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Sudri K, Motro-Feingold I, Ramon-Gonen R, Barda N, Klang E, Fefer P, Amunts S, Attia ZI, Alkhouli M, Segev A, Cohen-Shelly M, Barbash IM. 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. [PMID: 39502077 DOI: 10.1161/circinterventions.124.014201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/24/2024] [Accepted: 09/03/2024] [Indexed: 11/21/2024]
Abstract
BACKGROUND While clinical practice guidelines advocate for multidisciplinary heart team (MDHT) discussions in coronary revascularization, variability in implementation across health care settings remains a challenge. This variability could potentially be addressed by language learning models like ChatGPT, offering decision-making support in diverse health care environments. Our study aims to critically evaluate the concordance between recommendations made by MDHT and those generated by language learning models in coronary revascularization decision-making. METHODS From March 2023 to July 2023, consecutive coronary angiography cases (n=86) that were referred for revascularization (either percutaneous or surgical) were analyzed using both ChatGPT-3.5 and ChatGPT-4. Case presentation formats included demographics, medical background, detailed description of angiographic findings, and SYNTAX score (Synergy Between Percutaneous Coronary Intervention With Taxus and Cardiac Surgery; I and II), which were presented in 3 different formats. The recommendations of the models were compared with those of an MDHT. RESULTS ChatGPT-4 showed high concordance with decisions made by the MDHT (accuracy 0.82, sensitivity 0.8, specificity 0.83, and kappa 0.59), while ChatGPT-3.5 (0.67, 0.27, 0.84, and 0.12, respectively) showed lower concordance. Entropy and Fleiss kappa of ChatGPT-4 were 0.09 and 0.9, respectively, indicating high reliability and repeatability. The best correlation between ChatGPT-4 and MDHT was achieved when clinical cases were presented in a detailed context. Specific subgroups of patients yielded high accuracy (>0.9) of ChatGPT-4, including those with left main disease, 3 vessel disease, and diabetic patients. CONCLUSIONS The present study demonstrates that advanced language learning models like ChatGPT-4 may be able to predict clinical recommendations for coronary artery disease revascularization with reasonable accuracy, especially in specific patient groups, underscoring their potential role as a supportive tool in clinical decision-making.
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Affiliation(s)
- Karin Sudri
- ARC Innovation Center, Sagol Big Data and AI Hub (K.S., M.C.-S.), Sheba Medical Center, Tel Hashomer, Israel
| | - Iris Motro-Feingold
- Sheba Education Authority (I.M.-F.), Sheba Medical Center, Tel Hashomer, Israel
| | - Roni Ramon-Gonen
- The Graduate School of Business Administration (R.R.-G.), Bar-Ilan University, Ramat-Gan, Israel
- Data Science Institute (R.R.-G.), Bar-Ilan University, Ramat-Gan, Israel
| | - Noam Barda
- ARC Innovation Center (N.B.), Sheba Medical Center, Tel Hashomer, Israel
- Software and Information Systems Engineering (N.B.), Ben-Gurion University of the Negev, Be'er Sheva, Israel
- Epidemiology, Biostatistics and Community Health Sciences (N.B.), Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Eyal Klang
- The Division of Data Driven and Digital Medicine, Icahn School of Medicine at Mount Sinai, New York, NY (E.K.)
| | - Paul Fefer
- Interventional Cardiology Unit, Leviev Heart Institute (P.F., A.S., I.M.B.), Sheba Medical Center, Tel Hashomer, Israel
- Faculty of Medicine, Tel Aviv University, Israel (P.F., S.A., A.S., I.M.B.)
| | - Sergei Amunts
- Department of Cardiac Surgery, Leviev Cardiothoracic and Vascular Center (S.A.), Sheba Medical Center, Tel Hashomer, Israel
- Faculty of Medicine, Tel Aviv University, Israel (P.F., S.A., A.S., I.M.B.)
| | - Zachi Itzhak Attia
- Department of Cardiovascular Medicine (Z.I.A., M.A.), Mayo Clinic, Rochester, MN
- Department of Artificial Intelligence and Informatics (Z.I.A.), Mayo Clinic, Rochester, MN
| | - Mohamad Alkhouli
- Department of Cardiovascular Medicine (Z.I.A., M.A.), Mayo Clinic, Rochester, MN
| | - Amitai Segev
- Interventional Cardiology Unit, Leviev Heart Institute (P.F., A.S., I.M.B.), Sheba Medical Center, Tel Hashomer, Israel
- Faculty of Medicine, Tel Aviv University, Israel (P.F., S.A., A.S., I.M.B.)
| | - Michal Cohen-Shelly
- ARC Innovation Center, Sagol Big Data and AI Hub (K.S., M.C.-S.), Sheba Medical Center, Tel Hashomer, Israel
- The Olga and Lev Leviev Heart Center (M.C.-S.), Sheba Medical Center, Tel Hashomer, Israel
| | - Israel Moshe Barbash
- Interventional Cardiology Unit, Leviev Heart Institute (P.F., A.S., I.M.B.), Sheba Medical Center, Tel Hashomer, Israel
- Faculty of Medicine, Tel Aviv University, Israel (P.F., S.A., A.S., I.M.B.)
