Evidence map›Paper›PMID 41272599›Full record

ArticleBMC nursing2025

Relationships between ChatGPT use with self-directed learning and critical thinking among school and university nurses in Taiwan.

Li-Chun Chang, Li-Ling Hung, Ting-Wei Liu, Chun-Hsia Huang, Hui-Ling Lin, Li-Ling Liao

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 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

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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

2 citing papers in PubMed.

  1. Article
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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

6 authors.

Li-Chun ChangSchool of Nursing, Chang Gung University of Science and Technology, Gui-Shan Town, Tao-Yuan County, Taiwan, R. O. C.ORCID http://orcid.org/0000-0002-6704-8995
Li-Ling HungDepartment of Optometry, Hsin Sheng College of Medical Care and Management, Taoyuan City, Taiwan, R. O. C.ORCID http://orcid.org/0000-0003-4341-1064
Ting-Wei LiuSchool of Nursing, Chang Gung University of Science and Technology, Gui-Shan Town, Tao-Yuan County, Taiwan, R. O. C.
Chun-Hsia Huang *Department of Nursing, Linkou Branch, Chang Gung Memorial Hospital, Taoyuan, Taiwan, R. O. C.. chhuang@mail.cgu.edu.tw.ORCID http://orcid.org/0000-0002-8324-2640
Hui-Ling LinSchool of Nursing, Chang Gung University of Science and Technology, Gui-Shan Town, Tao-Yuan County, Taiwan, R. O. C.
Li-Ling Liao *Department of Public Health, College of Health Sciences, Kaohsiung Medical University, No. 100, Shiquan 1st Rd., Sanmin Dist, Kaohsiung City, 807378, Taiwan, R. O. C.. liling@kmu.edu.tw.ORCID http://orcid.org/0000-0003-0867-2699

Funding

Chang Gung Memorial Hospital BMRP 978National Science and Technology Council NSTC 113-2410-H-255-005-MY2
6 · The paper itself

Abstract

backgroundGenerative artificial intelligence such as ChatGPT play a key role in enhancing self-directed learning and critical thinking, yet few studies have explored their use among nurses. This study aims to examine the interrelationships among ChatGPT usage, self-directed learning, and critical thinking in Taiwanese school and university nurses.

methodsA cross-sectional survey used a nationwide stratified random sample of 600 nurses from 4,304 schools and universities. Instruments included the Critical Thinking Inventory, ChatGPT Adoption, and Self-Directed Learning Scale.

resultsAmong 413 respondents, younger and more educated nurses reported higher ChatGPT usage. self-directed learning, frequent ChatGPT usage, and employment at the junior high school level were significantly associated with higher critical thinking, with self-directed learning showing the strongest association.

conclusionsThis study of nurses serving schools and higher education institutions reported the associations of ChatGPT usage, with critical thinking and self-directed learning. Given the cross-sectional and self-reported nature of the data, the findings highlight associations that may inform future research on AI integration in education. IMPLICATIONS: The findings suggest that promoting self-directed learning and the purposeful use of ChatGPT is significantly related to critical thinking among school nurses. Educational policies and professional development programs should prioritize these strategies, particularly for those in junior high schools or larger student populations, to support informed and autonomous clinical decision-making.

Indexed as

ChatGPTCritical thinkingSchool nursesSelf-directed learning

Identifiers

PMID41272599
PMCPMC12639638

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.