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Sharpening Coronary CT Triage: Practical AI Tools for Chest Pain Clinics
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Sharpening Coronary CT Triage: Practical AI Tools for Chest Pain Clinics
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In this episode of the AI in Healthcare podcast, we explore new research on using gradient-boosted models to predict coronary artery disease.
00:00 Introduction to AI in Healthcare Podcast
00:09 Gradient-Boosted Models in Coronary Artery Disease Prediction
00:47 Improving Referral Pathways with Transparent Models
01:18 Pragmatic Steps for Clinical Implementation
01:40 Key Takeaways and Recommendations
01:55 Conclusion
Williams MC, Guimaraes ARM, Jiang M, Kwieciński J, Weir-McCall JR, Adamson PD, et al. Machine learning to predict high-risk coronary artery disease on CT in the SCOT-HEART trial. Open Heart. 2025 Sep 1;12(2):e003162. doi:10.1136/openhrt-2025-003162. PMCID: PMC12406813. PMID: 40889953.
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