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)) · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicGeography and Education Methods
Canadian institutionsnot available
FundersAgencia Estatal de InvestigaciónFaculty of Science, Silpakorn UniversityEuropean Social FundRoyal SocietyConsejo Superior de Investigaciones CientíficasOffice of ScienceEuropean Regional Development FundUniversitat de BarcelonaValioJunta de AndalucíaGobierno de AragónFP7 Food, Agriculture and Fisheries, BiotechnologyMinisterio de Economía y CompetitividadNatural Sciences and Engineering Research Council of CanadaFundación EndesaGeneralitat de CatalunyaUniversidade Federal de Santa CatarinaUniversidade de VigoUniversidad de GranadaInstituto de Salud Carlos IIIXunta de GaliciaInner Mongolia UniversityMinistero dell’Istruzione, dell’Università e della RicercaCentro de Investigaciones Energéticas, Medioambientales y TecnológicasConselho Nacional de Desenvolvimento Científico e TecnológicoInstituto de Física de CantabriaUniversity of TabrizUniversidad Nacional de ColombiaCYTED Ciencia y Tecnología para el DesarrolloRoyal Society of ChemistryEusko JaurlaritzaEuropean CommissionUniversitat Jaume IFundação de Amparo à Pesquisa do Estado de São PauloCoordenação de Aperfeiçoamento de Pessoal de Nível SuperiorInstituto Nacional de Investigación y Tecnología Agraria y AlimentariaU.S. Department of EnergyPartnership for Research and Innovation in the Mediterranean AreaUniversidad Complutense de MadridRussian Foundation for Basic ResearchUmeå UniversitetMinisterio de Ciencia e InnovaciónComunidad de MadridCentro para el Desarrollo Tecnológico IndustrialGreat Lakes Bioenergy Research CenterEuropean Association of National Metrology InstitutesBanco SantanderRegione CalabriaArab Fund for Economic and Social DevelopmentSilpakorn UniversityCanadian Institute of Steel Construction
KeywordsThematic mapSatelliteResource (disambiguation)Scale (ratio)The InternetGeographySatellite imageryRemote sensingComputer scienceData scienceOrder (exchange)CartographyWorld Wide WebEngineering
Abstract
fetched live from OpenAlex329 pág.- Memoria para optar al título de Doctor en Biología por la Universidad de Sevilla, defendida el día 8 de julio del 2022 en la Facultad de Biología de la Universidad de Sevilla.- tutora de la tesis Mª Rosario Álvarez-Morales.-
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)0.033
metaresearch head score (Gemma)0.052
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.887
Threshold uncertainty score0.998
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 spread0.116 · 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
