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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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GigaScience
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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.

134 results · 1 filter active ·
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20122025
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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.
134 works in the cohort · of 4,299,418page 3 of 3

Labels cover 1 of 134 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 134 of 134 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Erratum to: The sponge microbiome project
Lucas Moitinho‐Silva, Shaun Nielsen, Amnon Amir, Antonio González, Gail Ackermann, Carlo Cerrano +34 more
2018· erratum· en· GigaScience· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
5
citations
affunlabeled
LinkML: an open data modeling framework
Sierra Moxon, Harold R. Solbrig, Nomi L. Harris, Patrick Kalita, Mark A. Miller, Sagar Patil +24 more
2025· article· en· GigaScience· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · scholarly_communication+open_science
4
citations
affunlabeled
Analysis-ready VCF at Biobank scale using Zarr
Eric Czech, Will Tyler, Tom White, Ben Jeffery, Timothy R. Millar, Benjamin Elsworth +10 more
2025· article· en· GigaScience· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
3
citations
afffundaboutgemma · open_science+scholarly_communicationgpt · open_sciencemodels split
Open Data Governance at the Canadian Open Neuroscience Platform (CONP): From the Walled Garden to the Arboretum
Alexander Bernier, Bartha Maria Knoppers, Patrick Bermudez, Michael J. S. Beauvais, Adrian Thorogood, Brendan Behan +38 more
2024· article· en· GigaScience· Computer Science
distilled prediction:candidate · sts+scholarly_communication+open_science+insufficient_payloadconsensus · scholarly_communication+open_science
3
citations
afffundunlabeled
Overture: an open-source genomics data platform
Mitchell Shiell, Rosita Bajari, Dusan Andric, Jon Eubank, Brandon Chan, Justin Richardsson +29 more
2025· article· en· GigaScience· Decision Sciences
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · open_science
2
citations
affno abstractunlabeled
DIPY: Brain tissue classification
Julio E. Villalón‐Reina, Eleftherios Garyfallidis
2016· article· en· GigaScience· Medicine
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Nipype interfaces in CBRAIN
Tristan Glatard, Samir Das, Reza Adalat, Natacha Beck, R. Bernard, Najmeh Khalili‐Mahani +3 more
2016· article· en· GigaScience· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About