Bibliographic record
Abstract
[Valgimigli, M.; Costa, F.; Windecker, S.] Bern Univ Hosp, Swiss Cardiovasc Ctr Bern, Dept Cardiol, Bern, Switzerland. [Garcia-Garcia, H. M.] MedStar Washington Hosp Ctr, Intervent Cardiol Dept, Washington, DC USA. [Vrijens, B.] Univ Liege, Dept Biostat, Liege, Wallonia, Belgium. [Vranckx, P.] Hartctr Hasselt, Dept Cardiol & Critical Care Med, Hasselt, Belgium. [Vranckx, P.] Hasselt Univ, Fac Med & Life Sci, Hasselt, Belgium. [McFadden, E. P.] Cork Univ Hosp, Dept Cardiol, Cork, Ireland. [Costa, F.] Univ Messina, Policlin G Martino, Dept Clinical & Experimental Med, Messina, Italy. [Pieper, K.] Duke Univ, Med Ctr, Duke Clin Res Inst, Durham, NC USA. [Vock, D. M.] Univ Minnesota, Div Biostat, Minneapolis, MN USA. [Zhang, M.] Univ Michigan, Sch Publ Hlth, Dept Biostat, Ann Arbor, MI USA. [Van Es, G. A.] European Cardiovasc Res Inst, Rotterdam, Netherlands. [Baber, U.] Icahn Sch Med Mount Sinai, Div Cardiol, New York, NY USA. [Steg, G.] Hop Xavier Bichat, AP HP, Dept Cardiol, Paris, France. [Montalescot, G.] Ctr Hosp Univ Pitie Salpetrier, Inst Cardiol, Paris, France. [Angiolillo, D. J.] Univ Florida, Coll Med, Div Cardiol, Jacksonville, FL USA. [Serruys, P. W.] Imperial Coll London, NHLI, Int Ctr Circulatory Hlth, London, England. [Farb, A.] Ctr Drug Evaluat & Res, Food & Drug Adm, Div Cardiovasc & Renal Prod, Silver Spring, MD USA. [Kastrati, A.] Tech Univ Munich, Deutsch Herzzentrum Munchen, Munich, Germany. [Colombo, A.] Ist Sci San Raffaele, Intervent Cardiol Dept, Milan, Italy. [Colombo, A.] EMO GVM Ctr Cuore Columbus, Intervent Cardiol Dept, Milan, Italy. [Feres, F.] Ist Dante Pazzanese de Cardiol, Div Cardiol, Sao Paulo, Brazil. [Juni, P.] Inst Primary Hlth Care, Toronto, ON, Canada. [Stone, G. W.] Columbia Univ, Med Ctr, New York Presbyterian Hosp, New York, NY USA. [Stone, G. W.] Cardiovasc Res Fdn, New York, NY USA. [Bhatt, D. L.] Brigham & Womens Hosp, Heart & Vasc Ctr, 75 Francis St, Boston, MA 02115 USA. [Bhatt, D. L.] Harvard Med Sch, Boston, MA USA. [Tijssen, J. G. P.] Univ Amsterdam, Acad Med Ctr, Amsterdam, Netherlands.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 | 0.040 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.485 | 0.342 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".