Related Experiment Video
Updated: Sep 18, 2025
07:13
Digital Home-Monitoring of Patients after Kidney Transplantation: The MACCS Platform
Published on: April 12, 2021
4.5K
[Research Progress on Application of Intelligent Operation and Maintenance Models in Medical Equipment Management]
1Department of Medical Equipment, Shanghai Sixth People's Hospital, Shanghai, 200233.
Summary
Intelligent operation and maintenance (O&M) models using big data, IoT, and AI can improve medical equipment management. This review explores their technical aspects, algorithms, challenges, and future improvements for better healthcare services.
Area of Science:
- Healthcare Management
- Biomedical Engineering
- Computer Science
Background:
- Effective medical equipment management is vital for healthcare quality and efficiency.
- Traditional management methods struggle with modern healthcare demands.
- Emerging intelligent operation and maintenance (O&M) models offer potential solutions.
Purpose of the Study:
- To review the technical overview of intelligent O&M models.
- To discuss algorithms and challenges associated with AI, IoT, and big data in medical equipment O&M.
- To propose areas for improvement in intelligent O&M models for future development.
Main Methods:
- Literature review of intelligent O&M technologies.
- Analysis of algorithms and challenges in AI, IoT, and big data-driven O&M.
- Identification of key issues and future research directions.
Main Results:
- Intelligent O&M models offer advanced capabilities for medical equipment management.
- Key algorithms and challenges related to big data, IoT, and AI integration were identified.
- Specific areas requiring further development in intelligent O&M were highlighted.
Conclusions:
- Intelligent O&M models are essential for the future of medical equipment management.
- Addressing identified challenges will enhance the efficiency and effectiveness of these models.
- This research provides a foundation for advancing intelligent O&M in healthcare.
Related Concept Videos
01:29Issues And Trends In Healthcare Delivery System
5.9K
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...
5.9K
01:15Methods of Documentation VI: Case Management Model
633
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...
633
01:30Health Information Technology and Healthcare Information System
936
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:
936
01:26Methods of Documentation II: POMR
1.1K
The Problem-Oriented Medical Record (POMR) revolutionized medical record-keeping by introducing a systematic approach focusing on the patient's problems rather than merely listing symptoms. Dr. Lawrence Weed's introduction of this method in the 1960s marked a significant advancement in medical documentation. The POMR framework consists of four key components: the database, problem list, plan of care, and progress notes.
1.1K
01:22Healthcare Associated Infections II: Preventive Measures
2.8K
Essential infection prevention measures are based on the knowledge of the infection chain, the modes of transmission in healthcare settings, and the use of the best practices in all healthcare settings. Compulsory public reporting of healthcare-associated infection rates is needed to allow individuals and the community to make informed choices regarding selecting a healthcare facility.
The best practices for preventing healthcare-associated infections include hand hygiene, patient risk...
The best practices for preventing healthcare-associated infections include hand hygiene, patient risk...
2.8K
01:29Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
103
Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
103