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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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Academic Publishing and Open Access
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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.

1,650 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
1,650 works in the cohort · of 4,299,418page 3 of 33

Labels cover 37 of 1,650 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 1,650 of 1,650 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.

affno abstractunlabeled
Acknowledgments in Scientific Papers
Jaime A. Teixeira da Silva, Panagiotis Tsigaris, Quan‐Hoang Vuong
2023· article· en· Publishing Research Quarterly· Decision Sciences
machine prediction:candidate · metaresearch+bibliometricsconsensus · none
9
citations
affunlabeled
Success Factors for Open Access
J. E. Till
2003· article· en· Journal of Medical Internet Research· Decision Sciences
machine prediction:candidate · metaresearch+open_scienceconsensus · none
9
citations
affno abstractunlabeled
An impact factor for the 60 candles of the Annals
Dominic Pérénnou, A. Thévenon, François Rannou, Philippe Azouvi, Emmanuel Coudeyre, G. Amarenco +7 more
2018· editorial· en· Annals of Physical and Rehabilitation Medicine· Decision Sciences
machine prediction:candidate · metaresearch+bibliometricsconsensus · none
9
citations
affno abstractunlabeled
Marginalised ideas are key to scientific progress
Ana P. Gantman, Hee-Kyeong Nam, Laura Niemi
2019· article· en· Nature Human Behaviour· Decision Sciences
machine prediction:candidate · metaresearchconsensus · none
8
citations
affunlabeled
Ten myths around open scholarly publishing
Jonathan Tennant, Harry Crane, Tom Crick, Jacinto Dávila, Asura Enkhbayar, Jo Havemann +10 more
2019· preprint· en· Decision Sciences
machine prediction:candidate · metaresearch+scholarly_communication+open_scienceconsensus · none
8
citations
affgemma · bibliometricsgpt · bibliometrics+open_sciencemodels split
Dramatic Growth of Open Access
Heather Morrison
2010· dataset· en· uO Research (University of Ottawa)· Decision Sciences
machine prediction:candidate · bibliometrics+open_scienceconsensus · none
8
citations
affunlabeled
Peer Review in a Post-Eprints World: A Proposal
J. E. Till
2000· review· en· Journal of Medical Internet Research· Decision Sciences
machine prediction:candidate · metaresearch+scholarly_communicationconsensus · metaresearch
8
citations
aboutno affunlabeled
More Trends in Predatory Publishing Practices
Jacqueline K. Owens
2015· article· en· Nurse author & editor· Decision Sciences
machine prediction:candidate · metaresearch+research_integrityconsensus · none
7
citations
affunlabeled
Funding Food Science and Nutrition Research
Sylvia Rowe, Nick Alexander, Fergus M. Clydesdale, Rhoná S. Applebaum, Stephanie A. Atkinson, Richard M. Black +10 more
2009· article· en· Nutrition Today· Decision Sciences
machine prediction:candidate · metaresearchconsensus · none
6
citations
affunlabeled
Data and Software Sharing Guidance for Authors Submitting to AGU Journals
P. A. Fox, Christopher Erdmann, Shelley Stall, Stephen M. Griffies, Lisa M. Beal, Nadia Pinardi +6 more
2021· article· en· Zenodo (CERN European Organization for Nuclear Research)· Decision Sciences
machine prediction:candidate · metaresearch+open_science+insufficient_payloadconsensus · none
6
citations
afffundvenueaboutunlabeled
IRRODL Volume 7, Number 1
Various Authors
2006· article· en· The International Review of Research in Open and Distributed Learning· Decision Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
6
citations
afffundunlabeled
Preprint servers and journals: rivals or allies?
Natascha Chtena, Juan Pablo Alperín, Stephen Pinfield, Alice Fleerackers, Irene V. Pasquetto
2025· article· en· Journal of Documentation· Decision Sciences
machine prediction:candidate · scholarly_communication+open_scienceconsensus · none
5
citations
afffundunlabeled
Trends in Peer Review
Martin Reinhart, Cornelia Schendzielorz
2021· preprint· en· Decision Sciences
machine prediction:candidate · metaresearchconsensus · none
5
citations
affno abstractunlabeled
New format for the Journal
Richard D. Weisel
2016· editorial· en· Journal of Thoracic and Cardiovascular Surgery· Decision Sciences
machine prediction:candidate · scholarly_communicationconsensus · none
5
citations
affno abstractgemma · scholarly_communicationgpt · scholarly_communicationmodels split
A New Science Publishing System for a Budding Science Publishing Crisis
Carlos Fernández-Patrón, Eugenio Hardy
2017· article· en· Science and Engineering Ethics· Decision Sciences
machine prediction:candidate · metaresearch+scholarly_communication+open_scienceconsensus · none
5
citations
affno abstractunlabeled
Medical publishing under review
Harriette G.C. Van Spall, Sera Whitelaw
2020· article· en· European Heart Journal· Decision Sciences
machine prediction:candidate · metaresearch+scholarly_communication+insufficient_payloadconsensus · none
5
citations
affunlabeled
Addenda to ISCN 2020
Ros Hastings, Jean McGowan‐Jordan, Sarah Moore
2023· letter· en· Cytogenetic and Genome Research· Decision Sciences
machine prediction:candidate · noneconsensus · none
4
citations
affvenueunlabeled
Overlay Journals: Overlooked or Emergent?
Gail M. Thornton, Emily Kroeker
2021· article· en· Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI· Decision Sciences
machine prediction:candidate · scholarly_communication+open_scienceconsensus · none
4
citations

How this was built: Screen · Findings · About