使用机器学习来预测护士的创造力:一个多学科的方法
Rola H Mudallal1,2, Majd T Mrayyan3, Kharabsheh Mohammad4
1Department of Community and Mental Health Nursing, Faculty of Nursing, The Hashemite University, Zarqa, Jordan. rula@hu.edu.jo.
BMC nursing
|May 15, 2025
概括
护士表现出高度的创造力,受诸如谦卑的领导力和心理安全等因素的影响. 一个机器学习模型有效地预测了创造力,帮助护士经理在决策和资源优化中发挥作用.
科学领域:
- 护理科学 护理科学
- 医疗保健中的人工智能
- 组织心理学 组织心理学
背景情况:
- 护士的创造力对于患者护理至关重要,但研究不足.
- 影响护士创造力的因素需要进一步调查.
- 开发护士创造力的预测模型是必不可少的.
研究的目的:
- 探索影响护士创造力的因素.
- 开发基于机器学习的决策支持系统 (DSS) 来预测护士的创造力.
- 为了提高对护士职业创造力的理解.
主要方法:
- 一种混合方法的方法,将机器学习与描述性,横截面,相关设计相结合.
- 调查数据来自约旦八家医院的191名注册护士.
- 纯粹的贝叶斯模型和多重线性回归模型被用于分析.
主要成果:
- 工作人员护士报告了高水平的创造力 (M=44.95).
- 机器学习模型对创造力预测因子 (例如,心理安全99%,性别98%) 的预测准确度很高.
- 谦卑的领导力,心理安全,经验,质量举措和教育水平是创造力的关键预测因素.
结论:
- 护士经理应该培养谦卑的领导力和心理安全,以促进创造力.
- 开发的DSS可以帮助评估护士的创造力,以更好地管理员工.
- 机器学习为预测和理解护士创造力提供了一个精确的工具.
更多相关视频
相关概念视频
01:30Current Trends in Nursing II
1.2K
Trends in nursing are multifactorial and associated with changes in society, within the nursing profession, and in other professions. Notably, telehealth and remote nursing contribute to successful healthcare delivery for numerous patients and help reduce stress for nurses due to nursing shortages. Nurses can reach patients, monitor their conditions, and interact with them using computers, audio, visual accessories, and telephones—for example, remote patient monitoring systems. Likewise,...
1.2K
01:28Current Trends in Nursing I
1.4K
Current trends in nursing include:
1.4K
01:13Patient-centered Care
1.9K
Patient-centered care involves delivering care beyond inpatient hospitalization. Reflective practice can enhance a patient-centered approach. Reflective practice is a process of reasoning that considers all aspects of the present situation, including practicalities, learning from personal practice, and consideration of patient needs. Patients appreciate care decisions made while considering their input. Involving the patient in their care provides the patient with a sense of contribution rather...
1.9K
01:22The Professional Nurse
4.0K
Professional nurses are not limited to bedside care and are taking roles of greater responsibility. A nurse should have a knowledge-based practice, including personal, theoretical, procedural, cultural, and reflexive knowledge. Additionally, nurses must be competent in cognitive, technical, interpersonal, and ethical/legal skills. Some of the best attributes of successful nurses include the following:
Communication skills: These are critical characteristics, especially speaking and listening.
Communication skills: These are critical characteristics, especially speaking and listening.
4.0K
01:24Critical Thinking I
3.1K
Critical thinking helps decision-making and allows nurses to recognize barriers to success and find solutions to possible issues. It helps to brainstorm and implement ideas to achieve goals. Critical thinking helps acknowledge and state workflow inefficiencies while improving management techniques. Nurses understand the value of critical thinking and look for fellow nurses with critical thinking skills to upgrade their professional standards. Critical thinking can advance a nurse's career...
3.1K
01:18The Scientific Method in Nursing Process
9.4K
The scientific method provides the foundation for any research. It is the most reliable and objective of all forms of gaining knowledge and guides in applying research-based evidence in practice and conducting future research.
When using research findings to change practice, one must understand the process used to guide a study. The scientific method is a systematic, step-by-step process that supports the data's validity, reliability, and generalizability. As a result, findings can be...
When using research findings to change practice, one must understand the process used to guide a study. The scientific method is a systematic, step-by-step process that supports the data's validity, reliability, and generalizability. As a result, findings can be...
9.4K