AI in Healthcare

Sharpening Coronary CT Triage: Practical AI Tools for Chest Pain Clinics

2 min · 8. sept. 2025
episode Sharpening Coronary CT Triage: Practical AI Tools for Chest Pain Clinics cover

Description

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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episode Sharpening Coronary CT Triage: Practical AI Tools for Chest Pain Clinics artwork

Sharpening Coronary CT Triage: Practical AI Tools for Chest Pain Clinics

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.

8. sept. 20252 min