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.
VenuePädiatrie · 2023
Typearticle
Languagede
FieldMedicine
TopicMedical and Health Sciences Research
Canadian institutionsnot available
FundersCliniques Universitaires Saint-LucUniversity of Colorado School of Medicine, Anschutz Medical CampusMedical Center, University of RochesterUniversity of California, San FranciscoMassachusetts General HospitalUniversitätsklinikum KölnŚląski Uniwersytet Medyczny w KatowicachUniversity of California, San DiegoJohns Hopkins UniversityHospices Civils de LyonUniversité Paris-SaclayHospital for Sick ChildrenUniversitair Medisch Centrum GroningenUniwersytet Śląski w KatowicachUniversity of WashingtonUniversità degli Studi di FirenzeUniversité de GenèveCentro Hospitalar Universitário do PortoUniversiti MalayaMahidol UniversityNational and Kapodistrian University of AthensYale UniversityKarolinska InstitutetEuskal Herriko UnibertsitateaInstitut National de la Santé et de la Recherche MédicaleSchool of Medicine, Stanford UniversityUniversitätsklinikum RegensburgFudan UniversityPerelman School of Medicine, University of PennsylvaniaUniversity of MiamiUniversity of UlsanRijksuniversiteit GroningenSemmelweis EgyetemOspedale Pediatrico Bambino GesùChildren's Mercy HospitalCentro de Investigación Biomédica en Red de Enfermedades Hepáticas y DigestivasUniversity of PittsburghLondon Health Sciences CentreAarhus UniversitetHealth Science Center, University of TennesseeLudwig-Maximilians-Universität MünchenAarhus UniversitetshospitalUniversity of MinnesotaUniversity of PennsylvaniaKing's College LondonChildren's Hospital of PhiladelphiaUniversity of RochesterUniversity of Nebraska Medical CenterEmory UniversityUniversity of TorontoChildren's Healthcare of Atlanta
KeywordsEnvironmental science
Abstract
fetched live from OpenAlexNo abstract in any covered source. Its absence is recorded, not treated as a negative.
No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient 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: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.365
Threshold uncertainty score0.993
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 spread0.331 · 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
