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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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ePrints Soton (University of Southampton)
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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.

338 results · 1 filter active ·
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20002025
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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.
338 works in the cohort · of 4,299,418page 5 of 7

Labels cover 1 of 338 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 338 of 338 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
Scarberia
2016· other· en· ePrints Soton (University of Southampton)· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affno abstractunlabeled
IOPC funds meeting: Montreal - 12-14 June 2007
Richard Shaw
2007· article· en· ePrints Soton (University of Southampton)· Medicine
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Education, knowledge and economy
2007· book· en· ePrints Soton (University of Southampton)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Blanc de Blanc.
2005· other· en· ePrints Soton (University of Southampton)· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Physics education
2008· article· en· ePrints Soton (University of Southampton)· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Four million tonnes per annum
2024· other· en· ePrints Soton (University of Southampton)· Physics and Astronomy
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Sustainability of product returns
2022· other· en· ePrints Soton (University of Southampton)· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Research into practice
Lena Dominelli
2003· article· en· ePrints Soton (University of Southampton)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Sunil Gupta. Pictures from here
2003· other· en· ePrints Soton (University of Southampton)
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Experiences from other jurisdictions
2016· other· en· ePrints Soton (University of Southampton)
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Objects as curriculum workshop
2019· other· en· ePrints Soton (University of Southampton)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Fur: a sensitive history
Jonathan Faiers
2020· book· en· ePrints Soton (University of Southampton)· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Benchmarking
2008· article· en· ePrints Soton (University of Southampton)· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Introduction
2008· other· en· ePrints Soton (University of Southampton)
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Etudes and impromptus
2025· other· en· ePrints Soton (University of Southampton)
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affno abstractunlabeled
Diatoms in Ottawa
2002· article· en· ePrints Soton (University of Southampton)· Materials Science
machine prediction:candidate · noneconsensus · none
0
citations

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