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Real-Time Automated Hazard Detection Framework for Health Information Technology Systems
Olufemi A Omitaomu1, Ozgur Ozmen1, Mohammed M Olama1
1Computational Sciences and Engineering Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA.
Improving Health Information Technology (HIT) reliability builds trust. This study introduces a framework to monitor, detect, and analyze HIT system hazards for enhanced performance and credibility.
Area of Science:
- Health Information Technology (HIT)
- System Reliability Engineering
- Data Analytics in Healthcare
Background:
- Health Information Technology (HIT) systems are critical for modern healthcare delivery.
- Ensuring the reliability and performance of HIT is essential for institutional trust and credibility.
- Existing systems may lack robust mechanisms for hazard detection and failure analysis.
Purpose of the Study:
- To present an end-to-end framework for enhancing the reliability and performance of HIT systems.
- To introduce methods for monitoring, detecting, and analyzing hazards within HIT.
- To lay the groundwork for an automated system to identify HIT improvement opportunities.
Main Methods:
- Design of a system model for monitoring and detecting hazards in HIT.
- Development of a data-driven approach for analyzing healthcare data warehouses.
- Analytical methods for characterizing and analyzing HIT system failures.
- Design of a tool architecture for hazard generation and reporting.
Main Results:
- An initial implementation of two proposed methods using Veterans Affairs HIT and Corporate Data Warehouse data.
- Demonstration of a system model capable of hazard monitoring and detection.
- Development of analytical techniques for failure characterization.
Conclusions:
- The proposed framework offers a systematic approach to improving HIT reliability.
- Data-driven analysis and hazard characterization are key to enhancing system performance.
- The developed tool architecture supports the identification and reporting of HIT hazards, moving towards automation.
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