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Teaching AI for Radiology Applications: A Multisociety‑Recommended Syllabus from the AAPM, ACR, RSNA, and SIIM
Felipe Kitamura1,2,3, Timothy Kline1,4, Daniel Warren5
1Society of Imaging Informatics in Medicine, Leesburg, USA.
Medical imaging is evolving with AI, but complexity poses challenges. Professional societies developed a competency syllabus to ensure safe and effective use of AI in healthcare.
Area of Science:
- Medical imaging
- Machine learning
- Artificial intelligence
Background:
- Medical imaging is rapidly advancing due to machine learning (ML) and increased computational power.
- ML algorithms offer potential improvements in disease detection, diagnosis, prognosis, and treatment.
- Challenges include ML model complexity, data requirements, and potential for bias, hindering safe adoption.
Purpose of the Study:
- To address challenges in adopting ML in medical imaging.
- To develop a competency syllabus for medical imaging professionals interacting with AI systems.
- To guide users, purchasers, clinical collaborators, and developers of AI systems.
Main Methods:
- Collaboration between major medical imaging professional societies (AAPM, ACR, RSNA, SIIM).
- Development of a syllabus outlining recommended competencies.
- Focus on task-specific demands for different professional roles.
Main Results:
- A syllabus detailing competencies for medical imaging professionals engaging with AI.
- The syllabus targets four key personas: users, purchasers, clinical collaborators, and developers.
- The framework emphasizes safe and effective utilization of ML systems.
Conclusions:
- The competency syllabus aims to enhance the safe and effective use of ML in medical imaging.
- By addressing role-specific needs, the guide supports improved patient care.
- This syllabus provides a foundational framework, not a prescriptive curriculum.
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