Evidence map›Paper›PMID 40223873›Full record

Observational studyJournal of nursing management2025

Identifying the Most Critical Predictors of Workplace Violence Experienced by Junior Nurses: An Interpretable Machine Learning Perspective.

Lanjun Luo, Yuze Wu, Siyuan Li, Fengling Li, Xueyan Wang, Xuemei Wei

Abstract readObservational Study
In one paragraph

Observational study in Journal of nursing management, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 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.

Lanjun LuoSchool of Management, Affiliated Hospital of North Sichuan Medical College, North Sichuan Medical College, Nanchong, China.ORCID 0000-0002-8786-6979
Yuze WuSchool of Management, Affiliated Hospital of North Sichuan Medical College, North Sichuan Medical College, Nanchong, China.ORCID 0009-0007-9199-3069
Siyuan LiSchool of Management, Affiliated Hospital of North Sichuan Medical College, North Sichuan Medical College, Nanchong, China.ORCID 0009-0000-9904-6196
Fengling LiSchool of Management, Affiliated Hospital of North Sichuan Medical College, North Sichuan Medical College, Nanchong, China.ORCID 0000-0003-3456-4990
Xueyan WangSchool of Management, Affiliated Hospital of North Sichuan Medical College, North Sichuan Medical College, Nanchong, China.ORCID 0009-0000-9975-7465
Xuemei WeiSchool of Management, Affiliated Hospital of North Sichuan Medical College, North Sichuan Medical College, Nanchong, China.ORCID 0009-0008-8792-7728

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Machine LearningNursesWorkplace ViolenceAdultChinaCross-Sectional StudiesFemaleHumansMaleNursing Staff, HospitalRisk FactorsROC CurveSurveys and QuestionnairesWorkplacecritical predictors identifyinginterpretable machine learningjunior nursesrisk predictionworkplace violence

Identifiers

PMID40223873
PMCPMC11981708

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.