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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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University of Birmingham Research Portal (University of Birmingham)
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Retraction
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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.

137 results · 1 filter active ·
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20012025
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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.
137 works in the cohort · of 4,299,418page 2 of 3

Labels cover 0 of 137 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 137 of 137 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.

aboutno affunlabeled
Skills System International Case Studies
2020· book· en· University of Birmingham Research Portal (University of Birmingham)· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affno abstractunlabeled
"Net lesa, net i khozyaev: kosmologiya, resursy i otnosheniya s prostranstvom v odnoy vepsskoy derevne.:Review of Long Nights at the Vepsian Museum. The Forest Folk of Northern Russia and the Struggle for Cultural Survival”, Toronto: University of Toronto Press, 2017 by Veronica Davidov
2018· article· en· University of Birmingham Research Portal (University of Birmingham)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affno abstractunlabeled
Le rôle du paratransit dans l'étalement urbain des villes latino-américaines : une étude de cas, Puebla au Mexique. Thèse (Ph.D) en ètudes urbaines - Université du Québec, INRS Urbanisation, Culture et Société, Institut National de la Recherche Scientifque - Université du Québec, Canada
2005· other· fr· University of Birmingham Research Portal (University of Birmingham)· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Discussion
2008· article· en· University of Birmingham Research Portal (University of Birmingham)
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affno abstractunlabeled
Brampton, David
2023· other· University of Birmingham Research Portal (University of Birmingham)
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affno abstractunlabeled
Scott, Barrie
2023· other· University of Birmingham Research Portal (University of Birmingham)
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affno abstractunlabeled
McGill, Alan
2023· other· University of Birmingham Research Portal (University of Birmingham)
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Box A:An Alternative UK Economic Forecast
2025· book-chapter· en· University of Birmingham Research Portal (University of Birmingham)· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Introduction:Theory into Praxis
Matt Hayler, Christine Daigle
2023· book-chapter· en· University of Birmingham Research Portal (University of Birmingham)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
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How this was built: Screen · Findings · About