Evidence map›Paper›PMID 41894526›Full record

ArticleJMIR public health and surveillance2026

Trends and Core Competence Shifts in Nurses' Infectious Disease Emergency Response Competence Across COVID-19 Pandemic Phases: Repeated Cross-Sectional Survey and Network Analysis.

Jiagen Xiang, Qiuxia Liang, Yufei Lu, Meizhen Lin, Juan Liu, Hongman Li, Jingjing Cai, Yan Wu, Bingbing Li, Wenting Liu and 8 more

Abstract read
In one paragraph

Article in JMIR public health and surveillance, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

18 authors.

Jiagen Xiang *School of Nursing, Guangzhou University of Chinese Medicine, 232 Outer Ring East Road, Guangzhou University City, Panyu District, Guangzhou, Guangdong, 510006, China, 86 15914411786.ORCID 0009-0005-2306-4386
Qiuxia Liang *School of Nursing, Guangzhou University of Chinese Medicine, 232 Outer Ring East Road, Guangzhou University City, Panyu District, Guangzhou, Guangdong, 510006, China, 86 15914411786.ORCID 0009-0008-0878-0183
Yufei Lu *School of Nursing, Guangzhou University of Chinese Medicine, 232 Outer Ring East Road, Guangzhou University City, Panyu District, Guangzhou, Guangdong, 510006, China, 86 15914411786.ORCID 0009-0007-1064-3949
Meizhen LinInfection Control Office, Guangdong Provincial Hospital of Traditional Chinese Medicine, Guangzhou, Guangdong, China.ORCID 0000-0003-2317-3337
Juan LiuDepartment of General Medicine, Guangdong Provincial Hospital of Traditional Chinese Medicine, Guangzhou, Guangdong, China.ORCID 0009-0001-1528-614X
Hongman LiSchool of Nursing, Guangzhou University of Chinese Medicine, 232 Outer Ring East Road, Guangzhou University City, Panyu District, Guangzhou, Guangdong, 510006, China, 86 15914411786.ORCID 0009-0001-4509-5694
Jingjing CaiSchool of Nursing, Guangzhou University of Chinese Medicine, 232 Outer Ring East Road, Guangzhou University City, Panyu District, Guangzhou, Guangdong, 510006, China, 86 15914411786.ORCID 0009-0006-9065-3276
Yan WuSchool of Nursing, Guangzhou University of Chinese Medicine, 232 Outer Ring East Road, Guangzhou University City, Panyu District, Guangzhou, Guangdong, 510006, China, 86 15914411786.ORCID 0000-0002-6121-8535
Bingbing LiSchool of Nursing, Guangzhou University of Chinese Medicine, 232 Outer Ring East Road, Guangzhou University City, Panyu District, Guangzhou, Guangdong, 510006, China, 86 15914411786.ORCID 0000-0002-8879-783X
Wenting LiuSchool of Nursing, Guangzhou University of Chinese Medicine, 232 Outer Ring East Road, Guangzhou University City, Panyu District, Guangzhou, Guangdong, 510006, China, 86 15914411786.ORCID 0000-0001-6991-8539
Ming YangSchool of Nursing, Guangzhou University of Chinese Medicine, 232 Outer Ring East Road, Guangzhou University City, Panyu District, Guangzhou, Guangdong, 510006, China, 86 15914411786.ORCID 0000-0001-9860-2947
Xiaoning SunSchool of Nursing, Guangzhou University of Chinese Medicine, 232 Outer Ring East Road, Guangzhou University City, Panyu District, Guangzhou, Guangdong, 510006, China, 86 15914411786.ORCID 0009-0008-2452-7647
Yan LuoCancer Hospital Chinese Academy of Medical Sciences, Beijing, China.ORCID 0009-0003-5983-8414
Yibing Tan *School of Nursing, Guangzhou University of Chinese Medicine, 232 Outer Ring East Road, Guangzhou University City, Panyu District, Guangzhou, Guangdong, 510006, China, 86 15914411786.ORCID 0000-0003-2052-7187
Hairun Liu *Center of Cognitive and Sleeping, The People's Hospital of Guangxi Zhuang Autonomous Region, Nanning, China.ORCID 0000-0003-0311-0259
Jiaying Li *The Nethersole School of Nursing, Faculty of Medicine, Chinese University of Hong Kong, Hong Kong, China (Hong Kong).ORCID 0000-0002-5473-4320
Liming Lu *Medical College of Acu-Moxi and Rehabilitation, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China.ORCID 0000-0001-7821-4699
Zengjie Ye *School of Nursing, Guangzhou University of Chinese Medicine, 232 Outer Ring East Road, Guangzhou University City, Panyu District, Guangzhou, Guangdong, 510006, China, 86 15914411786.ORCID 0000-0002-4437-3947

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The COVID-19 pandemic exposed structural vulnerabilities in the global health emergency workforce. Sustained monitoring of response competence dynamics is critical for maintaining health system resilience during protracted outbreaks. Objective: This study aimed to investigate trends and structural transitions in nurses' infectious disease emergency response competence during different phases of the COVID-19 pandemic. Methods: Using the Healthcare Workers' Infectious Disease Emergency Response Competence Questionnaire, 3 repeated cross-sectional surveys were conducted in February 2020, August 2021, and February 2023. The participants were matched in a 1:1:1 ratio by their demographic characteristics via propensity scores. Temporal trends were analyzed using ANOVA, and competence structure transitions were examined via network analysis. Results: Three-wave analyses (n=2525 per wave) demonstrated a sustained decline in competence, from 4.05 (SD 0.63) in February 2020 to 3.81 (SD 0.66) in August 2021 and further to 3.70 (SD 0.66) in February 2023. All pairwise comparisons were statistically significant (all P<.001). Network analysis identified critical structural shifts in competence architecture: in February 2020, the core network node was T24 (emergency management of body fluid exposure; strength=1.764), whereas in August 2021 and February 2023, the core network node was T19 (acquisition of key information on emerging infectious diseases; strength=1.759 and 1.852, respectively). Network structure comparisons revealed significant differences between February 2020 and August 2021 (P=.01) and between February 2020 and February 2023 (P=.01), whereas the difference between August 2021 and February 2023 was not significant (P=.07). Conclusions: Despite accumulated pandemic experience, nurses' infectious disease response competence declined substantially, indicating systemic fragility during prolonged crises. However, this experience reshaped competence architecture, evolving from technical infection prevention toward higher-order competence in information integration and clinical decision-making under uncertainty. To rebuild resilience, phase-specific training programs are essential: early-phase training emphasizes infection prevention, whereas prolonged outbreaks focus on information identification and decision support. Additionally, standardized information platforms and psychological support are essential to manage ongoing pandemic pressures.

Indexed as

Clinical CompetenceCOVID-19NursesAdultCross-Sectional StudiesFemaleHumansMaleMiddle AgedSurveys and QuestionnairesCOVID-19emergency preparednesshealth system resilienceinfectious disease emergenciesnetwork analysisnursespropensity score matchingresponse competences

Identifiers

PMID41894526
PMCPMC13026426

What OpenQuestion holds

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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.