Back to search

Article

Machine learning and SHAP interpretation for predicting high-level compassion fatigue among operating room nurses: A multicenter cross-sectional study

2025-09-03

Abstract excerpt

<title>Abstract</title> <p>Background Operating room nurses (ORNs) are at high risk for compassion fatigue (CF), which significantly impairs individuals’ well-being, undermines the stability of the nursing workforce, and jeopardizes patients’ safety. The study aimed to analyze the prevalence and symptom characteristics of CF among ORNs, construct and compare predictive models using machine learning, and determine...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
ecc95541-6411-53fd-aecc-796f1329b212
DOI
10.21203/rs.3.rs-7446241/v1
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
Machine learning and SHAP interpretation for predicting high-level compassion fatigue among operating room nurses: A multicenter cross-sectional studyDOI 10.21203/rs.3.rs-7446241/v1
Development and validation of a nomogram for predicting high-burnout risk in nursesSemantic proximity
Study on the Types and Influencing Factors of Compassion Fatigue Among Psychiatric Nurses Based on Latent Profile AnalysisSemantic proximity
The Role of Professional Grief in Moderating Job Stress and Turnover Intention Among NursesSemantic proximity
Study on Burnout Risk and Protection Factors in Certified Nursing AidesSemantic proximity
A Correlational Study to Assess the Level of Patient Satisfaction and Nurses' Caring Behaviour Among Post-operative Patients at Srm Hospital, Kattankulathur, Tamilnadu, IndiaSemantic proximity
Correlates of Perioperative Fatigue Among Chinese Gynecological Cancer Patients: A Cross-sectional Study Guided by the Theory of Unpleasant SymptomsSemantic proximity
Burnout Phenotypes Among U.S. General Surgery Residents.Semantic proximity
Educational Level and Length of Work Experience as Predictors of Adverse-Event Reporting and Patient-Safety Perception Among Nurses in Croatian General and County Hospitals: A National Cross-Sectional StudySemantic proximity
Predictors of anxiety-depression comorbidity in Chinese medical staff: A Random Forest analysis based on the Health Ecology ModelSemantic proximity
Development and Validation of a Machine-Learning Model for Predicting Prognosis in Critically Ill Patients Undergoing Major SurgerySemantic proximity
The relationship between compassion fatigue and professional identity among vocational undergraduate nursing interns: a cross-section network analysisSemantic proximity
The Relationship Between Occupational Stress, Job Burnout and Quality of Life among Surgical nurses in Xinjiang, ChinaSemantic proximity
Select a neighboring publication to make it the new centre.