earlier than conventional approaches. Critical-care staff cautioned against relying too heavily on automated insights, while nurses raised concerns about protecting patient information and maintaining compassionate care.
The original publication
Integrative review of artificial intelligence applications in nursing: education, clinical practice, workload management, and professional perceptions.
El Arab RA, Al Moosa OA, Sagbakken M et al.
Front Public Health · 2025
- PubMed ID
- 40823249
- Record checked
AI-assisted research and writing. This explains one selected publication; it is not a complete review of everything known. Our approach.
One more question, understood.
Keep track of the research you’ve explored.