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 Section Editors for this issue. SECTION EDITORS Subodh VermaSubodh VermaDr Subodh Verma is a cardiac surgeon-scientist at St Michael's Hospital, Canada, Professor at the University of Toronto, Canada, and the Canada Research Chair in Atherosclerosis. He has been on the India Abroad Power List, recognized as one of Canada's Top 40 under 40, and honoured with the Howard Morgan Award from the International Academy of Cardiovascular Sciences and the Royal College of Physicians and Surgeons of Canada Gold Medal in Surgery. He is an inductee of the American Association of Thoracic Surgeons and runs a practice that encompasses the entire spectrum of adult cardiac surgery (with a special interest in mitral valve repair and bicuspid aortopathy). He is involved in several clinical trials and oversees a dynamic pre-clinical research laboratory that focuses on the roles of risk factors, inflammation and autophagy in cardiovascular health. His innovative research has culminated in nearly 300 high quality peer-reviewed papers and two US patents. Dr Verma's meta-analysis revealing that bypass surgery is superior to angioplasty in patients with diabetes has been used by the American College of Cardiology and the Canadian Cardiovascular Society (CCS) to shape the recommendations around the best clinical choice for revascularization procedures involving individuals with diabetes. He has contributed to the CCS guidelines for antiplatelet therapy, atrial fibrillation, dyslipidemia, peripheral arterial disease, and stable coronary artery disease; Canadian Cardiovascular Surgery Position Statement and Canadian Cardiometabolic Risk Position Paper. Dr Verma spearheads the CARDIOLINK platform that will conduct clinical trials in atrial fibrillation, aneurysm and cerebral protection, diabetes and secondary prevention, valvular heart disease, and critical limb ischemia. He (co-)founded and (co-)chairs many regional and national educational initiatives that include the Landmark Lecture, State of the Heart Symposium, Toronto Acute Coronary Syndrome Summit, St Michael's Heart Valve Summit, Advances in Cardiology, Current Issues in Cardiology, and At the Heart of Diabetes programs. Bobby YanagawaBobby YanagawaBobby Yanagawa is a surgeon in the Division of Cardiac Surgery, St Michael's Hospital. He is an Assistant Professor, Division of Cardiac Surgery at the University of Toronto. Dr Yanagawa obtained his BSc and PhD from the University of British Columbia and his MD degree and Cardiac Surgery Residency from the University of Toronto. He has completed research fellowships at the University of Wales College of Medicine (Cardiff, UK), National Cardiovascular Center (Osaka, Japan) and at St Michael's Hospital (Toronto, Canada). He completed a clinical fellowship at Mount Sinai Hospital, New York. His clinical and research interests are in arterial revascularization and valvular surgery. Dr Yanagawa currently maintains a translational science laboratory focused on the pathogenesis of valvular heart disease. He has published over 55 peer reviewed papers, 29 reviews and 15 book chapters (http://www-ncbi-nlm-nih-gov.myaccess.library.utoronto.ca/pubmed/?term=yanagawa+b). He has published in Nature Communications, Nature Medicine, Circulation, Journal of Thoracic and Cardiovascular Surgery and Annals of Thoracic Surgery. He was the AATS 13th Annual C. Walton Lillehei Award winner in 2010. Haissam HaddadHaissam HaddadDr Haddad received his BSc from Tichreen University in Syria in 1980 and graduated from Medical School at Tichreen University in 1983. Following a family medicine practice in Syria, Dr Haddad immigrated to Canada and trained in Internal Medicine at Dalhousie University and successfully completed his Cardiology training at the University of Alberta. In July 1997, Dr Haddad joined the Division of Cardiology, Queen Elizabeth II Health Sciences Centre, Dalhousie University in Halifax, Nova Scotia and was Medical Director of the Heart Transplant Program and Director of the Cardiac Rehabilitation Program. In September 2001, Dr Haddad joined the University of Ottawa Heart Institute; he is professor of Medicine, Division of Cardiology and was the Director of the Heart Failure Program, and Medical Director of Heart Transplant Program from2001 to 2014. Dr Haddad was also an Adjunct Professor in the Department of Systems and Computer Engineering at Carleton University in Ottawa 2003-2016 Dr Haddad is a member of the Panel of the Canadian Cardiovascular Society's consensus conferences on the management of heart failure (2001–2016), on heart transplantation in adults (2003) and on heart transplantation in pediatrics (2005). He also chaired the Society's consensus conference for heart transplant in 2008. Dr Haddad has earned numerous prestigious awards, namely the Anemia Institute for Research and Education Award in 2005, and the 1st Award Prize in the International Competition of the American College of Physicians in 2000. Dr Haddad was elected as Chair of the Board of Directors to the Canadian Heart Failure Society in April 2015 and most recently moved to Saskatchewan where he is The Unified Head of Medicine, University of Saskatchewan and Saskatoon Health Region.
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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 | 0.007 | 0.055 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.003 |
| Bibliometrics | 0.006 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.006 | 0.007 |
| Insufficient payload (model declined to judge) | 0.196 | 0.123 |
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".