← Back to cohort
2023 ESC Guidelines for the management of endocarditis
Victoria Delgado, Nina Ajmone Marsan, Suzanne de Waha, Nikolaos Bonaros, Margarita Brida, Haran Burri, Stefano Caselli, Torsten Doenst, Stéphane Éderhy, Paola Anna Erba, Dan Foldager, Emil Loldrup Fosbøl, Jan Kovac, Carlos A. Mestres, Owen Miller, José M. Miró, Michal Pazderník, M.N. Pizzi, Eduard Quintana, Trine Bernholdt Rasmussen, Arsen Ristić, Josep Rodés‐Cabau, Alessandro Sionís, Liesl Zühlke, Michael A. Borger, Bernard Iung, Bernard Prendergast, Magdy Abdelhamid, Marianna Adamo, Riccardo Asteggiano, Larry M. Baddour, Jelena Čelutkienė, John B. Chambers, Jean‐Claude Deharo, Wolfram Doehner, Xavier Duval, Volkmar Falk, Laurent Fauchier, Nuria Fernández‐Hidalgo, Christian G. Giske, Anežka Gombošová, Gilbert Habib, Tiny Jaarsma, Lars Køber, Konstantinos C. Koskinas, Dipak Kotecha, Ulf Landmesser, Sandra Lauck, Basil S. Lewis, Maja‐Lisa Løchen, John W. McEvoy, Borislava Mihaylova, Lis Neubeck, Jean‐François Obadia, Agnès Pasquet, Steffen E. Petersen, Eva Prescott, Susanna Price, Amina Rakisheva, Archana Rao, François Rouzet, Jonathan Sandoe, Renate B. Schnabel, Christine Selton‐Suty, Lars Søndergaard, Martin H. Thornhill, Konstantinos Toutouzas, Nico Van de Veire, Isidre Vilacosta, Christiaan Vrints, Olaf Wendler, Yasmina Benchabi, A. L. Chilingaryan, Sebastian J. Reinstadler, Fuad Samadov, Bernard P. Paelinck, Zumreta Kušljugić, Elena Kinova, Maja Čikeš, I. Michaloliakos, Martin Mates, Jonas Agerlund Povlsen, Mohammad Abdelghani, Liisi Küünal-Arge, Helena Rajala, Zurab Pagava, Marcus Franz, Alexandros Patrianakos, Judit Barta, Þórdís Jóna Hrafnkelsdóttir, David Moore, Katia Orvin, Fabrizio Oliva, Gyulnar Zhussupova, Gani Bajraktari, Alina Kerimkulova, Ginta Kamzola, Pierrette Habib, Vaida Mizarienė, Rouguiatou Sow, Daniela Cassar Demarco, E Panfile, Laila Bendriss, Wilco Tanis, Irena Mitevska, Erlend Aune, Manuel J. Antunes, Bogdan A. Popescu, Roberto Bini, Milorad Tešić, Marek Orban, M Bervar, Christina Christersson, Michelle Frank, Lilia Zakhama, Gamze Babür Güler, S. V. Cherniuk, Simon Woldman, Nigora Srojidinova, Stefan James, Elena Arbelo, Colin Baigent, Sergio Buccheri, Bianca Rocca, Xavier Rosselló, Ilonca Vaartjes, Adam Witkowski, Katja Zeppenfeld
Bibliographic record
VenueEuropean Heart Journal · 2023
Typearticle
Languageen
FieldMedicine
TopicInfective Endocarditis Diagnosis and Management
Canadian institutionsnot available
FundersDet Sundhedsvidenskabelige Fakultet, Københavns UniversitetMenzies Centre for Australian Studies, King's College London, University of LondonInstitut universitaire de cardiologie et de pneumologie de Québec, Université LavalEuropean Society of CardiologyUniversitat Autònoma de BarcelonaUniversitat de BarcelonaUniversiteit van die VrystaatNIH Clinical CenterUniversity Hospitals of Leicester NHS TrustUniversité LavalUniversitätsspital ZürichUniversity of LeicesterFaculty of Health and Medical Sciences, University of Western AustraliaUniversity of Cape TownInstituto de Salud Carlos IIIRigshospitalet
KeywordsMedicineEndocarditisCardiologyInternal medicineIntensive care medicine
Abstract
OpenAlex records an abstract for this work, but it could not be fetched just now.
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.
metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.016
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.016
Threshold uncertainty score0.053
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.003 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.016 | 0.014 |
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.
Opus teacher head0.166
GPT teacher head0.402
Teacher spread0.236 · how far apart the two teachers sit on this one work
Validation status
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.
The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther
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".
Quick stats
Citations1,597
Published2023
Admission routes1
Has abstractyes