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Beyond literacy to clinical competency: A framework for integrating generative AI into nursing education
Wenyi Xie1, Fan Liu2, Jialin Liu3
1Medical Intensive Care Unit, West China Hospital, Sichuan University, China.
Nurse Education Today
|April 8, 2026
Summary
Nurses need new skills to safely use generative artificial intelligence (GenAI) in patient care. The proposed Generative AI Nursing Competency (GANC) framework helps educators prepare nurses to critically verify AI outputs and maintain accountability.
Area of Science:
- Nursing Education
- Artificial Intelligence in Healthcare
- Clinical Informatics
Background:
- Health systems are integrating generative artificial intelligence (GenAI) into clinical workflows, posing risks like hallucinations and automation bias.
- Current nursing education often overlooks clinical preparedness for GenAI, focusing instead on academic integrity.
- Nurses are vital for patient safety in AI-augmented care but require enhanced GenAI competencies.
Purpose of the Study:
- Propose the Generative AI Nursing Competency (GANC) framework for nursing education.
- Provide a standards-aligned pathway for preparing nurses to use GenAI responsibly.
- Equip nurses with skills to critically appraise and manage AI-generated outputs in clinical settings.
Main Methods:
- Developed the GANC framework, outlining seven core competency domains.
- Specified observable indicators and assessment exemplars, including simulation and OSCE stations.
- Integrated guidance on managing GenAI risks and emphasizing manual-mode readiness.
Main Results:
- The GANC framework offers a structured approach to GenAI competency development for nurses.
- It addresses critical areas such as evidence verification, clinical reasoning, and ethical accountability.
- The framework supports the cultivation of nurses as accountable clinical validators.
Conclusions:
- Strengthening GenAI competencies in nursing education is crucial for safe AI integration.
- The GANC framework provides a practical roadmap for educators and health systems.
- Nurses are essential gatekeepers for patient safety in AI-augmented healthcare environments.
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