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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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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.

69 results · 1 filter active ·
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20142019
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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.
69 works in the cohort · of 4,299,418page 1 of 2

Labels cover 2 of 69 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 69 of 69 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
Knowledge Monopolies and Global Academic Publishing
2016· dataset· en· The Winnower· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+open_science+insufficient_payloadconsensus · bibliometrics+insufficient_payload
16
citations
affno abstractunlabeled
Science is broken. Part 1.
2014· article· en· The Winnower· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Caught in a Snow Daze
2015· article· en· The Winnower· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
How contributing to open source launched my academic career
2015· dataset· en· The Winnower· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+open_science
0
citations
aboutno affgemma · open_sciencegpt · open_sciencemodels agree
Teaching Open Science
2015· dataset· en· The Winnower· Computer Science
distilled prediction:candidate · scholarly_communication+open_science+insufficient_payloadconsensus · scholarly_communication+open_science
0
citations
aboutno affunlabeled
Under Construction
2015· dataset· en· The Winnower· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
On the Number of Phthalates
2015· dataset· en· The Winnower· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
The Risky Business of Romance
2015· article· en· The Winnower· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
/r/philosophy 2016-2017 AMA Series Recap + Survey!
2017· dataset· en· The Winnower· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+insufficient_payloadconsensus · insufficient_payload
0
citations
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How this was built: Screen · Findings · About