Large Language Models and Revascularization Decisions: The Newest Member of Your Multidisciplinary Heart Team?
Circulation: Cardiovascular Interventions

Get full access to this article
View all available purchase options and get full access to this article.
References
1.
Patel MR, Dehmer GJ, Hirshfeld JW, Smith PK, Spertus JA, Masoudi FA, Dehmer GJ, Patel MR, Smith PK, Chambers CE, et al; Coronary Revascularization Writing Group. ACCF/SCAI/STS/AATS/AHA/ASNC/HFSA/SCCT 2012 appropriate use criteria for coronary revascularization focused update: a report of the American College of Cardiology Foundation Appropriate Use Criteria Task Force, Society for Cardiovascular Angiography and Interventions, Society of Thoracic Surgeons, American Association for Thoracic Surgery, American Heart Association, American Society of Nuclear Cardiology, and the Society of Cardiovascular Computed Tomography. J Thorac Cardiovasc Surg. 2012;143:780–803. doi: 10.1016/j.jtcvs.2012.01.061
2.
Otto CM, Nishimura RA, Bonow RO, Carabello BA, Erwin JP, Gentile F, Jneid H, Krieger EV, Mack M, McLeod C, et al. 2020 ACC/AHA guideline for the management of patients with valvular heart disease: executive summary: a report of the American College of Cardiology/American Heart Association Joint Committee on Clinical Practice Guidelines. Circulation. 2021;143:e35–e71. doi: 10.1161/CIR.0000000000000932
3.
Neumann FJ, Sousa-Uva M, Ahlsson A, Alfonso F, Banning AP, Benedetto U, Byrne RA, Collet JP, Falk V, Head SJ, et al. 2018 ESC/EACTS guidelines on myocardial revascularization. Eur Heart J. 2019;40:87–165. doi: 10.1093/eurheartj/ehy394
4.
Hamid UI, Modine T, Maessen J, van ’t Hof A, Sondergaard L, Bleiziffer S, Lancellotti P, Siepe M, Nia PS. Structure of multidisciplinary heart teams, a survey-based heart team study. Interdiscip Cardiovasc Thorac Surg. 2023;37:ivad134. doi: 10.1093/icvts/ivad134
5.
El-Andari R, Nagendran J, Hong Y, Ali I, Nagendran J. Percutaneous coronary intervention versus coronary artery bypass grafting for patients with three vessel coronary artery disease: a comparison of centers in the same jurisdiction with differing multidisciplinary heart team approaches. Ann Surg. 2023;278:e190–e195. doi: 10.1097/sla.0000000000005513
6.
Lee C, Tully A, Fang JC, Sugeng L, Elmariah S, Grubb KJ, Young MN. Building and optimizing the interdisciplinary heart team. J Soc Cardiovasc Angiogr Interv. 2023;2(6Part A):101067. doi: 10.1016/j.jscai.2023.101067
7.
Long J, Luckraz H, Thekkudan J, Maher A, Norell M. Heart team discussion in managing patients with coronary artery disease: outcome and reproducibility. Interact Cardiovasc Thorac Surg. 2012;14:594–598. doi: 10.1093/icvts/ivr157
8.
Vaswani A, Shazeer N, Parmar N, Uszkoreit J, Jones L, Gomez AN, Kaiser L, Polosukhin I. Attention is all you need. arXiv. Preprint posted online June 12, 2017. Updated August 2, 2023. https://arxiv.org/abs/1706.0376
9.
Sudri K, Motro-Feingold I, Ramon-Gonen R, Barda N, Klang E, Fefer P, Amunts S, Attia Z, Alkhouli M, Segev A, et al. Enhancing coronary revascularization decisions: the promising role of large language models as a decision-support tool for multidisciplinary heart team. Circ Cardiovasc Interv. 2024;17:e014201. doi: 10.1161/CIRCINTERVENTIONS.124.014201
10.
MacKay DJC. Information theory, inference and learning algorithms illustrated edition. Cambridge University Press; 2003.
11.
Fleiss JL. Measuring nominal scale agreement among many raters. Psychol Bull. 1971;76:378–382. doi: 10.1037/h0031619
12.
Sahiner B, Chen W, Samala RK, Petrick N. Data drift in medical machine learning: implications and potential remedies. Br J Radiol. 2023;96:20220878. doi: 10.1259/bjr.20220878
13.
Hugging Face. Zero-shot classification. Accessed September 27, 2024. https://huggingface.co/tasks/zero-shot-classification
14.
Wang W, Zheng VW, Yu H, Miao C. A survey of zero-shot learning. ACM Trans Intell Syst Technol. 2019;10:1–37. doi: 10.1145/3293318
Information & Authors
Information
Published In
Copyright
© 2024 American Heart Association, Inc.
Versions
You are viewing the most recent version of this article.
History
Published in print: November 2024
Published online: 6 November 2024
Keywords
Subjects
Authors
Disclosures
None.
Metrics & Citations
Metrics
Citations
Download Citations
If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Select your manager software from the list below and click Download.
View Options
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Personal login Institutional LoginPurchase Options
Purchase this article to access the full text.
eLetters(0)
eLetters should relate to an article recently published in the journal and are not a forum for providing unpublished data. Comments are reviewed for appropriate use of tone and language. Comments are not peer-reviewed. Acceptable comments are posted to the journal website only. Comments are not published in an issue and are not indexed in PubMed. Comments should be no longer than 500 words and will only be posted online. References are limited to 10. Authors of the article cited in the comment will be invited to reply, as appropriate.
Comments and feedback on AHA/ASA Scientific Statements and Guidelines should be directed to the AHA/ASA Manuscript Oversight Committee via its Correspondence page.