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.
VenueRepository of the Academy's Library (Library of the Hungarian Academy of Sciences) · 2017
Typebook
Languagehu
FieldEarth and Planetary Sciences
TopicGeological Formations and Processes Exploration
Canadian institutionsnot available
FundersStanford Bio-XGraduate School, University of MarylandCollege of Pharmacy, University of MichiganOffice of Public AffairsEconomic Research ForumUniversité Cadi AyyadEötvös Loránd TudományegyetemHenan Institute of Science and TechnologyQueensland GovernmentKing Saud UniversityU.S. Department of the InteriorUniversity of SussexOffice of the Dean for Research, Princeton UniversityEuropean CommissionUniversity of CalgaryUniversity of CambridgeUniversitat Pompeu FabraU.S.-Middle East Partnership InitiativeRainforest AllianceU.S. Naval War CollegeUniversity of MarylandFrances McClelland Institute for Children, Youth, and FamiliesUniversity of OxfordNorth Carolina State UniversityCollege of Veterinary Medicine, Cornell UniversityUniversity of MichiganUniversity of ChicagoU.S. Department of StateU.S. Geological SurveyGeological Society of LondonHarvard UniversityPrinceton UniversityYale UniversityUniversity of PennsylvaniaInternational Center for Agricultural Research in the Dry AreasPantheraWorld Bank Group
KeywordsLimit (mathematics)Product (mathematics)Identification (biology)Process (computing)
DOInot available
Abstract
fetched live from OpenAlex3Amennyiben Irnt is a rgihoz tartoz llamknt rtelmezzk, akkor a keleti hatrt a Keletirni-peremhegyvidk jelli ki. 4
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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Open science, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesScience and technology studies, Research integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.694
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 spread0.200 · 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