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Roussel M, Fourcade C, Douplat M, Le Conte P, Freund Y, Truchot J. Involvement of relatives during end-of-life care in emergency departments: comparison between the perceptions of physicians and nurses. Eur J Emerg Med 2024; 31:368-370. [PMID: 39206879 DOI: 10.1097/mej.0000000000001154] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/04/2024]
Affiliation(s)
- Mélanie Roussel
- FHU IMPEC Improving Emergency Care, UMR 1166, IHU ICAN, Sorbonne Université
- Emergency Department, Hôpital Pitié-Salpêtrière, Assistance Publique - Hôpitaux de Paris, Paris
| | - Claire Fourcade
- Palliative Care Unit Coordination, Hôpital Privé du Grand Narbonne, Présidente de la SFAP (Société Française d'Accompagnement et de Soins Palliatifs), Narbonne
| | - Marion Douplat
- Hospices Civils of Lyon, Lyon Sud Hospital, Emergency Department, Pierre Bénite
- Université Claude Bernard Lyon 1, Research on Healthcare Performance (RESHAPE), INSERM U1290, Lyon
- UMR ADéS 7268 Aix-Marseille University/EFS/CNRS Espace Éthique Méditerranéen, Marseille
| | - Philippe Le Conte
- Faculté de Médecine et Service des Urgences, CHU de Nantes, Nantes University, Nantes
| | - Yonathan Freund
- FHU IMPEC Improving Emergency Care, UMR 1166, IHU ICAN, Sorbonne Université
- Emergency Department, Hôpital Pitié-Salpêtrière, Assistance Publique - Hôpitaux de Paris, Paris
| | - Jennifer Truchot
- Emergency Department, Cochin Hospital, Assistance Publique - Hôpitaux de Paris
- Université Paris Cité, Paris, France
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Akeely YY, Al Otaibi MM, Alesa SA, Bokhari NN, Alghamdi TA, Alahmari MS, AlRasheed NK. Organ Donation in the Emergency Department: Awareness and Opportunities. Cureus 2023; 15:e49746. [PMID: 38161899 PMCID: PMC10757646 DOI: 10.7759/cureus.49746] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/30/2023] [Indexed: 01/03/2024] Open
Abstract
Background The only cure for end-organ failure is transplantation. Unfortunately, there are fewer organ donors than patients. Currently, the majority of organ donations come from live or brain-dead donors. In order to expand the pool of potential organ donors, the emergency department should be utilized effectively. Objectives The primary goal of this research is to determine emergency physicians' knowledge, awareness, and attitude about organ donation. Methodology A cross-sectional study was conducted through different hospitals in Saudi Arabia. It includes 106 physicians in the adult emergency departments. Results The majority (84.9%) of the participants never reported any case in the emergency department as a potential case for organ donation. In addition, 54.8% of the participants report having little to no knowledge of the ethical issues of organ donation. Furthermore, 66.1% of respondents claim to have little to no knowledge of the goals and duties of the SCOT (Saudi Center for Organ Transplantation). It was interesting to see that 96.2% of the participants reported that their organizations do not have any policies or procedures in place regarding organ donations. Regarding education, 99 (93.4%) physicians did not participate in any organ donation course, training, or teaching program about organ donation. At the same time, 67 (63.2%) physicians concurred that participation in a training program is essential. Moreover, 68 (64.2%) physicians believed that organ donation should be a part of every end-of-life case. In order to improve the donation process in the emergency department, 88 (83%) physicians would want a well-established program with defined policies and procedures. Conclusion According to our findings, the emergency physician has inadequate expertise and information on organ donation rules and procedures, which has resulted in a missed opportunity to recruit more potential donors. We recommend instituting clear policy and procedures and educating the physicians and all emergency medicine staff to have better outcome.
