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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.
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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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Health Information Technology (HIT)
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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...
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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.
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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...
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信頼性を考慮したエッジコンピューティングによるAI組み込みIoTヘルスケアの最適化

Malak Alamri1, Khalid Haseeb2, Mamoona Humayun3

  • 1Department of Computer Science, College of Computer and Information Sciences, Jouf University, Sakaka, Al-Jouf, 72311, Saudi Arabia. mzalamri@ju.edu.sa.

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科学分野:

  • コンピュータサイエンス
  • ヘルスケアテクノロジー
  • ネットワークセキュリティ

背景:

  • モノのインターネット（IoT）と組み込みシステムは、ヘルスケアモニタリングを自動化します。
  • エッジコンピューティングは応答時間を短縮しますが、デバイスのリソース制限とセキュリティ上の脅威という課題に直面しています。
  • 信頼性とセキュリティの確保は、信頼性の高いIoTベースのヘルスケアアプリケーションにとって重要です。

研究 の 目的:

  • セキュアで効率的なIoTヘルスケアモニタリングのための新しいモデル、Edge-Cloud Trusted Intelligence (ECTI)を提案すること。
  • リソースに制約のあるデバイスのコンピューティングオーバーヘッドを削減すること。
  • 分散型ヘルスケア環境におけるプライバシー保護のための多層セキュリティを実装すること。

主な方法:

  • Edge-Cloud Trusted Intelligence (ECTI)モデルを開発しました。
  • 信頼性の高い通信のために多層セキュリティプロトコルを実装しました。
  • エッジでの効率的なリソース利用のためにタスクオフローディング戦略を利用しました。
  • ルーティングのための軽量な協調的意思決定を可能にしました。

主要な成果:

  • ECTIモデルは、既存のスキームと比較してネットワークメトリクスにおいて大幅な改善を示しました。
  • エッジデバイスのコンピューティングオーバーヘッドを削減しました。
  • IoTヘルスケアシステムにおける信頼性とプライバシー保護を強化しました。

結論:

  • ECTIモデルは、セキュアで効率的なIoTヘルスケアモニタリングのための堅牢なソリューションを提供します。
  • タスクオフローディングと協調的意思決定は、エッジリソース利用の最適化の鍵となります。
  • 多層セキュリティは、分散環境における機密性の高い患者データを保護するために不可欠です。