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A survey of COVID-19 vaccine acceptance across 23 countries in 2022

2023· article· en· 453 citations· W4313830553 on OpenAlex· 10.1038/s41591-022-02185-4

Why is this work in the frame?

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

About CanadaIts subject is Canada, wherever its authors sit.

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.

Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

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.

Opus teacher head0.032
GPT teacher head0.401
Teacher spread
0.368 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Abstract

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.

The record

Venue
Nature Medicine
Topic
Vaccine Coverage and Hesitancy
Field
Social Sciences
Canadian institutions
Funders
Agència de Gestió d'Ajuts Universitaris i de RecercaGeneralitat de CatalunyaMinisterio de Ciencia e InnovaciónEuropean Social FundCentres de Recerca de CatalunyaCity University of New York
Keywords
VaccinationPandemicCoronavirus disease 2019 (COVID-19)MedicineQuarter (Canadian coin)MisinformationChinaPublic healthSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)Family medicineEnvironmental healthDemographyGeographyPolitical scienceDiseaseInfectious disease (medical specialty)Virology
Has abstract in OpenAlex
no