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.
Venueinfoteca-e (Brazilian Agricultural Research Corporation) · 2003
Typearticle
Languagept
FieldComputer Science
TopicInformation Science and Libraries
Canadian institutionsnot available
FundersNational Institute on AgingInstitut Alam Sekitar dan Pembangunan, Universiti Kebangsaan MalaysiaInstituto Superior de AgronomiaAgricultural Research ServiceBanco Nacional de Desenvolvimento Econômico e SocialEmpresa de Pesquisa Agropecuária de Minas GeraisNational Marine Fisheries ServiceU.S. Department of CommerceInstituto Nacional de Investigaciones Forestales, Agrícolas y PecuariasInstituto Nacional de Investigación AgropecuariaInstituto Euvaldo LodiUniversity of BristolUniversidade Estadual PaulistaUniversidade Federal de Minas GeraisInstituto Nacional de Pesquisas da AmazôniaInstituto Nacional de Investigación y Tecnología Agraria y AlimentariaInstituto Brasileiro do Meio Ambiente e dos Recursos Naturais RenováveisEmpresa de Pesquisa Agropecuária do Rio Grande do NorteUniversidade de CoimbraInstituto de Tecnologia de AlimentosIndian Agricultural Research InstituteInstituto Tecnológico y de Estudios Superiores de MonterreyUniversidade de São PauloFundação de Amparo à Pesquisa do Estado de São PauloCoordenação de Aperfeiçoamento de Pessoal de Nível SuperiorInternational Institute for Applied Systems AnalysisInstituto Nacional de Investigaciones AgropecuariasInter-American Development BankU.S. Department of StateIndian Council of Agricultural ResearchInter-American Institute for Global Change ResearchMinistério da SaúdeUniversidade Federal de ViçosaInternational Atomic Energy AgencyMinistério da EducaçãoFinanciadora de Estudos e ProjetosWest Virginia UniversityEconomic Research ServiceIowa State UniversityInternational Center for Agricultural Research in the Dry AreasInternational Development Research CentreBanco do Nordeste do BrasilWashington State UniversityUnited States Agency for International DevelopmentVirginia Polytechnic Institute and State UniversityIndian National Science AcademyUniversidade Federal do Rio Grande do SulHarvard UniversityAnimal and Plant Health Inspection ServiceHenan Institute of Science and TechnologyInstitut National de la Recherche AgronomiqueWorld Health Organization
KeywordsHumanitiesPolitical sciencePhilosophy
DOInot available
Abstract
fetched live from OpenAlexIntrodução; Conhecendo o AINFO; Gerenciador de Dados e outros procedimentos especiais; Administrando o AINFO; Atualizando as bases de dados; Sobre as bases de dados; Imprimindo relatórios; Sobre o SIR - Recuperação de Informação; Descrição dos campos; Descrição dos relatórios; Anexos.
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)0.004
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, 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: none
Teacher disagreement score0.815
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 spread0.231 · 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