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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.

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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
Evidence
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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 4 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.

afffundunlabeled
The promise of community-driven preprints in ecology and evolution
Daniel W. A. Noble, Zoe A. Xirocostas, Nicholas C. Wu, April Robin Martinig, Rafaela A. Almeida, Kevin R. Bairos‐Novak +60 more
2025· article· en· Proceedings of the Royal Society B Biological Sciences· Decision Sciences
machine prediction:candidate · metaresearch+open_scienceconsensus · none
4
citations
affvenueunlabeled
CSVP Abstracts 2020
Alison M. Murray, Victoria M. Arbour, Robert Holmes
2020· article· en· Vertebrate Anatomy Morphology Palaeontology· Decision Sciences
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
3
citations
afffundunlabeled
Stark Decline in Journalists’ Use of Preprints Postpandemic
Juan Pablo Alperín, Kenneth Shores, Alice Fleerackers, Natascha Chtena
2024· article· en· Science Communication· Decision Sciences
machine prediction:candidate · metaresearch+scholarly_communication+open_scienceconsensus · none
3
citations
affno abstractunlabeled
From the guest editor
John D. Steeves
2012· editorial· en· Journal of Spinal Cord Medicine· Decision Sciences
machine prediction:candidate · noneconsensus · none
3
citations
afffundno abstractunlabeled
The Preprint Club
Felix Clemens Richter, Ester Gea‐Mallorquí, Arthur Mortha, Nicolas Ruffin, Nicolas Vabret
2023· article· en· EMBO Reports· Decision Sciences
machine prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
3
citations
venueno affunlabeled
Announcement of Retraction
Jalini K. Galabada
2021· article· en· Asian Social Science· Decision Sciences
machine prediction:candidate · research_integrityconsensus · none
3
citations
affvenueaboutunlabeled
CIHR hikes grants
Ewan C. Goligher, Lorenzo Del Sorbo, Angela M. Cheung, Shabbir M.H. Alibhai, Lester Liao, Alexandra Easson +5 more
2016· erratum· en· Canadian Medical Association Journal· Decision Sciences
machine prediction:candidate · metaresearchconsensus · none
3
citations
affno abstractgemma · metaresearch+scholarly_communicationgpt · metaresearch+scholarly_communication+open_sciencemodels split
Preprint clubs: why it takes a village to do peer review
Felix Clemens Richter, Ester Gea‐Mallorquí, Arthur Mortha, Nicolas Ruffin, Nicolas Vabret
2023· article· en· Nature· Decision Sciences
machine prediction:candidate · metaresearchconsensus · none
3
citations
affunlabeled
Open access: Is there a predator at the door?
Rakesh K. Chandra, Edward Fisher, Terry M. Jones, David W. Kennedy, Dennis H. Kraus, John H. Krouse +12 more
2018· editorial· en· Laryngoscope Investigative Otolaryngology· Decision Sciences
machine prediction:candidate · metaresearch+scholarly_communication+open_science+research_integrityconsensus · none
3
citations
affunlabeled
Transforming the Scholarly Publishing Lindworm
Alexandra C. Marcaccio, Alissa Centivany
2022· article· en· Proceedings of the Association for Information Science and Technology· Decision Sciences
machine prediction:candidate · scholarly_communicationconsensus · none
3
citations
aboutno affunlabeled
Fairness and transparency in medical journals
Dirk M. Elston, Jane M. Grant‐Kels, Nikki Levin, Murad Alam, Emily Altman, Robert T. Brodell +6 more
2020· letter· en· Journal of the American Academy of Dermatology· Decision Sciences
machine prediction:candidate · metaresearch+scholarly_communicationconsensus · metaresearch
3
citations
affunlabeled
The ScholarLed Consortium
Lucy Barnes, Rupert Gatti
2019· article· en· Septentrio Conference Series· Decision Sciences
machine prediction:candidate · scholarly_communication+open_scienceconsensus · none
3
citations
venueno affunlabeled
Editorial Responsibilities
Editorial Team
2021· article· en· Evidence Based Library and Information Practice· Decision Sciences
machine prediction:candidate · metaresearch+scholarly_communicationconsensus · none
2
citations
affno abstractunlabeled
Open Access Publishing: Breaking Pandora’s Box
Philippe Soyer, David A. Bluemke, Michael N. Patlas
2023· editorial· en· Canadian Association of Radiologists Journal· Decision Sciences
machine prediction:candidate · scholarly_communication+open_scienceconsensus · none
2
citations
affunlabeled
Data for: Unreviewed science in the news
Juan Pablo Alperín, Alice Fleerackers, Kenneth Shores
2023· dataset· en· Harvard Dataverse· Decision Sciences
machine prediction:candidate · metaresearch+scholarly_communicationconsensus · none
2
citations
affno abstractunlabeled
Order XII Propionibacteriales ord. nov.
2012· book-chapter· en· Research Portal (Queen's University Belfast)· Decision Sciences
machine prediction:candidate · noneconsensus · none
2
citations
fundno affunlabeled
Editorial
Kevin Brophy Nigel Krauth
2013· editorial· en· TEXT· Decision Sciences
machine prediction:candidate · noneconsensus · none
2
citations
afffundunlabeled
Certified Random: A New Order for Co-Authorship
Debraj Ray, Arthur J. Robson
2016· preprint· en· National Bureau of Economic Research· Decision Sciences
machine prediction:candidate · metaresearch+research_integrityconsensus · none
2
citations

How this was built: Screen · Findings · About