ArticleBMC nursing2025
How the perceived substitution of AI technology hinders nurses' innovation behavior: the mediating role of AI anxiety and human-AI cooperation intention and the moderating role of organizational AI readiness.
Article in BMC nursing, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 2 of them syntheses that pooled it.
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Who cites it
18 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Dimensions of artificial intelligence anxiety among employees in the age of innovation: a systematic review.Frontiers in psychology · 2026Pooled it
- Stakeholder experience with artificial intelligence in healthcare: a bibliometric study of satisfaction, trust, acceptance, and patient engagement.Frontiers in digital health · 2026Pooled it
- A concept analysis of artificial intelligence anxiety among nurses based on Walker and Avant's method.BMC nursing · 2026Article
- STARA technology application and innovative behavior among Chinese employees: the roles of idea exploration support, STARA awareness, and leaders' STARA symbolization.BMC psychology · 2026Article
- Good and bad: how university innovation support influences college students' innovative behavior.BMC psychology · 2026Article
- The impact of group-based arts activity participation on community residents' psychological well-being: the roles of emotional intelligence and servant organizers.BMC psychology · 2026Article
- Article
- Inclusive Leadership, Psychological Safety, AI Readiness, and Nurses' AI Literacy: A Longitudinal Study.Journal of nursing management · 2026Article
- AI Substitution Perception and Nurses' Active Learning Behavior: The Mediating Role of Job Insecurity and Moderating Role of Occupational Self-Efficacy.Journal of nursing management · 2026Article
- Intention to Use Large Language Models Among Clinical Nurses in China With Prior Familiarity With or Experience Using LLMs: A Qualitative Study.Journal of nursing management · 2026Article
- AI literacy and AI anxiety in nursing students: the serial mediating roles of attitudes and self-efficacy.Frontiers in public health · 2026Article
- Artificial Intelligence perception and its influence on the Psychological Distress of Healthcare Professional.Pakistan journal of medical sciences · 2026Article
- Impact of Hospital Hierarchy on Nurses' Attitudes Toward Artificial Intelligence: Mediating Roles of Artificial Intelligence Literacy and Anxiety.Journal of nursing management · 2026Article
- How does artificial intelligence literacy affect university students' innovative behavior? A serial mediation analysis based on latent profiles.Frontiers in psychology · 2026Article
- Artificial intelligence readiness and its relationship with thriving at work among Chinese nurses: a latent profile analysis.Frontiers in public health · 2026Article
- The application of artificial intelligence in the context of person-centred care - a discourse on pitfalls and possibilities.Frontiers in health services · 2026Article
- The impact of social exclusion on malevolent creativity among Chinese university students: the roles of empathy, moral disengagement, and teacher support.Scientific reports · 2025Article
- How does interactional justice differentiation influence tourists' revisit intention: the roles of tourism experience quality, tourist loyalty, and tourist tolerance.BMC psychology · 2025Article
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4 authors.
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Abstract
Given the advantages of AI technology in areas such as data collection, data processing, decision optimization, and efficiency enhancement, numerous healthcare institutions are actively embracing AI to propel their development toward intelligence. However, while AI technology reduces costs and enhances efficiency within healthcare institutions, it also poses a potential risk of occupational substitution for nurses, which may subsequently inhibit nurses' innovative behavior. This study, using Mplus8.0, analyzed 394 survey responses and found the following: (1) The perceived substitution of AI technology is significantly negatively correlated with nurses' innovation behavior (β = - 0.16, p < .001); (2) AI anxiety acts as a mediator between the perceived substitution of AI technology and nurses' innovation behavior (β = - 0.08, p < .01); (3) Human-AI cooperation intention also acts as a mediator between the perceived substitution of AI technology and nurses' innovation behavior (β = - 0.09, p < .001); (4) AI anxiety and human-AI cooperation intention together function as a chain mediator between the perceived substitution of AI technology and nurses' innovation behavior (β = - 0.05, p < .05); (5) Organizational AI readiness moderates the relationship between the perceived substitution of AI technology and nurses' innovation behavior (β = 0.05, p < .05). These findings not only enrich the theories related to human resource management but also offer valuable insights for alleviating nurses' AI anxiety, stimulating their intention for human - AI cooperation, and enhancing the AI readiness of healthcare institutions. Consequently, they can arouse nurses' enthusiasm for innovation and improve the efficiency of human resource utilization in healthcare institutions.
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