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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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The Professional Nurse01:22

The Professional Nurse

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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.
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Obedience01:08

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According to obedience research, we may harm others under the forceful pressures of an authority figure (Milgram, 1974). How about if the inappropriate orders were delivered with less force? The increasing interdependence between nurses and physicians compelled Hofling and his colleagues to explore nurses’ reactions to a potentially harmful medical request made by the perceived authority figure, the doctor (Hofling, Brotzman, Dalrymple, Graves, & Pierce, 1966). In this situation,...
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In the ever-evolving field of public health, statistical analysis serves as a cornerstone for understanding and managing disease outbreaks. By leveraging various statistical tools, health professionals can predict potential outbreaks, analyze ongoing situations, and devise effective responses to mitigate impact. For that to happen, there are a few possible stages of the analysis:
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Ethical Issues01:27

Ethical Issues

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Nurses are essential in patient care, upholding the ethical principles of their profession and effectively navigating ethical dilemmas. Neglecting ethical issues can lead to inadequate patient care, compromised therapeutic relationships, and moral distress among healthcare workers.
Ethical Concerns in Healthcare:
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使用机器学习预测南非环境中的护士的弹性.

Jennifer Chipps1, Amanda Cromhout1, Umit Tokac2

  • 1School of Nursing, Faculty of Community Health Sciences, University of Western Cape, Cape Town 7441, South Africa.

International journal of environmental research and public health
|July 29, 2025
PubMed
概括

这项研究确定了利用机器学习预测南非护士性的因素. 一个简短的弹性选工具准确地预测了护理人员的高与低弹性水平.

科学领域:

  • 护理 护理 护理
  • 心理学 心理学 心理学
  • 数据科学数据科学数据科学

背景情况:

  • 护士是压力很高的职业,影响心理健康.
  • 弹性,一种积极的应激反应,对心理健康至关重要.
  • 了解性因素对于支持护士的心理健康至关重要.

研究的目的:

  • 确定南非护士的高与低弹性预测因素.
  • 利用机器学习来分析二次调查数据.
  • 评估一个简短的弹性选工具的有效性.

主要方法:

  • 从对1134名南非护士的五项调查 (2022-2023) 中进行的二次数据分析.
  • 随机森林分析应用于人口统计学变量,多年的经验和4项弹性屏幕.
  • 预测建模以确定与弹性水平相关的因素.

主要成果:

  • 随机森林模型实现了86.41%的适应性级别的分类准确度.
  • 人口变量提供了有限的额外预测价值.
  • 一个简短的4项弹性选显示了高的预测准确性.

结论:

关键词:
机器学习是机器学习.心理健康 心理健康护士 护士 护士 护士随机的森林随机的森林恢复力 恢复力

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  • 一个简短的弹性选工具有效地识别护士的弹性水平.
  • 机器学习模型可以准确地预测护理人口的弹性.
  • 进一步的研究可以改进干预措施,以提高护士的弹性.