Bibliographic record
Abstract
ADAM VOSHALL, PHDBoston Children’s Hospital/Harvard Medical School, Boston, MA, USA ANAND RAMACHANDRAN, MSDepartment of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, USA ANDERS GOKSØYR, PHDDepartment of Biological Sciences, University of Bergen, Bergen, Norway ANDREW K. C. WONG, PHDSystems Design Engineering, University of Waterloo, Waterloo, ON, Canada ANNE-MARIE GALOW, PHDInstitute of Genome Biology, Leibniz Institute for Farm Animal Biology, Dummerstorf, Germany ARTHUR GRUBER, PHDDepartment of Parasitology, Instituto de Ciências Biomédicas, Universidade de São Paulo, São Paulo, SP, Brazil CARLOS MARTÍ-GÓMEZ, PHDMolecular Regulation of Heart Failure Lab and Bioinformatics Unit, Centro Nacional de Investigaciones Cardiovasculares (CNIC), Madrid, Spain CHRISTOPHE DESTERKE, PHDUniversity Paris-Saclay, UFR Medicine, France DEMING CHEN, PHDDepartment of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, USA ENRIQUE LARA-PEZZI, PHDMolecular Regulation of Heart Failure Lab, Centro Nacional de Investigaciones, Cardiovasculares (CNIC), Madrid, Spain EN-SHIUN ANNIE LEE, PHDDepartment of Computer Science, University of Toronto, Toronto, ON, Canada ETSUKO N. MORIYAMA, PHDSchool of Biological Sciences and Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE, USA FÁTIMA SÁNCHEZ-CABO, PHDBioinformatics Unit, Centro Nacional de Investigaciones Cardiovasculares (CNIC), Madrid, Spain GOWTHAMI MANIKANDAN, MSDepartment of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, USA HANS KRISTIAN LORENZO, MD, PHDUniversity Paris-Saclay, UFR Medicine, France INGE JONASSEN, PHDComputational Biology Unit, Department of Informatics, University of Bergen, Bergen, Norway JEAN-JACQUES CANDELIER, PHDHospital P.Brousse, bâtiment Lavoisier, 14 avenue P.V.Couturier, 94800 Villejuif, France LILIANE SANTANA OLIVEIRA, PHDDepartment of Parasitology, Instituto de Ciências Biomédicas, Universidade de São Paulo, São Paulo, SP, Brazil MARKUS WOLFIEN, PHDDepartment of Systems Biology and Bioinformatics, University of Rostock, Rostock, Germany MIGUEL ÁNGEL DEL POZO, PHDMechanoadaptation & Caveolae Biology Laboratory, Centro Nacional de Investigaciones Cardiovasculares (CNIC), Madrid, Spain MUNEEBA JILANI, MSComputational Sciences PhD program, University of Massachusetts Boston, Boston, MA, USA NURIT HASPEL, PHDDepartment of Computer Science, University of Massachusetts Boston, Boston, MA, USA PEIYUAN ZHOU, PHDSystems Design Engineering, University of Waterloo, Waterloo, ON, Canada ROBERT DAVID, PHDDepartment of Cardiac Surgery Rostock University Medical Center, Rostock, Germany SAIRAM BEHERA, PHDDepartment of Computer Science and Engineering, University of Nebraska-Lincoln, Lincoln, NE, USA VÍCTOR JIMÉNEZ-JIMÉNEZ, PHDMechanoadaptation & Caveolae Biology Laboratory and Bioinformatics Unit, Centro Nacional de Investigaciones Cardiovasculares (CNIC), Madrid, Spain XIAOKANG ZHANG, PHDDepartment of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital-Radiumhospitalet, Oslo, Norway YUN HEO, PHDDepartment of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, USA
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
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 teacher head, 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".