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.
VenueKölner Universitäts PublikationsServer (Universität zu Köln) · 2020
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicGenetic Associations and Epidemiology
Canadian institutionsnot available
FundersMedical Research and Materiel CommandUniversitätsklinikum Hamburg-EppendorfCancer Council TasmaniaNational Health and Medical Research CouncilMedical Research CouncilUniversity of California, IrvineRheinische Friedrich-Wilhelms-Universität BonnMinistero dello Sviluppo EconomicoCancer Council VictoriaOulun YliopistoDeutsche KrebshilfeMedizinischen Hochschule HannoverNorges ForskningsrådStockholms Läns LandstingNational Cancer InstituteKuopion Yliopistollinen SairaalaKarolinska InstitutetCanadian Institutes of Health ResearchCancerfondenBundesministerium für Bildung und ForschungNational Breast Cancer FoundationGénome QuébecAcademy of FinlandUniversity of Southern CaliforniaBeckman Research Institute, City of HopeCancer Research UKEberhard Karls Universität TübingenFondation du cancer du sein du QuébecMinistère du Développement Économique, de l’Innovation et de l’ExportationDeutsches KrebsforschungszentrumNational Institutes of HealthDeutsche Gesetzliche UnfallversicherungDavid F. and Margaret T. Grohne Family FoundationMcGill University Health CentreMcGill UniversityRobert Bosch StiftungHelsingin ja Uudenmaan SairaanhoitopiiriMinisterio de Economía y CompetitividadVanderbilt UniversityOvarian Cancer Research FundU.S. ArmyMayo ClinicBreast Cancer Research FoundationAssociazione Italiana per la Ricerca sul CancroItä-Suomen Yliopisto
KeywordsMendelian randomizationBreast cancerMedicineOncologyCancerRandomizationProspective cohort studyInternal medicineRandomized controlled trialGeneticsBiologyGeneGenetic variantsGenotype
Abstract
fetched live from OpenAlexEpidemiological studies have linked adult height with breast cancer risk in women. However, the magnitude of the association, particularly by subtypes of breast cancer, has not been established. Furthermore, the mechanisms of the association remain unclear.
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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.017
Threshold uncertainty score0.946
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 spread0.227 · 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
