Multimodal Representation Learning of Cardiovascular Magnetic Resonance Imaging

Autor: Qiu, Jielin, Huang, Peide, Nakashima, Makiya, Lee, Jaehyun, Zhu, Jiacheng, Tang, Wilson, Chen, Pohao, Nguyen, Christopher, Kim, Byung-Hak, Kwon, Debbie, Weber, Douglas, Zhao, Ding, Chen, David

Self-supervised learning is crucial for clinical imaging applications, given the lack of explicit labels in healthcare. However, conventional approaches that rely on precise vision-language alignment are not always feasible in complex clinical imagin

Externí odkaz: http://arxiv.org/abs/2304.07675

Pericardial late gadolinium enhancement and time to recurrence: a substudy from RHAPSODY, a phase 3 clinical trial of rilonacept in recurrent pericarditis.

Autor: Cremer PC; Center for the Diagnosis and Treatment of Pericardial Diseases, Section of Cardiovascular Imaging, Department of Cardiovascular Medicine, Heart, Vascular, and Thoracic Institute, Cleveland Clinic, 9500 Euclid Avenue, Desk J1-5, Cleveland, OH 44195, USA., Lin D; Minneapolis Heart Institute, Abbott Northwestern Hospital, Minneapolis, MN, USA., Luis SA; Division of Cardiovascular Ultrasound, Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN, USA., Petersen J; Swedish Medical Center, Seattle, WA, USA., Abbate A; Pauley Heart Center, Virginia Commonwealth University, Richmond, VA, USA., Jellis CL; Center for the Diagnosis and Treatment of Pericardial Diseases, Section of Cardiovascular Imaging, Department of Cardiovascular Medicine, Heart, Vascular, and Thoracic Institute, Cleveland Clinic, 9500 Euclid Avenue, Desk J1-5, Cleveland, OH 44195, USA., Kwon D; Center for the Diagnosis and Treatment of Pericardial Diseases, Section of Cardiovascular Imaging, Department of Cardiovascular Medicine, Heart, Vascular, and Thoracic Institute, Cleveland Clinic, 9500 Euclid Avenue, Desk J1-5, Cleveland, OH 44195, USA., Brucato A; Department of Biomedical and Clinical Science, University of Milan, Fatebenefratelli Hospital, Milan, Italy., Fang F; Kiniksa Pharmaceuticals Corp., Lexington, MA, USA (at time of study)., Insalaco A; Division of Rheumatology, IRCCS Ospedale Pediatrico Bambino Gesù, Rome, Italy., LeWinter M; Cardiology Unit, University of Vermont Medical Center, Burlington, VT, USA., Lewis BS; Cardiovascular Clinical Research Institute, Lady Davis Carmel Medical Center and Technion-Israel Institute of Technology, Haifa, Israel., Zou L; Kiniksa Pharmaceuticals Corp., Lexington, MA, USA (at time of study)., Nicholls SJ; Monash Cardiovascular Research Centre, Victorian Heart Institute, Monash University, Clayton, Victoria, Australia., Klein AL; Center for the Diagnosis and Treatment of Pericardial Diseases, Section of Cardiovascular Imaging, Department of Cardiovascular Medicine, Heart, Vascular, and Thoracic Institute, Cleveland Clinic, 9500 Euclid Avenue, Desk J1-5, Cleveland, OH 44195, USA., Imazio M; Cardiothoracic Department, University Hospital 'Santa Maria della Misericordia,' ASUFC, Udine, Italy., Paolini JF; Kiniksa Pharmaceuticals Corp., Lexington, MA, USA (at time of study).

Publikováno v: European heart journal. Imaging methods and practice [Eur Heart J Imaging Methods Pract] 2023 May 26; Vol. 1 (1), pp. qyad003. Date of Electronic Publication: 2023 May 26 (Print Publication: 2023).