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Survival Tree01:19

Survival Tree

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Survival trees are a non-parametric method used in survival analysis to model the relationship between a set of covariates and the time until an event of interest occurs, often referred to as the "time-to-event" or "survival time." This method is particularly useful when dealing with censored data, where the event has not occurred for some individuals by the end of the study period, or when the exact time of the event is unknown.
 Building a Survival Tree
Constructing a...
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Current Trends in Nursing I01:28

Current Trends in Nursing I

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Current trends in nursing include:
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Current Trends in Nursing II01:30

Current Trends in Nursing II

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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,...
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Nursing Process for Patient and Caregiver Teaching I: Assessment and Diagnosis01:24

Nursing Process for Patient and Caregiver Teaching I: Assessment and Diagnosis

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The nursing process provides a clinical decision-making framework for patients and families to establish and implement a personalized care plan. Since part of the nurse's duties is to teach patients, the steps of the nursing process are the most effective way to approach instruction. The nursing process and the teaching-learning process are inextricably linked.
It is critical to determine the patient's learning needs during the assessment. Determination of learning needs compounds data...
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Documentation of Nursing Diagnosis01:10

Documentation of Nursing Diagnosis

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The nurse documents nursing diagnoses and enters them into the patient record. The identified patient's nursing diagnosis is either written out with a plan of care or entered into the electronic health record.
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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:
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Updated: May 13, 2025

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
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使用决策树方法预测新毕业护士在过渡期间的留守率:一项纵向研究

Taewha Lee1, Yea Seul Yoon2, Yoonjung Ji1,3

  • 1Mo-Im Kim Nursing Research Institute, College of Nursing, Yonsei University, Seoul, Republic of Korea.

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留住新毕业的护士至关重要. 保留关键因素包括年龄较小,更好的实践准备,较低的过渡冲击,以及良好的人与环境的适应性,有助于护士保留策略.

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科学领域:

  • 护理 护理 护理
  • 医疗保健管理的管理
  • 劳动力保留 劳动力保留

背景情况:

  • 保持新护士是医疗保健中的一个重大挑战.
  • 对影响新毕业护士保留率的因素的纵向研究很少.
  • 了解新护士的职业转型对于职业的未来至关重要.

研究的目的:

  • 确定影响新毕业护士留学的因素.
  • 开发一个纵向预测模型,用于新毕业的护士保留.

主要方法:

  • 新护士电子队列研究 (2020年,2022年) 的二次数据分析.
  • 进行分类和回归树 (CART) 分析以构建预测模型.
  • 将参与者分为保留或营业额组的分类.

主要成果:

  • 该研究包括586名参与者;79%被保留.
  • 年龄较小,对实践的更高准备,更低的过渡冲击和更好的个人环境符合预测的保留.
  • 该CART模型实现了79.7%的预测准确度.

结论:

  • 护理教育工作者和医院管理人员之间的协作努力是必不可少的.
  • 战略应侧重于为学生准备实践,支持社会化,并培养专业价值观.
  • 改变教育策略和管理政策可以提高新毕业护士的留守率.