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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.

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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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Open Source Software Innovations
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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.

725 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.
725 works in the cohort · of 4,299,418page 3 of 15

Labels cover 4 of 725 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 725 of 725 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Adoption, Improvement, and Disruption
2008· article· en· Journal of Database Management· Computer Science
distilled prediction:candidate · noneconsensus · none
25
citations
aboutno affunlabeled
The Computer Revolution in Canada
2001· book· en· The MIT Press eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
23
citations
affunlabeled
An Empirical Study of Open Source Software Usability
2011· article· en· International Journal of Open Source Software and Processes· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_scienceconsensus · none
21
citations
affunlabeled
The sustainability of corporate wikis
2010· article· en· ACM Transactions on Management Information Systems· Computer Science
distilled prediction:candidate · noneconsensus · none
21
citations
affunlabeled
Do Onboarding Programs Work?
2015· article· en· Computer Science
distilled prediction:candidate · noneconsensus · none
20
citations
affunlabeled
Algorithmic Interactions in Open Source Work
2022· article· en· Information Systems Research· Computer Science
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
20
citations
affunlabeled
Do onboarding programs work
2015· article· en· Mining Software Repositories· Computer Science
distilled prediction:candidate · scholarly_communicationconsensus · none
17
citations
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How this was built: Screen · Findings · About