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相关概念视频

Issues And Trends In Healthcare Delivery System01:29

Issues And Trends In Healthcare Delivery System

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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
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
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Heating and Cooling Curves02:44

Heating and Cooling Curves

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When a substance—isolated from its environment—is subjected to heat changes, corresponding changes in temperature and phase of the substance is observed; this is graphically represented by heating and cooling curves.
For instance, the addition of heat raises the temperature of a solid; the amount of heat absorbed depends on the heat capacity of the solid (q = mcsolidΔT). According to thermochemistry, the relation between the amount of heat absorbed or released by a substance, q, and its...
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Decreased Body Temperature01:29

Decreased Body Temperature

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A decreased body temperature can occur in patients with hypothermia and frostbite. Heat loss with extended cold exposure overpowers the body's ability to create heat, resulting in hypothermia. Core temperature readings help classify hypothermia. Mild hypothermia is temperatures between 32 °C (89.6 °F) and 35°C (95 °F) and is caused by impaired thermoregulation. Moderate hypothermia is temperatures between 28 C (82.4 °F) and 32 °C (89.6 °F) caused by...
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Thermal Stress01:09

Thermal Stress

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If the temperature of an object is changed while it is prevented from expanding or contracting, the object is subjected to stress. The stress is compressive if the object expands in the absence of constraint and tensile if it contracts. This stress resulting from temperature change is known as thermal stress. It can be quite large and can cause damage. To avoid this stress, engineers may design components so they can expand and contract freely. For instance, on highways, gaps are deliberately...
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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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Mechanism of heat transfer01:19

Mechanism of heat transfer

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Understanding heat transfer mechanisms is essential for understanding how our bodies maintain balance in different environmental conditions. When the environment is thermoneutral, the body is in a state of balance, neither using nor releasing energy to maintain its core temperature. However, when the environment is not thermoneutral, the body employs four heat transfer mechanisms to maintain homeostasis: conduction, convection, evaporation, and radiation. These mechanisms facilitate heat...
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Updated: Jul 22, 2025

Author Spotlight: Optimization of Airflow Velocities in Battery Cooling Systems for Enhanced Thermal Performance and Reduced Energy Consumption
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智能能源意识热交换机优化与深度学习模型,用于物联网启用智能医疗保健.

Mahmoud Ragab1,2,3, Sami Saeed Binyamin4

  • 1Information Technology Department, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah 21589, Saudi Arabia.

Journal of healthcare engineering
|July 24, 2023
PubMed
概括
此摘要是机器生成的。

本研究介绍了一个智能能源意识的热交换优化与深度学习 (IEA-TEODL) 模型,用于物联网 (IoT) 支持的智能医疗保健. 国际能源署-TEODL模型增强了疾病诊断,并优化了物联网设备集群,以改善医疗保健服务.

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科学领域:

  • 计算机科学 计算机科学
  • 生物医学工程 生物医学工程
  • 人工智能的人工智能

背景情况:

  • 物联网 (IoT) 和先进传感器的整合正在通过连接设备,患者和专业人员来彻底改变医疗保健.
  • 智能医疗保健系统提高了患者安全,可访问性和运营效率,同时降低了成本.

研究的目的:

  • 开发一个智能能源意识的热交换优化与深度学习 (IEA-TEODL) 模型,以实现物联网智能医疗.
  • 为了有效地集成物联网设备,并在智能医疗保健部门中增强疾病诊断.

主要方法:

  • 拟议的IEA-TEODL模型使用了基于能量意识的混乱热交换优化聚类 (EACTEO-C) 方案来分组设备.
  • 疾病分类是使用预处理,K-medoid集群来删除异常值,多头注意力双向长期短期记忆 (MHA-BLSTM) 和加权Salp Swarm算法 (WSSA) 进行的.

主要成果:

  • 国际能源署-TEODL方法通过删除异常值和基于WSSA的超参数优化,证明了增强的分类结果.
  • 在基准数据集上进行了广泛的模拟,证实了IEA-TEODL技术在各种评估指标上与现有方法相比具有更高的性能.

结论:

  • 开发的IEA-TEODL模型为支持物联网的智能医疗保健系统提供了重大进步.
  • 拟议的技术有效优化物联网设备集群,提高疾病诊断的准确性,为更高效和更具成本效益的医疗保健解决方案铺平道路.