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An Introductory Guide to Artificial Intelligence in Interventional Radiology: Part 1 Foundational Knowledge
Blair Edward Warren1,2, Alexander Bilbily1,3,4, Judy Wawira Gichoya5
1Department of Medical Imaging, University of Toronto, Toronto, ON, Canada.
Artificial intelligence (AI) offers significant potential for interventional radiology (IR). Understanding AI fundamentals and a proposed classification system can aid clinicians in adopting AI tools for improved patient care.
Area of Science:
- Radiology
- Medical Imaging
- Artificial Intelligence
Background:
- Artificial intelligence (AI) is rapidly advancing, with substantial implications for interventional radiology (IR).
- Limited formal training in AI presents a barrier for clinicians, impacting the adoption and trust of AI technologies in clinical settings.
- Familiarity with AI concepts is crucial for interventional radiologists to engage in its development and deployment.
Purpose of the Study:
- To provide interventional radiologists with foundational knowledge of AI.
- To introduce a pragmatic classification system for AI models based on complexity.
- To explore the current applications and implementation patterns of AI in interventional radiology.
Main Methods:
- Review of AI concepts relevant to clinical practice.
- Development of a classification system for AI models.
- Analysis of AI implementation in IR across pre-procedural, intra-procedural, and post-procedural phases.
Main Results:
- Foundational AI knowledge can enhance clinician understanding and participation.
- A complexity-based classification system can guide AI assessment.
- AI is being implemented across all stages of IR procedures.
Conclusions:
- Education in AI fundamentals is key for interventional radiologists.
- A structured approach to AI classification can facilitate its clinical integration.
- AI holds transformative potential for enhancing interventional radiology practice.
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