Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

Integrated Healthcare System01:20

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
Health Information Technology and Healthcare Information System01:30

Health Information Technology and Healthcare Information System

825
Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
825
Distribution Reliability and Automation01:25

Distribution Reliability and Automation

107
Distribution reliability in electrical power systems is critical for ensuring an uninterrupted power supply to consumers at minimal cost. According to IEEE Standard Terms, reliability is the probability that a device will function without failure over a specified time period or amount of usage. For electric power distribution, this translates to maintaining continuous power supply and addressing customer concerns over power outages. Several indices, as defined by IEEE Standard 1366-2012, are...
107
Nursing Clinical Information System01:27

Nursing Clinical Information System

765
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:
765
Ethical Standards I01:25

Ethical Standards I

793
The American Nurses Association (ANA) created and implemented the first nationally accepted Code of Ethics for Nurses with Interpretive Statements. The Code of Ethics is a living document regularly updated by the ANA and establishes an ethical standard that is non-negotiable for nurses in all roles and settings.
The Code of Ethics provisions outline the nurse's duty to the patient, the healthcare team, the profession, and society. The Code's fundamental principles include advocacy,...
793
Issues And Trends In Healthcare Delivery System01:29

Issues And Trends In Healthcare Delivery System

5.6K
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...
5.6K

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Rapid degradation of sulphamethoxazole and the further transformation of 3-amino-5-methylisoxazole in a microbial fuel cell.

Water research·2015
Same author

Metal-free methylation of a pyridine N-oxide C-H bond by using peroxides.

Organic & biomolecular chemistry·2015
Same author

[Research Progress in Norovirus Bioaccumulation in Shellfish].

Bing du xue bao = Chinese journal of virology·2015
Same author

Comparison of Shoulder Management Strategies after Stage I of Fingertip Skin Defect Repair with a Random-Pattern Abdominal Skin Flap.

Medical science monitor : international medical journal of experimental and clinical research·2015
Same author

Anti-inflammatory and Anti-oxidative Activities of Paeonol and Its Metabolites Through Blocking MAPK/ERK/p38 Signaling Pathway.

Inflammation·2015
Same author

Osteogenic Differentiation Evaluation of an Engineered Extracellular Matrix Based Tissue Sheet for Potential Periosteum Replacement.

ACS applied materials & interfaces·2015
Same journal

AdaWGAN: Data Augmentation for Few-Shot HD-sEMG Gesture Recognition Using Single-Trial Data.

IEEE journal of biomedical and health informatics·2026
Same journal

NeuroBooster: a domain-informed self-supervised learning paradigm tailored for brain MRI analysis.

IEEE journal of biomedical and health informatics·2026
Same journal

Graph Convolutional Neural Network based Depression Detection using Brain Functional Connectivity Measures.

IEEE journal of biomedical and health informatics·2026
Same journal

Improving Multi-Sensor Non-Invasive Glucose Detection through AI: A Domain Generalization Approach.

IEEE journal of biomedical and health informatics·2026
Same journal

Unmixing the Neck: Accurate Jugular Venous Pulse Detection From Wearable PPG.

IEEE journal of biomedical and health informatics·2026
Same journal

AD-DAE: Alzheimer's Disease Progression Modeling with Unpaired Longitudinal MRI using Diffusion Auto-Encoders.

IEEE journal of biomedical and health informatics·2026
See all related articles

Related Experiment Video

Updated: Jun 24, 2025

Data Communication Based on MQTT in a Polymer Extrusion Process
08:15

Data Communication Based on MQTT in a Polymer Extrusion Process

Published on: July 15, 2022

3.4K

XAI Driven Intelligent IoMT Secure Data Management Framework.

Wei Liu, Feng Zhao, Lewis Nkenyereye

    IEEE Journal of Biomedical and Health Informatics
    |June 3, 2024
    PubMed
    Summary
    This summary is machine-generated.

    This study introduces a novel framework combining blockchain and explainable AI (XAI) for secure Internet of Medical Things (IoMT) data management. It enhances data security, privacy, and anomaly detection in healthcare systems.

    More Related Videos

    Author Spotlight: Automated Deep Brain Stimulation for Parkinson's Disease - Exploring the Possibilities and Challenges of Home Monitoring
    06:32

    Author Spotlight: Automated Deep Brain Stimulation for Parkinson's Disease - Exploring the Possibilities and Challenges of Home Monitoring

    Published on: July 14, 2023

    1.3K
    Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit
    05:30

    Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit

    Published on: September 8, 2023

    536

    Related Experiment Videos

    Last Updated: Jun 24, 2025

    Data Communication Based on MQTT in a Polymer Extrusion Process
    08:15

    Data Communication Based on MQTT in a Polymer Extrusion Process

    Published on: July 15, 2022

    3.4K
    Author Spotlight: Automated Deep Brain Stimulation for Parkinson's Disease - Exploring the Possibilities and Challenges of Home Monitoring
    06:32

    Author Spotlight: Automated Deep Brain Stimulation for Parkinson's Disease - Exploring the Possibilities and Challenges of Home Monitoring

    Published on: July 14, 2023

    1.3K
    Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit
    05:30

    Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit

    Published on: September 8, 2023

    536

    Area of Science:

    • Computer Science
    • Medical Informatics
    • Cybersecurity

    Background:

    • The Internet of Medical Things (IoMT) offers transformative healthcare capabilities like remote monitoring and diagnostics.
    • However, the sensitive nature of medical data raises significant security and privacy concerns, hindering widespread IoMT adoption.
    • Existing solutions often lack robust mechanisms for secure data transaction and intelligent threat detection.

    Purpose of the Study:

    • To propose an integrated framework using blockchain and explainable artificial intelligence (XAI) for secure, intelligent, and transparent IoMT data management.
    • To enhance the security, privacy, and resilience of IoMT data transactions and anomaly detection systems.
    • To ensure data integrity and participant rights within the IoMT ecosystem.

    Main Methods:

    • Implemented a dual-chain blockchain architecture for secure IoMT data transactions and trading, utilizing perceptual hash technology for data rights confirmation.
    • Employed bidirectional simple recurrent units for modeling medical time-series data to detect anomalies and cyberthreats, addressing vanishing gradient issues.
    • Developed an adversarial sample generation method based on Local Interpretable Model-agnostic Explanations (LIME) to evaluate, secure, and improve the anomaly detection model's explainability and resilience.

    Main Results:

    • The proposed framework demonstrates high performance in secure data management, outperforming existing benchmarks in simulations.
    • The dual-chain blockchain effectively ensures security and privacy for IoMT data transactions and trading.
    • The integration of XAI enhances the anomaly detection model's accuracy, explainability, and robustness against adversarial attacks.

    Conclusions:

    • The integrated blockchain and XAI framework provides a secure, intelligent, and transparent solution for managing sensitive IoMT data.
    • This approach effectively addresses critical security and privacy challenges in IoMT, paving the way for enhanced healthcare.
    • The framework's proven performance and resilience offer a promising direction for future IoMT security and data management strategies.