区块链驱动的医疗保健系统:通过混合深度学习提高可扩展性和安全性
Aitizaz Ali1, Hashim Ali2, Aamir Saeed3
1School of IT, UNITAR International University, Petaling Jaya 47301, Malaysia.
Sensors (Basel, Switzerland)
|September 28, 2023
概括
这项研究引入了一个新的医疗保健框架,使用区块链技术和混合深度学习来提高可扩展性和安全性. 它确保了数据的完整性和隐私,同时实现了有效的分析,以改善患者护理和医学研究.
科学领域:
- 医疗信息学 医疗信息学
- 计算机科学 计算机科学
- 人工智能的人工智能
背景情况:
- 医疗保健系统在可扩展性,安全性和数据管理方面面临挑战.
- 现有的集中式系统容易受到数据泄露的影响,并且缺乏互操作性.
- 技术进步对于提高医疗保健效率和患者治疗结果至关重要.
研究的目的:
- 为医疗保健提出一个新的框架,整合区块链技术和混合深度学习.
- 提高医疗保健系统的可扩展性,安全性和互操作性.
- 改善数据完整性,患者隐私,并促进数据驱动的决策.
主要方法:
- 开发基于权限的区块链框架,用于安全的医疗数据管理.
- 混合深度学习模型的集成,用于高级数据分析和预测.
- 实施访问控制机制,以保护患者的隐私.
主要成果:
- 拟议的框架确保安全,透明和分散的健康数据存储和共享.
- 混合深度学习模型能够实时分析及时诊断和治疗建议.
- 与传统系统相比,证明了增强的可扩展性,安全性和互操作性.
结论:
- 区块链和混合深度学习的整合为现代医疗保健挑战提供了强大的解决方案.
- 这种方法促进了有效的数据管理,个性化的患者护理和医学研究的进步.
- 解决诸如计算复杂性和监管合规性等挑战是成功实施的关键.
相关概念视频
Issues And Trends In Healthcare Delivery System
5.7K
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...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.7K
Health Information Technology and Healthcare Information System
867
Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
867
Integrated Healthcare System
1.6K
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,...
1.6K
Secondary Healthcare System
1.5K
Secondary healthcare is offered by a specialist, generally in hospitals or clinics for patients referred by primary healthcare providers. It occurs when a person has an illness or injury that requires specific medical care. Secondary care is often referred to as acute care. Secondary care can range from uncomplicated care to repair a minor laceration or treat a strep throat infection to more complicated emergent care, such as treating a head injury sustained in an automobile accident. Whatever...
1.5K
Methods Of Healthcare Delivery System
3.3K
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...
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...
3.3K
Tertiary Healthcare System
1.8K
Specialized care provided over an extended period is called tertiary care. Usually, a primary or secondary care physician will refer a patient to tertiary care. A patient's maximum physical and mental function is restored in tertiary care, which is caused due to the impact of a chronic illness or condition. Tertiary care aims to achieve the highest level of functioning possible while managing chronic illness. For example, a patient who falls and fractures their hip will need secondary care...
1.8K


