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Seamless Integration of Artificial Intelligence Into the Clinical Environment: Our Experience With a Novel
Jonathan D Pierce1, Beverly Rosipko2, Lisa Youngblood3
1Department of Radiology, University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, Cleveland, Ohio.
This study details the successful integration of artificial intelligence (AI) into clinical workflow for detecting pneumothoraces using mobile x-ray. It offers insights for radiology practices implementing AI solutions.
Area of Science:
- Radiology
- Artificial Intelligence
- Medical Imaging
Background:
- Growing interest in AI algorithms for clinical applications.
- Limited literature on implementing AI tools into daily clinical practice.
- Need for practical guidance on integrating AI in radiology workflows.
Purpose of the Study:
- To describe the experience of integrating an AI-enabled mobile x-ray system.
- To demonstrate an end-to-end solution for detecting pneumothoraces.
- To provide insights for other radiology enterprises on AI implementation.
Main Methods:
- Integration of an AI-enabled mobile x-ray scanner with an FDA-approved algorithm.
- Development of a workflow for extracting, delivering, and prioritizing positive studies.
- Case study analysis of the AI algorithm and PACS workflow.
Main Results:
- Successful integration of AI technology into thoracic radiology workflow.
- Demonstration of real-time detection and prioritization of pneumothorax cases.
- Identification of key insights from practical AI implementation.
Conclusions:
- AI-enabled tools can be successfully integrated into clinical radiology workflows.
- Practical implementation details are crucial for effective AI adoption.
- This experience can guide other institutions in evaluating and implementing AI solutions.
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