Bibliographic record
Abstract
Extract Henrik Ahlenius, MScLaboratory of Neural Stem Cell BiologySection of Restorative NeurologyLund Strategic Research Center for Stem Cell Biology and Cell TherapyLund, SwedenMaria Antonietta Ajmone-Cat, MScDepartment of Cell Biology and NeuroscienceDivision of Experimental NeurologyIstituto Superiore di SanitàRome, ItalyTak Yee Aw, PhDDepartment of Molecular & Cellular PhysiologyLouisiana State University Health Science CenterShreveport, LAJulien S. Baker, PhD, FRSMHealth and Exercise Science Research UnitFaculty of Health Sport and ScienceUniversity of Glamorgan, PontypriddWales, UKChandrakumar Balaratnasingam, MDCentre for Ophthalmology and Visual Science and the ARC Centre of Excellence in Vision ScienceThe University of Western AustraliaNedlands, Perth, AustraliaAdrian Balseanu, MDUniversity of Medicine and PharmacyCraiova, RomaniaNoureddine Brakch, PhDService d’AngiologieHopital NestléCHUVLausanne, SwitzerlandEmanuele Cacci, PhDDepartment of Cell and Developmental Biology“La Sapienza” UniversityRome, ItalyMassimiliano Castellazzi, BSLaboratorio di NeurochimicaSezione di Clinica NeurologicaDipartimento di Discipline Medico Chirurgiche della Comunicazione e del ComportamentoUniversità degli Studi di FerraraFerrara, ItalyKokona Chatzantoni, PhDDivision of HematologyDepartment of Internal MedicineMedical SchoolUniversity of PatrasPatras, GreeceZhao Zhong Chong, MD, PhDDivision of Cellular and Molecular Cerebral IschemiaWayne State University School of MedicineDetroit, MIMagdalena L. Circu, PhDDepartment of Molecular and Cellular PhysiologyLouisiana State University Health Science CenterShreveport, LAAdriana Simon Coitinho, PhDCentro Universitário Metodista IPAPorto Alegre, RS, BrazilStephen J. Cringle, PhDCentre for Ophthalmology and Visual Science and the ARC Centre of Excellence in Vision ScienceThe University of Western AustraliaNedlands, Perth, AustraliaBruce Davies, PhD, FACSM, FRSMHealth and Exercise Science Research UnitFaculty of Health Sport and ScienceUniversity of Glamorgan, PontypriddWales, UKMario Di Napoli, MDNeurological Section, SMDNCenter for Cardiovascular Medicine and Cerebrovascular Disease PreventionSulmona (AQ), ItalyPeter Evans, MBChB, MD, FRCPRoyal Gwent HospitalNewport, Gwent, UKEnrico Fainardi MD, PhDUnità Operativa di NeuroradiologiaDipartimento di NeuroscienzeAzienda Ospedaliera UniversitariaArcispedale S. AnnaFerrara, ItalyGabriella Gárdián, MD, PhDDepartment of NeurologyUniversity of Szeged Szeged, HungaryMichael R. Graham, MBChB, PhD, JCPTGP, FRSMHealth and Exercise Science Research UnitFaculty of Health Sport and ScienceUniversity of Glamorgan, PontypriddWales, UKSteven J. Greco, PhDDepartment of Medicine-Hematology/OncologyUMDNJ-New Jersey Medical SchoolNewark, NJWenyi Guo, MD, PhDChina-Australia Link LaboratoryEENT Hospital, Fudan UniversityChinaGlaucia N. M. Hajj, PhDLudwig Institute For Cancer Research, São Paulo BranchCellular and Molecular Biology LaboratorySão Paulo, SP, BrazilChristian Humpel, PhDLaboratory of Psychiatry & Exp. Alzheimer’s ResearchDepartment of PsychiatryInnsbruck, AustriaRaouf A. Khalil, MD, PhDHarvard Medical SchoolBrigham and Women’s HospitalDivision of Vascular SurgeryBoston, MAEugene A. Kiyatkin, MD, PhDBehavioral Neuroscience BranchNational Institute on Drug Abuse - Intramural Research ProgramNational Institutes of Health, DHHSBaltimore, MDZaal Kokaia, PhDLaboratory of Neural Stem Cell BiologySection of Restorative NeurologyLund Strategic Research Center for Stem Cell Biology and Cell TherapyLund, SwedenJ. Will Langston, PhDDepartment of Molecular and Cellular PhysiologyLouisiana State University Health Science CenterShreveport, LAFuad Lechin, MD, PhDDepartments of Neurophysiology, Neurochemistry, Neuropharmacology and NeuroimmunologyInstituto de Medicina ExperimentalFaculty of MedicineUniversidad Central de VenezuelaCaracas, VenezuelaFaqi Li, MD, PhDDivision of Cellular and Molecular Cerebral IschemiaWayne State University School of MedicineDetroit, MIKenneth Maiese, MDDivision of Cellular and Molecular Cerebral IschemiaDepartments of Neurology and Anatomy & Cell BiologyBarbara Ann Karmanos Cancer InstituteCenter for Molecular Medicine and GeneticsInstitute of Environmental Health SciencesWayne State University School of MedicineDetroit, MITakanori