Evidence map›Paper›PMID 40611103›Full record

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.

Jianpeng Fan, Leilei Zhang, Ning Li, Shuyu Man

Abstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed, 2 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

18 citing papers in PubMed, 2 syntheses or guidelines pooled it.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Jianpeng FanSchool of Economics and Management, Pingdingshan University, Southern Section of Weilai Road, Xincheng District, Pingdingshan City, Henan Province, People's Republic of China. 2495@pdsu.edu.cn.ORCID http://orcid.org/0000-0001-6158-8651
Leilei ZhangSchool of Economics and Management, Pingdingshan University, Southern Section of Weilai Road, Xincheng District, Pingdingshan City, Henan Province, People's Republic of China.
Ning LiSchool of Economics and Management, Pingdingshan University, Southern Section of Weilai Road, Xincheng District, Pingdingshan City, Henan Province, People's Republic of China.
Shuyu ManSchool of Economics and Management, Pingdingshan University, Southern Section of Weilai Road, Xincheng District, Pingdingshan City, Henan Province, People's Republic of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

AI anxietyHuman-AI Cooperation intentionNurses’ innovation behaviorOrganizational AI readinessPerceived substitution of AI technology

Identifiers

PMID40611103
PMCPMC12224676

What OpenQuestion holds

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LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.