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Affiliation(s)
- Yahia Y Akeely
- Emergency Department, Security Forces Hospital, Riyadh, SAU
| | | | - Saleh A Alesa
- Emergency Department, Security Forces Hospital, Riyadh, SAU
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Iserson KV, Schears RM, Padela AI, Baker EF, Moskop JC. Increasing Solid Organ Donation: A Role for Emergency Physicians. J Emerg Med 2022; 63:702-708. [PMID: 36372592 DOI: 10.1016/j.jemermed.2022.10.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Revised: 09/15/2022] [Accepted: 10/11/2022] [Indexed: 11/12/2022]
Abstract
BACKGROUND More than 100,000 Americans with failing organs await transplantation, mostly from dead donors. Yet only a fraction of patients declared dead by neurological criteria (DNC) become organ donors. DISCUSSION Emergency physicians (EPs) can improve solid organ donation in the following ways: providing perimortem critical care support to potential organ donors, promptly notifying organ procurement organizations (OPOs), asking neurocritical care specialists to evaluate selected emergency department patients for death based on established neurologic criteria, participating in research to advance these developments, implementing automatic OPO notification technologies, and educating the professional and lay communities about organ donation and transplantation, including exploration of opt-out (presumed consent) organ recovery policies. CONCLUSION With future improvements in organ preservation and DNC assessment, EPs may become even more involved in the donation process. EPs should support and engage in efforts to promote organ donation and transplantation.
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Affiliation(s)
- Kenneth V Iserson
- Department of Emergency Medicine, University of Arizona College of Medicine, Tucson, Arizona
| | - Raquel M Schears
- Department of Emergency Medicine, University of Central Florida College of Medicine, Orlando, Florida
| | - Aasim I Padela
- Department of Emergency Medicine and Center for Bioethics and Medical Humanities, Medical College of Wisconsin, Medical College of Wisconsin Hub for Collaborative Medicine, Milwaukee, Wisconsin
| | | | - John C Moskop
- Biomedical Ethics, Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, North Carolina
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Park SY, Kim H, Park KH, Park SM, Lee DE, Jung YH, Jeong W, Park KH. Exploring the experiences and perspectives of emergency physicians on brain death organ tissue donation after the Life-Sustaining Treatment Decision Act. KOREAN JOURNAL OF TRANSPLANTATION 2022; 36:29-36. [PMID: 35769432 PMCID: PMC9235530 DOI: 10.4285/kjt.22.0005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Revised: 03/03/2022] [Accepted: 03/22/2022] [Indexed: 12/03/2022] Open
Abstract
Background This study explored emergency physicians' experiences and perspectives related to brain death organ tissue donation (OTD) after the enforcement of the Life-Sustaining Treatment (LST) Decision Act in Korea. Methods Using the Braun and Clarke thematic analysis method, this qualitative study analyzed interview data-comprising experiences and perspectives of brain death OTD since the LST Decision Act-of 10 emergency physicians who specialized in targeted temperature management (TTM) and cared for post-cardiac arrest patients. Results Data analysis revealed 13 subthemes and 5 themes the LST Decision Act is easier to explain to family members than brain death OTD, but it does not fit well in an emergency medical setting; many family members decide to stop LST even before physicians mention brain death or OTD; family members view stopping LST as being about comforting patients without bothering them, and decision-makers are therefore no longer willing to choose OTD; stopping LST does not always result in brain death, but cases of brain death are preceded by stopping LST; and since the LST Decision Act, the number of TTM cases and potential brain death donors has decreased. Conclusions Unless a supplementary policy that connects stopping LST to brain death OTD is prepared, the withdrawal of LST in patients resuscitated after cardiac arrest is expected to continue, and brain death OTD is expected to decrease.
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Affiliation(s)
- Song Yi Park
- Department of Emergency Medicine, Dong-A University College of Medicine, Busan, Korea
- Department of Medical Education, Dong-A University College of Medicine, Busan, Korea
| | - Hyun Kim
- Department of Emergency Medicine, Yonsei University Wonju College of Medicine, Wonju, Korea
| | - Kwi Hwa Park
- Department of Medical Education, Gachon University College of Medicine, Incheon, Korea
| | - Seung Min Park
- Department of Emergency Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea
| | - Dong Eun Lee
- Department of Emergency Medicine, Kyungpook National University Chilgok Hospital, Kyungpook National University School of Medicine, Daegu, Korea
| | - Yong Hun Jung
- Department of Emergency Medicine, Chonnam National University Medical School, Gwangju, Korea
| | - Wonjoon Jeong
- Department of Emergency Medicine, Chungnam National University Hospital, Daejeon, Korea
| | - Kyung Hye Park
- Department of Medical Education, Yonsei University Wonju College of Medicine, Wonju, Korea
- Department of Emergency Medicine, Wonju Severance Christian Hospital, Wonju, Korea
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