Implementing Artificial Intelligence Algorithms in the Radiology Workflow: Challenges and Considerations

Panagiotis Korfiatis PhD , Timothy L. Kline PhD , Holly M. Meyer MS , Sana Khalid MS , Timothy Leiner MD , Brenna T. Loufek MS , Daniel Blezek PhD , David E. Vidal JD , Robert P. Hartman MD , Lori J. Joppa MBA , Andrew D. Missert PhD , Theodora A. Potretzke MD , Jerome P. Taubel , Jason A. Tjelta BS , Matthew R. Callstrom MD , Eric E. Williamson MD
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Abstract

Integration of AI-enabled algorithms into the radiology workflow presents a complex array of challenges that span operational, technical, clinical, and regulatory domains. Successfully overcoming these hurdles requires a multifaceted approach, including strategic planning, educational initiatives, and careful consideration of the practical implications for radiologists' workloads. Institutions must navigate these challenges with a clear understanding of the potential benefits and limitations of both vended and in-house developed AI tools.
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在放射学工作流程中实现人工智能算法:挑战和考虑
将支持人工智能的算法集成到放射学工作流程中,带来了一系列复杂的挑战,涉及操作、技术、临床和监管领域。成功地克服这些障碍需要多方面的方法,包括战略规划、教育倡议和仔细考虑对放射科医生工作量的实际影响。机构必须清楚地了解人工智能工具的潜在优势和局限性,才能应对这些挑战。
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来源期刊
Mayo Clinic Proceedings. Digital health
Mayo Clinic Proceedings. Digital health Medicine and Dentistry (General), Health Informatics, Public Health and Health Policy
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