影响护士报告第三级医院不良护理事件的意图的因素使用随机森林模型
Yuxuan Chen1, Wanhong Ding2, Jianming Xu2
1Nursing Department, Zhongshan Hospital, Fudan University; Fudan University.
Asian nursing research
|June 26, 2025
概括
护士是一个护士.
科学领域:
- 护理 护理 护理
- 患者安全 患者安全
- 医疗保健的质量 医疗保健的质量
背景情况:
- 护理中的不良事件可能会危及患者的安全.
- 了解护士报告这些事件的意图对于质量改善至关重要.
研究的目的:
- 调查护士报告护理不良事件的意图的现状.
- 通过随机森林模型识别和排名影响这一意图的因素.
主要方法:
- 在上海一家三级医院的823名护士中进行了一项调查.
- 用验证的问卷收集数据,并使用随机森林和逐步回归模型进行分析.
主要成果:
- 护士报告不良事件的意图是中等的.
- 关键影响因素包括职业称号,之前的报告经验,年龄和对报告文化,流程,意义,目的和环境的看法.
- 年轻的护士,没有事先报告经验的护士,以及那些认为报告很重要的人表现出更高的意图. 更简单的流程和更少的惩罚性文化也增加了报告意图.
结论:
- 护士报告不良事件的意图是适度的.
- 需要针对特定因素进行有针对性的干预,以加强报告.
- 改善报告意图可以提高护理质量和患者安全.
更多相关视频
07:13Comparison of Predictive Performance of Three Lymph Node Staging Systems in Colorectal Signet Ring Cell Carcinoma Based on Machine Learning Model
Published on: April 18, 2025
201
12:18A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
7.6K
相关概念视频
Types of Reports II: Incident or Occurrence Report
955
An Incident or Occurrence Report in a healthcare setting is a crucial document used to record any unexpected occurrence that may or may not have affected a patient, employee, or visitor. Such reports are critical to improving patient safety and include all details leading up to and including the event.
Purposes:
In the healthcare industry, reports play a crucial role in documenting incidents within an agency. The primary objective of these reports is to ensure patient safety, uphold the...
Purposes:
In the healthcare industry, reports play a crucial role in documenting incidents within an agency. The primary objective of these reports is to ensure patient safety, uphold the...
955
Current Trends in Nursing II
1.4K
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,...
1.4K
Nursing Interventions II: Selecting and Classifying the Nursing Interventions
2.4K
Creating and executing a nursing diagnosis helps nurses plan care and guide patient, family, and community interventions. They are developed based on a patient's physical evaluation and support measuring the outcomes. It is not recommended to select random interventions throughout the planning process. Instead, consider the following six essential factors when choosing interventions:
2.4K
Factors Affecting the Risk of Infection
12.3K
The hosts' susceptibility to infection depends on several factors. The integrity of the skin and mucous membranes helps protect the body against microbial attacks. When the skin is altered, the chance of infection, limb loss, and even death increases.
The integrity and count of the white blood cells help the body resist pathogens and fight infection. When impaired, it reduces the body's resistance to pathogens. The acidic pH levels of the gastrointestinal, genitourinary tracts, and skin...
The integrity and count of the white blood cells help the body resist pathogens and fight infection. When impaired, it reduces the body's resistance to pathogens. The acidic pH levels of the gastrointestinal, genitourinary tracts, and skin...
12.3K
Current Trends in Nursing I
1.7K
Current trends in nursing include:
1.7K
Healthcare Associated Infections II: Preventive Measures
2.8K
Essential infection prevention measures are based on the knowledge of the infection chain, the modes of transmission in healthcare settings, and the use of the best practices in all healthcare settings. Compulsory public reporting of healthcare-associated infection rates is needed to allow individuals and the community to make informed choices regarding selecting a healthcare facility.
The best practices for preventing healthcare-associated infections include hand hygiene, patient risk...
The best practices for preventing healthcare-associated infections include hand hygiene, patient risk...
2.8K