Matsui, PhDDivision of Cardiovascular MedicineDepartment of Medicine, Kurume University School of MedicineKurume, JapanLuisa Minghetti, PhDDepartment of Cell Biology and NeuroscienceDivision of Experimental NeurologyIstituto Superiore di SanitàRome, ItalyLisamarie Moore, MSDepartment of Medicine- Hematology/OncologyUMDNJ-New Jersey Medical SchoolNewark, NJWilliam H. Morgan, MD, PhD, FRANZCOCentre for Ophthalmology and Visual ScienceThe University of Western AustraliaNedlands, Perth, AustraliaRyuichi Morishita, MD, PhDDivision of Clinical Gene TherapyOsaka University Graduate School of MedicineSuita, JapanAthanasia Mouzaki, PhDDivision of HematologyDepartment of Internal MedicineMedical SchoolUniversity of PatrasPatras, GreeceHironori Nakagami, MD, PhDDivision of Clinical Gene Therapy & Division of Gene Therapy ScienceOsaka University Graduate School of MedicineSuita, JapanNoritaka Nakamichi, PhDLaboratory of Molecular PharmacologyDivision of Pharmaceutical SciencesKanazawa University Graduate School of Natural Science and TechnologyKanazawa, JapanKazuo Nakamura, MD, PhDDivision of Cardiovascular MedicineDepartment of Medicine, Kurume University School of MedicineKurume, JapanMariana Kiomy Osako, MSDivision of Clinical Gene Therapy & Department of Geriatric MedicineOsaka University Graduate School of MedicineSuita, JapanAurel Popa-Wagner, PhDDepartment of NeurologyUniversity of GreifswaldGreifswald, GermanyXiaoying Qiao, MD, PhDBrigham and Women’s HospitalDivision of Vascular SurgeryBoston, MAPranela Rameshwar, PhDDepartment of Medicine Hematology/OncologyUMDNJ-New Jersey Medical SchoolNewark, NJMohamed Rholam, PhDLaboratoire de Biologie et Biochimie Cellulaire du Vieillissement Université Paris7 - Denis DiderotParis, FranceKatalin Sas, MDDepartment of NeurologyUniversity of SzegedSzeged, HungaryImtiaz M. Shah, MDMansionhouse UnitVictoria InfirmaryGlasgow, Scotland, UKK. S. Sidhu, PhDStem Cell LaboratorySchool of PsychiatryThe University of New South WalesNSW, AustraliaEr-Ning Su, MD, PhDCentre for Ophthalmology and Visual Science and the ARC Centre of Excellence in Vision ScienceThe University of Western AustraliaNedlands, Perth, AustraliaXinghuai Sun, MD, PhDChina-Australia Link LaboratoryEENT Hospital, Fudan UniversityChinaPhilippe Taupin, PhDNational Neuroscience InstituteNational University of SingaporeNanyang Technological UniversitySingapore, SingaporeJózsef Toldi, PhD, DScDepartment of PhysiologyAnatomy and NeuroscienceUniversity of SzegedSzeged, HungaryKatarzyna A. Trzaska, PhDDepartment of Medicine-Hematology/OncologyUMDNJ-New Jersey Medical SchoolNewark, NJBertha van der Dijs, MDDepartments of Neurophysiology, Neurochemistry, Neuropharmacology and NeuroimmunologyInstituto de Medicina ExperimentalFaculty of MedicineUniversidad Central de VenezuelaCaracas, VenezuelaLászló Vécsei, MD, PhD, DScDepartment of NeurologyNeurology Research Group of the Hungarian Academy of SciencesUniversity of SzegedSzeged, HungarySho-ichi Yamagishi MD, PhD,Division of Cardiovascular MedicineDepartment of Pathophysiology and Therapeutics of Diabetic Vascular ComplicationsKurume University School of MedicineKurume, JapanYukio Yoneda, PhDLaboratory of Molecular PharmacologyDivision of Pharmaceutical SciencesKanazawa University Graduate School of National Science and TechnologyKanazawa, JapanDao-Yi Yu, MD, PhDCentre for Ophthalmology and Visual Science and the ARC Centre of Excellence in Vision ScienceThe University of Western AustraliaNedlands, Perth, AustraliaPaula K. Yu, PhDCentre for Ophthalmology and Visual Science and the ARC Centre of Excellence in Vision ScienceThe University of Western AustraliaNedlands, Perth, AustraliaXiao-Bo Yu, MDChina-Australia Link LaboratoryEENT Hospital, Fudan UniversityChinaLeon Zagrean MD, PhDDepartment of Physiology and Neuroscience“Carol Davila” University of Medicine and PharmacyBucharest, RomaniaMin Zhuo, PhDDepartment of PhysiologyFaculty of MedicineUniversity of Toronto Centre for the Study of PainUniversity of TorontoMedical Science BuildingToronto, Ontario, Canada
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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 | 0.002 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.718 | 0.523 |
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".