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相关概念视频

Health Information Technology and Healthcare Information System01:30

Health Information Technology and Healthcare Information System

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Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
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Integrated Healthcare System01:20

Integrated Healthcare System

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An integrated healthcare system (IHS) is a set of organizations that provides for or arranges to provide coordinated and continuous service to a defined population. The IHS takes responsibility for that particular population's health status and outcome, both clinically and fiscally. An integrated healthcare system is a well-organized, well-coordinated, and collaborative network. The integrated delivery system is a network that connects different healthcare providers to deliver organized,...
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Methods Of Healthcare Delivery System01:26

Methods Of Healthcare Delivery System

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At the different levels of the healthcare system, we see varying methods of healthcare used. These methods include managed care systems, case management, and primary healthcare.
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
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There are various healthcare agencies in the United States—some of which are managed by religious institutions and others by different government branches.
Parish nursing is a growing specialty nursing profession that focuses on holistic healthcare, health promotion, and illness prevention. It blends professional nursing practice with a health ministry, focusing on health and healing within the context of a Christian community. Parish nurses serve as health educators, referral sources,...
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Nursing Clinical Information System01:27

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Nursing Clinical Information System (NCIS)
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
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Healthcare Agencies I01:18

Healthcare Agencies I

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Healthcare agencies provide healthcare services to people. In the United States, voluntary agencies are often non-profit centers sponsored by donations, grants, or fundraisers. One such organization is Meals on Wheels, which provides meals to the elderly and homebound. The American Heart Association and the American Lung Association are other non-profit community organizations. Doctors and nurses are frequently active members of these organizations, which offer health checks and educational...
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相关实验视频

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Deep Neural Networks for Image-Based Dietary Assessment
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使用基于深度学习的协作过的健康推系统.

P Chinnasamy1, Wing-Keung Wong2, A Ambeth Raja3

  • 1Department of Computer Science and Engineering, MLR Institute of Technology, Hyderabad, India.

Heliyon
|December 25, 2023
PubMed
概括
此摘要是机器生成的。

本研究介绍了一个智能健康推系统 (HRS),使用深度学习来改善医疗保健. 该系统分析患者数据,提供个性化的健康见解和建议,增强医疗决策.

关键词:
在美国,CNN是CNN.协作过是一种合作过.深度学习是一种深度学习.卫生推系统 卫生推系统这是一个RBMRBMRBM.推系统是推系统.

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科学领域:

  • 医疗保健中的人工智能
  • 数据挖掘和机器学习应用程序
  • 医疗信息学和决策支持系统

背景情况:

  • 现代医疗保健需要智能系统来分析大量的医疗数据,以帮助预测和诊断.
  • 健康推系统 (HRS) 对于高效的医疗保健网络至关重要,确保数据完整性,安全性和隐私.
  • 社交媒体数据为患者健康提供了洞察力,推动了对能够处理各种信息来源的系统的需求.

研究的目的:

  • 提出一个智能健康推系统 (HRS),利用深度学习来增强医疗决策.
  • 探索数据挖掘技术的应用,以创建有效和高效的健康推引擎.
  • 通过先进的数据分析,展示个性化医疗保健和制药洞察力的潜力.

主要方法:

  • 开发一种使用深度学习架构的新型HRS:受限制的博尔兹曼机器 (RBM) - 同进化神经网络 (CNN).
  • 使用TensorFlow和Python进行数据处理和分析的拟议系统的实施.
  • 通过不同的错误指标,准确性,精度,回忆和F测量对其他方法进行系统性能评估.

主要成果:

  • 拟议的智能HRS证明了对患者健康信息,社会活动和行为的有效分析.
  • 绩效评估表明与现有的医疗保健推方法相比,具有竞争力的准确性,精度,回忆和F-测量.
  • 该系统为诊断建议,医疗保险,护理策略和顺势疗法提供了洞察力.

结论:

  • 开发的基于深度学习的HRS为个性化医疗保健建议提供了高效和有效的引擎.
  • 通过这个系统整合多学科数据源可以减少医疗保健负担和成本.
  • 这种方法突显了制药行业向更个性化的医疗战略过渡的趋势.