职业制作和休制作对护士倦怠的影响:基于机器学习的预测分析
Yu-Fang Guo1, Si-Jia Wang1, Virginia Plummer2
1School of Nursing and Rehabilitation Shandong University, Jinan, Shandong, China.
Journal of nursing management
|April 14, 2025
概括
位制作和休制作是减少护士倦怠的有效策略. 这些主动的方法可以帮助缓解倦怠和提高医疗保健质量.
科学领域:
- 护理 护理 护理
- 职业健康 职业健康 职业健康
- 心理学 心理学 心理学
背景情况:
- 护士倦怠严重影响工作绩效,医疗保健质量和团队凝聚力.
- 很少有研究同时检查了与护士倦怠有关的职业制作和休制作.
- 了解这些制作行为的差异影响对于开发有针对性的干预措施至关重要.
研究的目的:
- 评估护士中职业手工艺,休手工艺和倦怠的流行情况.
- 用机器学习模型分析职业制作和休制作对护士倦怠的影响.
主要方法:
- 一项多中心的横截面调查,涉及来自中国四家三级医院的1235名护士.
- 数据采集使用马斯拉赫燃烧 inventory-General调查,工作工艺尺度和休工艺尺度.
- 使用后勤回归,支持向量机,随机森林和梯度增强树算法进行的分析.
主要成果:
- 护士报告轻度至中度的倦怠和中度至高水平的工作和休手工艺.
- 机器学习模型展示了燃烧的良好预测能力 (AUC 0.8090.821),梯度增强树表现最好.
- 职业手工艺成为燃烧最强的预测因素,其次是休手工艺.
结论:
- 工作手工艺和休手工艺是减少护士倦怠的有益预防策略.
- 护士经理应该促进就业和休机会,以支持护士的福祉.
- 实施这些手工制作策略可以帮助缓解倦怠和增强护理劳动力.
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