{"title":"人工智能技术的感知替代如何阻碍护士创新行为:人工智能焦虑和人-人工智能合作意愿的中介作用以及组织人工智能准备的调节作用","authors":"Jianpeng Fan, Leilei Zhang, Ning Li, Shuyu Man","doi":"10.1186/s12912-025-03265-9","DOIUrl":null,"url":null,"abstract":"<p><p>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.</p>","PeriodicalId":48580,"journal":{"name":"BMC Nursing","volume":"24 1","pages":"832"},"PeriodicalIF":3.1000,"publicationDate":"2025-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12224676/pdf/","citationCount":"0","resultStr":"{\"title\":\"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.\",\"authors\":\"Jianpeng Fan, Leilei Zhang, Ning Li, Shuyu Man\",\"doi\":\"10.1186/s12912-025-03265-9\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>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.</p>\",\"PeriodicalId\":48580,\"journal\":{\"name\":\"BMC Nursing\",\"volume\":\"24 1\",\"pages\":\"832\"},\"PeriodicalIF\":3.1000,\"publicationDate\":\"2025-07-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12224676/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"BMC Nursing\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s12912-025-03265-9\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"NURSING\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"BMC Nursing","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12912-025-03265-9","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"NURSING","Score":null,"Total":0}
引用次数: 0
摘要
鉴于人工智能技术在数据采集、数据处理、决策优化、效率提升等方面的优势,众多医疗机构正在积极拥抱人工智能,推动其向智能化发展。然而,人工智能技术在降低医疗机构成本和提高效率的同时,也给护士带来了职业替代的潜在风险,这可能会抑制护士的创新行为。本研究利用Mplus8.0对394份问卷调查结果进行分析,发现:(1)人工智能技术的感知替代与护士创新行为呈显著负相关(β = - 0.16, p
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.
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.
期刊介绍:
BMC Nursing is an open access, peer-reviewed journal that considers articles on all aspects of nursing research, training, education and practice.