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Issues And Trends In Healthcare Delivery System01:29

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The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
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Combining two or more treatment methods increases the life span of cancer patients while reducing damage to vital organs or tissue from the overuse of a single treatment. Combination therapy also targets different cancer-inducing pathways, thus reducing the chances of developing resistance to treatment.
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
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Models of Health Promotion and Illness Prevention I01:25

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A model is a theoretical way to understand a concept or an idea. Models can overcome barriers to health regardless of diverse economic and cultural backgrounds. In addition, models make the task easier by providing different ways to approach complex issues. There are two major health promotion models: the health belief model and the health promotion model.
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Documentation in long-term care facilities and home healthcare settings is crucial for ensuring continuous, coordinated, and comprehensive care for patients. Each setting has its specific documentation processes and tools:
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Methods of Documentation VI: Case Management Model01:15

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The case management model is a multidisciplinary approach that involves healthcare professionals from diverse disciplines, such as physicians, nurses, therapists, social workers, and pharmacists, working collaboratively to address the various needs of patients. Each healthcare professional brings unique expertise and perspectives, contributing to a more comprehensive understanding of the patient's condition and tailoring treatment plans accordingly.
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Methodology for Establishing a Community-Wide Life Laboratory for Capturing Unobtrusive and Continuous Remote Activity and Health Data
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数据驱动的可解释政策构建,以实现个性化的移动健康服务.

Dimitris Bertsimas1, Predrag Klasnja2, Susan Murphy3

  • 1Sloan School of Management Massachusetts Institute of Technology Cambridge, USA.

2022 IEEE International Conference on Digital Health (IEEE ICDH 2022) : proceedings : hybrid conference, Barcelona, Spain, 11-15 July 2022. International Conference on Digital Health (2022 : Barcelona, Spain; Online)
|November 15, 2023
PubMed
概括
此摘要是机器生成的。

本研究介绍了最佳政策树+ (OPT+),以优化移动健康干预措施的信息传递,显著减少久坐不动的行为. 该方法为行为科学研究提供了可解释的见解.

关键词:
反静坐生活的反静坐生活在政策之外进行批量学习.可解释的决策方式移动健康服务提供者政策树是一种政策树.

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科学领域:

  • 数字健康数字健康
  • 行为科学 行为科学
  • 机器学习 机器学习

背景情况:

  • 移动健康应用程序使用基于消息的干预来促进健康的行为.
  • 目前的方法,如HeartSteps,缺乏对消息传递的优化策略,可能会给用户带来压倒.
  • 需要有效和可解释的政策来最大限度地发挥干预效益.

研究的目的:

  • 制定一个有效和可解释的政策,以优化移动卫生干预中的信息传递.
  • 通过改进干预策略来减少久坐不动的行为.
  • 为未来的行为科学研究提供见解.

主要方法:

  • 拟议的最佳政策树 + (OPT+),一个批量政策之外的学习方法.
  • 结合个性化门学习与最佳政策树的扩展.
  • 使用HeartSteps V2/V3体育活动干预的数据测试了该方法.

主要成果:

  • 显著减少了久坐不动的行为.
  • 通过更低的消息传递预算实现了这些减少.
  • OPT+生成了一个高度可解释和稳定的决策树.

结论:

  • OPT+为优化移动卫生干预提供了一种有效和可解释的方法.
  • 该方法可以在管理消息频率的同时显著减少久坐的行为.
  • 可解释的政策为未来的数字健康和行为变化研究提供了理论见解.