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Role reconstruction among double-qualified nursing educators in the generative AI era: a qualitative study
Mingyan Shen1,2, Shuqi Xue3, Fangchi Liu3
1Shulan International Medical College, Zhejiang Shuren University, Hangzhou, China.
Frontiers in Medicine
|April 27, 2026
Summary
Generative AI (GenAI) in nursing education offers learning opportunities but risks social interaction disruption. Double-qualified nursing educators (DQNEs) must guide students to validate AI outputs against clinical reality to mitigate risks.
Area of Science:
- Nursing Education
- Artificial Intelligence in Healthcare
- Pedagogy
Background:
- Generative AI (GenAI) is increasingly used in nursing education.
- Its integration poses risks to social interactions and clinical contextualization.
- Double-qualified nursing educators (DQNEs) are key to navigating this shift.
Purpose of the Study:
- Examine GenAI's pedagogical boundaries in nursing education using a social constructivist framework.
- Analyze how DQNEs adapt their roles for knowledge co-construction and clinical meaning-making.
Main Methods:
- Qualitative study employing semi-structured focus group interviews.
- Conducted with 18 DQNEs at a medical college in eastern China.
- Thematic analysis of focus group data.
Main Results:
- GenAI acts as a scaffolding tool, aiding differentiated instruction and bridging theory with practice.
- Challenges include over-reliance on AI, diminished teacher authority, and institutional ambiguity.
- DQNEs use deconstruction/reconstruction strategies and social rules to anchor AI-generated content in clinical practice.
Conclusions:
- GenAI is a dual-use tool, expanding learning potential while threatening social learning.
- DQNEs must transition from information transmitters to contextual anchors.
- Validating AI outputs against clinical reality is crucial for mitigating epistemic risks.
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