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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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scientometrics and bibliometrics research
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

2,100 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
2,100 works in the cohort · of 4,299,418page 32 of 42

Labels cover 193 of 2,100 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 2,100 of 2,100 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
Chapitre 6. Le système universitaire canadien
Louis Maheu, Robert Lacroix
2015· book-chapter· fr· Presses de l’Université de Montréal eBooks· Decision Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affgemma · metaresearch+open_sciencegpt · metaresearch+open_sciencemodels agree
Fostering open science and responsible research practices: A pre-post study
Jaisson Cenci, Marcos Britto Corrêa, L.M. Bouter, David Moher, Ewald M. Bronkhorst, Marina Christ Franco +4 more
2025· preprint· en· F1000Research· Decision Sciences
machine prediction:candidate · metaresearch+open_scienceconsensus · none
0
citations
affvenueaboutunlabeled
Author ordering and citation-based measures of scholarly impact
Brian Hutchison, Monica Aggarwal, Harry S. Shannon, Alan Katz, Sabrina T. Wong, Emily Gard Marshall
2025· article· en· Canadian Family Physician· Decision Sciences
machine prediction:candidate · metaresearch+bibliometricsconsensus · none
0
citations
affunlabeled
meta analysis - correlations.R
Stéphane Côté
2020· dataset· en· Harvard Dataverse· Decision Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
LIS Research Productivity According to Gender
2021· article· en· Lincoln (University of Nebraska)· Decision Sciences
machine prediction:candidate · metaresearch+bibliometricsconsensus · none
0
citations
aboutno affunlabeled
Editorial ~ Open Access in Action!
Canada Research Chair in Distance Education Terry Anderson
2006· article· en· DOAJ (DOAJ: Directory of Open Access Journals)· Decision Sciences
machine prediction:candidate · open_scienceconsensus · none
0
citations
affunlabeled
Bibliometria
2022· book-chapter· ca· Zenodo (CERN European Organization for Nuclear Research)· Decision Sciences
machine prediction:candidate · bibliometricsconsensus · none
0
citations
aboutno affunlabeled
Scale-adjusted metrics of scientific collaboration
2011· article· en· Zenodo (CERN European Organization for Nuclear Research)· Decision Sciences
machine prediction:candidate · metaresearch+bibliometricsconsensus · none
0
citations
aboutno affunlabeled
Cooperative Non-APC Publishing Models: Canada, Europe and Latin America
Arianna Becerril-García, Jason Friedman, Tanja Niemann, Kevin Stranack, Jean‐Claude Guédon, Iryna Kuchma
2020· article· en· Zenodo (CERN European Organization for Nuclear Research)· Decision Sciences
machine prediction:candidate · scholarly_communication+open_scienceconsensus · none
0
citations
aboutno affunlabeled
Editorial Preface
Walailak Journal of Science and Technology
2013· article· en· DOAJ (DOAJ: Directory of Open Access Journals)· Decision Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Bibliometrics
2022· book-chapter· en· Zenodo (CERN European Organization for Nuclear Research)· Decision Sciences
machine prediction:candidate · bibliometricsconsensus · none
0
citations
aboutno affunlabeled
Peer review declaration
2021· article· en· IOP Conference Series Earth and Environmental Science· Decision Sciences
machine prediction:candidate · metaresearchconsensus · none
0
citations
affunlabeled
Impact Factors
J. Roberto F. Arruda, Robin Champieux, Colleen Cook, Mary Ellen K. Davis, Richard Gedye, Laurie Goodman +3 more
2016· article· en· Open Scholarship Initiative Proceedings· Decision Sciences
machine prediction:candidate · metaresearch+bibliometricsconsensus · none
0
citations
affunlabeled
Editorial 2026
Loren Rieseberg, Benjamin Sibbett, Joanna R. Freeland, Angel G. Rivera‐Colón
2025· article· en· Molecular Ecology· Decision Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Open Access for Journal Publications: The How-To Guide
Biru Zhou
2016· preprint· en· HAL (Le Centre pour la Communication Scientifique Directe)· Decision Sciences
machine prediction:candidate · scholarly_communication+open_scienceconsensus · none
0
citations
afffundunlabeled
Professionnalisation de la science
Julien Prud’homme
2015· book-chapter· fr· Presses de l’Université de Montréal eBooks· Decision Sciences
machine prediction:candidate · bibliometrics+stsconsensus · none
0
citations

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