Evidence map›Paper›PMID 39915749›Full record

ArticleBMC nursing2025

Serial mediating role of transformational leadership and perception of artificial intelligence use in the effect of employee happiness on innovative work behaviour in nurses.

Ferhat Onur Agaoglu, Murat Bas, Sinan Tarsuslu, Lokman Onur Ekinci

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 15 papers.

0numbers the graph read from it
0cells of the map it votes in
15citing papers in PubMed
–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

15 citing papers in PubMed.

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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.

Ferhat Onur AgaogluDepartment of Health Management, Erzincan Binali Yildirim University, Erzincan, 24100, Turkey. fagaoglu@erzincan.edu.tr.ORCID https://orcid.org/0000-0001-5366-6154
Murat BasDepartment of Health Management, Erzincan Binali Yildirim University, Erzincan, 24100, Turkey.ORCID https://orcid.org/0000-0002-9479-4571
Sinan TarsusluHealth Services School, Erzincan Binali Yildirim University, Erzincan, Turkey.ORCID https://orcid.org/0000-0003-0018-1430
Lokman Onur EkinciDepartment of Health Management, Erzincan Binali Yildirim University, Erzincan, 24100, Turkey.ORCID https://orcid.org/0000-0002-5416-5797

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIncreasing quality and efficiency in health services can directly relate to nurses' innovative work behaviors. The happiness levels of nurses at the workplace can positively affect their innovative work behaviors and their willingness to make a positive difference in patient care. In this context, the study aims to examine the serial mediation role of these factors by associating the effect of nurse happiness on innovative work behaviors with transformational leadership and perception of artificial intelligence use.

methodsNurses working in two medium-sized public hospitals in the Eastern Black Sea region of Turkey were selected as the study sample. Data were collected from 458 nurses by convenience sampling method. In this cross-sectional study, scales whose validity and reliability were supported by other studies were used.

resultsWhen the findings of the study were evaluated, a significant positive relationship was found between nurses' happiness and innovative work behavior. In addition, it was found that transformational leadership and perception of AI usage had a mediating role separately in the relationship between nurses' happiness and innovative work behavior. Finally, when the research model was tested, it was also determined that transformational leadership and perception of AI use have a serial mediating role in the relationship between nurses' happiness and innovative work behavior.

conclusionsThis study revealed that nurse happiness has a significant and positive effect on innovative work behaviors, and transformational leadership and perception of artificial intelligence use have a serial mediating role in this relationship. Ultimately, this research offers some theoretical and practical implications for practitioners by emphasizing the strategic importance of transformational leadership practices and the integration of artificial intelligence technologies, as well as increasing the happiness levels of nurses to promote innovation in healthcare services.

Indexed as

AI usageEmployee happinessInnovative work behaviorNurseTransformational leadership

Identifiers

PMID39915749
PMCPMC11800594

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

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.