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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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Research Data Management Practices
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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
fundfunder
venuejournal
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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.

2,427 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.
2,427 works in the cohort · of 4,299,418page 2 of 49

Labels cover 37 of 2,427 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 2,427 of 2,427 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.

affunlabeled
Research Information Management: Defining RIM and the Library’s Role
Rebecca Bryant, Anna Clements, Carol Feltes, David Groenewegen, Simon Huggard, Holly Mercer +4 more
2017· article· en· Swinburne Research Bank (Swinburne University of Technology)· Computer Science
machine prediction:candidate · scholarly_communicationconsensus · none
39
citations
affunlabeled
Standards and Infrastructure for Innovation Data Exchange
Haak Laurel, David Baker, Donna K. Ginther, Gregg Gordon, Matthew A. Probus, Nirmala Kannankutty +1 more
2012· article· en· Science· Computer Science
machine prediction:candidate · noneconsensus · none
38
citations
affunlabeled
Open Science: Open Data, Open Models, …and Open Publications?
Martyn Clark, Charles H. Luce, Amir AghaKouchak, Wouter R. Berghuijs, Cédric H. David, Qingyun Duan +5 more
2021· article· en· Water Resources Research· Computer Science
machine prediction:candidate · open_scienceconsensus · none
36
citations
affunlabeled
Factors of trust in data reuse
Ayoung Yoon, Yoo Young Lee
2019· article· en· Online Information Review· Computer Science
machine prediction:candidate · metaresearch+open_scienceconsensus · none
34
citations
affunlabeled
Preserving research data
James A. Jacobs, Charles Humphrey
2004· article· en· Communications of the ACM· Computer Science
machine prediction:candidate · metaresearch+open_scienceconsensus · none
33
citations
affunlabeled
The Tao of Open Science for Ecology
Stephanie E. Hampton, Sean Anderson, Sarah C. Bagby, Corinna Gries, Xueying Han, Edmund Hart +9 more
2014· preprint· en· Computer Science
machine prediction:candidate · metaresearch+open_scienceconsensus · none
32
citations
affaboutunlabeled
Open Metadata for Research Data Discovery in Canada
Alex Garnett, Amber Leahey, Dany Savard, Barbara Towell, Wilson Lee
2017· article· en· Journal of Library Metadata· Computer Science
machine prediction:candidate · scholarly_communication+open_scienceconsensus · none
30
citations
affunlabeled
Federated Identity Management For Research Collaborations
Daan Broeder, David Kelsey, Philip Kershaw, Tommi Nyrönen, Romain Wartel
2018· article· en· Zenodo (CERN European Organization for Nuclear Research)· Computer Science
machine prediction:candidate · open_scienceconsensus · none
30
citations
afffundunlabeled
In defense of decentralized research data management
Michael Hanke, Franco Pestilli, Adina Wagner, Christopher J. Markiewicz, Jean‐Baptiste Poline, Yaroslav O. Halchenko
2021· article· en· Neuroforum· Computer Science
machine prediction:candidate · metaresearch+open_scienceconsensus · none
29
citations
affgemma · metaresearch+bibliometricsgpt · metaresearch+bibliometrics+open_sciencemodels split
Incorporating data sharing to the reward system of science
Philippe Mongeon, Nicolás Robinson‐García, Wei Jeng, Rodrigo Costas
2017· article· en· Aslib Journal of Information Management· Computer Science
machine prediction:candidate · metaresearch+open_scienceconsensus · metaresearch
27
citations
affvenueunlabeled
Can big data tame a “naughty” world?
Jennifer Salmond, Marc Tadaki, Mark E. Dickson
2017· article· en· Canadian Geographies / Géographies canadiennes· Computer Science
machine prediction:candidate · metaresearchconsensus · none
27
citations
afffundunlabeled
Data rescue: saving environmental data from extinction
Ellen K. Bledsoe, Joseph B. Burant, Gracielle Higino, Dominique G. Roche, Sandra A. Binning, Kerri Finlay +4 more
2022· article· en· Proceedings of the Royal Society B Biological Sciences· Computer Science
machine prediction:candidate · metaresearch+open_scienceconsensus · none
27
citations
affunlabeled
Act to staunch loss of research data
Andrew Gonzalez, Pedro R. Peres‐Neto
2015· letter· en· Nature· Computer Science
machine prediction:candidate · metaresearch+open_scienceconsensus · none
26
citations
affno abstractunlabeled
Best practices for genetic and genomic data archiving
Deborah M. Leigh, Amy G. Vandergast, Margaret E. Hunter, Eric D. Crandall, W. Chris Funk, Colin J. Garroway +7 more
2024· review· en· Nature Ecology & Evolution· Computer Science
machine prediction:candidate · metaresearchconsensus · none
24
citations
affno abstractunlabeled
A Balanced Data Archiving Policy for Long-Term Studies
Michael C. Whitlock, Judith L. Bronstein, Emilio M. Bruna, Aaron M. Ellison, Charles W. Fox, Mark A. McPeek +6 more
2015· letter· en· Trends in Ecology & Evolution· Computer Science
machine prediction:candidate · metaresearchconsensus · none
22
citations
affno abstractunlabeled
Facilitating open exchange of data and information
James Gallagher, John A. Orcutt, Pauline Simpson, Dawn J. Wright, Jay Pearlman, Lisa Raymond
2015· article· en· Earth Science Informatics· Computer Science
machine prediction:candidate · open_scienceconsensus · none
22
citations

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