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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.

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.

144 results · 1 filter active ·
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20172025
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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.
144 works in the cohort · of 4,299,418page 1 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
TE-dependent analysis of multi-echo fMRI with tedana
Elizabeth DuPré, Taylor Salo, Zaki Ahmed, Peter A. Bandettini, Katherine L. Bottenhorn, César Caballero‐Gaudes +14 more
2021· article· en· The Journal of Open Source Software· Neuroscience
distilled prediction:candidate · noneconsensus · none
174
citations
afffundunlabeled
COVID-19 Data Hub
Emanuele Guidotti, David Ardia
2020· article· en· The Journal of Open Source Software· Mathematics
distilled prediction:candidate · metaresearchconsensus · none
171
citations
afffundunlabeled
Eureka!: An End-to-End Pipeline for JWST Time-SeriesObservations
Taylor J. Bell, Eva-Maria Ahrer, Jonathan Brande, Aarynn L. Carter, Adina D. Feinstein, Giannina Guzman +9 more
2022· article· en· The Journal of Open Source Software· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · none
140
citations
affunlabeled
Chaste: Cancer, Heart and Soft Tissue Environment
Fergus Cooper, Ruth E. Baker, Miguel O. Bernabéu, Rafel Bordas, Louise Bowler, Alfonso Bueno‐Orovio +23 more
2020· article· en· The Journal of Open Source Software· Engineering
distilled prediction:candidate · noneconsensus · none
96
citations
afffundunlabeled
qMRLab: Quantitative MRI analysis, under one umbrella
Agâh Karakuzu, Mathieu Boudreau, Tanguy Duval, Tommy Boshkovski, Ilana R. Leppert, Jean‐François Cabana +5 more
2020· article· en· The Journal of Open Source Software· Medicine
distilled prediction:candidate · noneconsensus · none
84
citations
affunlabeled
PyBIDS: Python tools for BIDS datasets
Tal Yarkoni, Christopher J. Markiewicz, Alejandro de la Vega, Krzysztof J. Gorgolewski, Taylor Salo, Yaroslav O. Halchenko +25 more
2019· article· en· The Journal of Open Source Software· Computer Science
distilled prediction:candidate · noneconsensus · none
68
citations
fundno affunlabeled
DeepReg: a deep learning toolkit for medical image registration
Yunguan Fu, Nina Montaña-Brown, Shaheer U. Saeed, Adrià Casamitjana, Zachary M. C. Baum, Rémi Delaunay +11 more
2020· article· en· The Journal of Open Source Software· Medicine
distilled prediction:candidate · metaresearchconsensus · none
44
citations
affunlabeled
oce: an R package for Oceanographic Analysis
Dan Kelley, Clark Richards, Chantelle Layton
2022· article· en· The Journal of Open Source Software· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
42
citations
affunlabeled
sbi reloaded: a toolkit for simulation-based inference workflows
Jan Boelts, Michael Deistler, Manuel Gloeckler, Álvaro Tejero-Cantero, Jan-Matthis Lueckmann, Guy Moss +27 more
2025· article· en· The Journal of Open Source Software· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communicationconsensus · none
18
citations
affunlabeled
VIVO: a system for research discovery
Michael Conlon, Andrew Woods, Graham Triggs, Ralph O’Flinn, Muhammad Javed, Jim Blake +19 more
2019· article· es· The Journal of Open Source Software· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · none
17
citations

How this was built: Screen · Findings · About