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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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The Journal of Open Source Software
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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.

144 results · 1 filter active ·
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20172025
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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.
144 works in the cohort · of 4,299,418page 3 of 3

Labels cover 1 of 144 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 144 of 144 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
dfreproject: A Python package for astronomical reprojection
Carter Rhea, Pieter van Dokkum, Steven R. Janssens, Imad Pasha, Roberto Abraham, W. Paul Bowman +2 more
2025· article· The Journal of Open Source Software· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
piar: Price Index Aggregation in R
Steve Martin
2024· article· en· The Journal of Open Source Software· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
BlueCelluLab: Biologically Detailed Neural NetworkExperimentation API
Anıl Tuncel, Werner Van Geit, Mike Gevaert, Benjamin Torben-Nielsen, Darshan Mandge, İlkan Kılıç +4 more
2024· article· en· The Journal of Open Source Software· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
PyMilo: A Python Library for ML I/O
AmirHosein Rostami, Sepand Haghighi, Sadra Sabouri, Alireza Zolanvari
2025· article· The Journal of Open Source Software· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
caskade: building Pythonic scientific simulators
Connor Stone, Alexandre Adam, Adam Coogan, Laurence Perreault-Levasseur, Yashar Hezaveh
2025· article· en· The Journal of Open Source Software· Computer Science
machine prediction:candidate · open_scienceconsensus · none
0
citations
afffundunlabeled
slap2-utils: Tools for Processing SLAP2 Data
Peter William Hogg, Jerry Shijie Tong, Kurt Haas
2025· article· en· The Journal of Open Source Software· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Lighter: Configuration-Driven Deep Learning
Ibrahim Hadžić, Suraj Pai, Keno K. Bressem, Borek Foldyna, Hugo J.W.L. Aerts
2025· article· en· The Journal of Open Source Software· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
The Agda standard library: version 2.0
Matthew L. Daggitt, Guillaume Allais, James McKinna, Andreas Abel, Nathan van Doorn, James Wood +11 more
2025· article· en· The Journal of Open Source Software· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
NcCut: A NetCDF Viewer and Transecting Tool
Robin Chartrand, Robert Fajber, Georgy E. Manucharyan
2025· article· en· The Journal of Open Source Software· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About