一个整体模型医疗保健监测系统
1Indian Institute of Technology Ropar.
Critical reviews in biomedical engineering
|August 2, 2024
概括
本研究介绍了一个基于区块链的物联网 (IoT) 系统,用于安全的患者监控. 整体分类模型在识别COPD和心脏病等疾病时达到95.56%的准确性.
科学领域:
- 医疗信息学 医疗信息学
- 网络安全 网络安全
- 机器学习 机器学习
背景情况:
- 物联网 (IoT) 通过患者监控来增强医疗保健.
- 数据安全和隐私是物联网医疗保健中的关键问题.
- 区块链技术提供了强大的数据完整性和安全解决方案.
研究的目的:
- 开发一个安全和保护隐私的物联网医疗监控系统.
- 将区块链技术与物联网集成,以加强数据保护.
- 实施综合分类模型,以准确检测疾病.
主要方法:
- 对慢性阻塞性肺病 (COPD),肺癌和心脏病的数据生成.
- 预处理物联网医疗保健数据使用增强的标量规范化.
- 特性提取包括相互信息,统计特征和.
- 使用深度maxout,改进的深度卷积网络 (IDCNN) 和深度信念网络 (DBN) 进行集体分类.
主要成果:
- 整体模型在疾病分类中达到最高准确率95.56%.
- 与神经网络 (89.08%) 和LSTM (80.63%) 等传统分类器相比,该系统表现优越.
- 准确的分类是在60%的学习百分比下实现的.
结论:
- 拟议的基于区块链的物联网系统有效地解决了患者监控中的安全和隐私挑战.
- 整体分类显著提高了医疗保健中疾病检测的准确性.
- 这种综合方法为安全可靠的物联网医疗保健解决方案提供了有希望的进步.
相关概念视频
Integrated Healthcare System
1.5K
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,...
1.5K
Documentation in Long-Term and Home Healthcare Setting
876
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:
Long-Term Care Facilities
Long-Term Care Facilities
876
Pulse rhythm
777
Pulse rhythm refers to the pattern of pulsations within specific intervals, offering valuable insights into the regularity or irregularity of the heart's beats as observed through the pattern of pulsation within specific intervals. A regular pulse exhibits a consistent heart rate with uniform waveforms and pulsation force, variations of which can be classified as normal, weak, or bounding.
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
777
Secondary Healthcare System
1.4K
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...
1.4K
Methods of Documentation VI: Case Management Model
564
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.
For example, a patient with a chronic...
For example, a patient with a chronic...
564
Tertiary Healthcare System
1.7K
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...
1.7K


