Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.
VenueDIGITAL.CSIC (Spanish National Research Council (CSIC)) · 2016
Typearticle
Languagees
FieldMedicine
TopicCell Adhesion Molecules Research
Canadian institutionsnot available
FundersKey Research and Development Projects of Shaanxi ProvinceAgencia Estatal de InvestigaciónInstituto de Salud Carlos IIIEuropean Social FundConsejo Superior de Investigaciones CientíficasAgència de Gestió d'Ajuts Universitaris i de RecercaFundação para a Ciência e a TecnologiaAsociación de Amigos de la Universidad de NavarraLeibniz-GemeinschaftCanadian Institutes of Health ResearchJohnson Space CenterCenters for Disease Control and PreventionMax-Planck-Institut für AstronomieUniversidade de Santiago de CompostelaUniversidade da CoruñaInstituto DanoneConsejería de Educación e InvestigaciónMinisterio de Asuntos Económicos y Transformación Digital, Gobierno de EspañaUniversidad Industrial de SantanderHenan Institute of Science and TechnologyFundación Para La Innovación Y La Prospectiva En Salud En EspañaKlaus Tschira StiftungInstituto de Astrofísica de CanariasUniversidad de GranadaHorizon 2020 Framework ProgrammeCYTED Ciencia y Tecnología para el DesarrolloMinistério da EducaçãoEuropean Regional Development FundMax-Planck-GesellschaftUniversitat de BarcelonaMinisterio de Medio Ambiente y Medio Rural y MarinoNational Science FoundationUniversidad Autónoma de MadridNarodowym Centrum NaukiGrifolsUniversité de LausanneScience and Technology Facilities CouncilU.S. Department of AgricultureUniversidad de NavarraGobierno de AragónPrinceton UniversityUniversidad Politécnica de MadridEngineering and Physical Sciences Research CouncilEuropean CommissionMinistério da Educação e CiênciaFP7 Food, Agriculture and Fisheries, BiotechnologyChina Scholarship CouncilMinisterio de Economía y CompetitividadMinisterio de Educación, Cultura y DeporteEusko JaurlaritzaMinisterstvo Školství, Mládeže a TělovýchovyInstituto de Astrofísica de AndalucíaDeutsche ForschungsgemeinschaftUniversity of BathUniversity of CambridgeJunta de Comunidades de Castilla-La ManchaCentres de Recerca de CatalunyaEuropean Food Safety AuthorityMinisterio de Ciencia, Innovación y UniversidadesXunta de GaliciaFundación Ramón ArecesStrongUniversità degli Studi di SienaSpace Telescope Science InstituteUniversidad de CádizCalifornia Institute of TechnologyAgencia Española de Cooperación Internacional para el DesarrolloFonds Wetenschappelijk OnderzoekComunidad de MadridSmithsonian InstitutionUniversitat de GironaMinisterio de Ciencia e InnovaciónJohns Hopkins UniversityUniversitat Autònoma de BarcelonaInstituto Nacional de Investigación y Tecnología Agraria y AlimentariaCentro de Investigación Biomédica en Red Diabetes y Enfermedades Metabólicas AsociadasConselho Nacional de Desenvolvimento Científico e TecnológicoUnited States Agency for International DevelopmentNational Geographic SocietyU.S. Department of EnergyGeneralitat de CatalunyaUniversité du Québec à MontréalNational Aeronautics and Space AdministrationComisión Nacional de Investigación Científica y TecnológicaStyrelsen för Internationellt UtvecklingssamarbeteDanoneLiverpool John Moores UniversityJunta de AndalucíaBar-Ilan University
KeywordsHumanitiesMolecular biologyBiologyPhilosophy
Abstract
fetched live from OpenAlex4 páginas.- 1 figuras.- 2 tablas 9 referencias.- Texto del póster presentado en las 8ª Jornadas de la Red Española de Compostaje. Córdoba, 2-4 de octubre de 2024
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.
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.
metaresearch head score (Codex)0.019
metaresearch head score (Gemma)0.054
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.674
Threshold uncertainty score1.000
Codex and Gemma teacher scores by category
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.
Teacher spread0.283 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it