Bibliographic record
Abstract
Current Opinion in Cardiology was launched in 1985. It is part of a successful series of review journals whose unique format is designed to provide a systematic and critical assessment of the literature as presented in the many primary journals. The field of cardiology is divided into 14 sections that are reviewed once a year. Each section is assigned a Section Editor, a leading authority in the area, who identifies the most important topics at that time. Here we are pleased to introduce the Journal's Editor and Section Editors for this issue. SECTION EDITORS Sherif NaguehSherif NaguehDr Nagueh has a longstanding interest in the evaluation of cardiac function, particularly left ventricular diastolic function. He was the chair of the writing group for the ASE/EAE guidelines on the echocardiographic evaluation of left ventricular diastolic function. He has done extensive research in the diagnosis and management of patients with myocardial diseases, especially dilated and hypertrophic cardiomyopathy and he was the chair of the multimodality imaging guidelines for patients with hypertrophic cardiomyopathy. Dr Nagueh serves as director of the Echocardiography Laboratory at the Houston Methodist DeBakey Heart & Vascular Center. He has several clinical studies looking at left ventricular diastolic function in patients with and without heart failure and hypertrophic cardiomyopathy. Subodh VermaSubodh VermaDr Subodh Verma is a cardiac surgeon-scientist, Full Professor, and the Canada Research Chair in Cardiovascular Surgery. He is a Fellow of the Canadian Academy of Health Sciences, a past member of the Royal Society of Canada College of New Scholars, Artists and Scientists, and a past recipient of the Royal College of Physicians and Surgeons of Canada Gold Medal in Surgery. Dr Verma was named a Clarivate Highly Cited Researcher in Clinical Medicine in 2022 and 2023 and was bestowed the University of Calgary Cumming School Medicine Alumnus of Distinction Award for Research in 2023. He is the current Scientific Program Committee Chair for the Canadian Society of Cardiac Surgeons and continues to actively contribute to Canadian clinical practice guidelines. He had/has leadership roles in multiple contemporary global heart failure, cardiometabolic disease, and atherosclerosis trials. Dr Verma founded the CardioLink platform that united cardiac surgeons from across Canada to conduct robust clinical trials to better inform on surgical decision-making pathways. He also leads a dynamic pre-clinical and translational research team that leverages pre-clinical disease models and clinical trial-derived data to identify novel mediators of cardiometabolic diseases. Bobby YanagawaBobby YanagawaDr Bobby Yanagawa is the Division Head, Division of Cardiac Surgery, St. Michael's Hospital and Program Director, Division of Cardiac Surgery, University of Toronto, Canada. He holds the SURE General Contractors Inc. Professorship in Infective Endocarditis. Dr Yanagawa completed residency training at the University of Toronto and INOVA Fairfax Hospital (Fairfax, VA, Canada) and an advanced valvular fellowship at Mount Sinai Hospital (New York, NY, USA). His research training includes a PhD at the University of British Columbia, USA and post-doctoral fellowships at the University of Wales College of Medicine (Cardiff, UK) and National Cardiovascular Center (Osaka, Japan). His clinical and academic focus is surgical revascularization and surgery for infective endocarditis. He is the Director of the Canadian Society of Cardiac Surgeons Equity, Diversity and Inclusion Taskforce. His research interests include clinical outcome studies of ischemic and valvular heart disease. He has published over 100 peer-reviewed articles, 40 reviews and 15 book chapters. He is on the editorial board of the Journal of Thoracic and Cardiovascular Surgery, Canadian Journal of Cardiology, Guest Editor - Current Opinions of Cardiology and Feature Editor, Annals of Thoracic Surgery.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.052 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.006 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.006 | 0.007 |
| Insufficient payload (model declined to judge) | 0.192 | 0.127 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".