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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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VTechWorks (Virginia Tech)
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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.

261 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.
261 works in the cohort · of 4,299,418page 4 of 6

Labels cover 0 of 261 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 261 of 261 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
Hotel Equities expands regional sales team
2018· article· en· VTechWorks (Virginia Tech)· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
A Layered Ceiling: A Center for Ballroom Dance
2015· dissertation· en· VTechWorks (Virginia Tech)· Psychology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Manhattan Saw ADR Rebound, Occupancy Decline in Q4
2019· article· en· VTechWorks (Virginia Tech)· Agricultural and Biological Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Canada goose (Branta canadensis)
2001· article· en· VTechWorks (Virginia Tech)· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Quarter 1 Results
2020· article· en· VTechWorks (Virginia Tech)· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Yeats Eliot Review
2002· article· VTechWorks (Virginia Tech)· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Energy Series
2020· article· en· VTechWorks (Virginia Tech)· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Marriott Sees Gains, RevPAR Growth Is Slow
2019· article· en· VTechWorks (Virginia Tech)· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Challenges to a Sustainable Energy Future
2020· article· en· VTechWorks (Virginia Tech)· Environmental Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Dwarf Alberta Spruce, Picea glauca, Conica
2010· article· en· VTechWorks (Virginia Tech)· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
fundno affunlabeled
IIHCC Newsletter, March 2021
2021· other· en· VTechWorks (Virginia Tech)
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaepi_narrow+research_integrity+insufficient_payload
0
citations
aboutno affunlabeled
Progressive Dairyman Canada
2017· other· VTechWorks (Virginia Tech)
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaepi_narrow+sts+research_integrity+insufficient_payload
0
citations
aboutno affunlabeled
Emerald Ash Borer
2020· article· en· VTechWorks (Virginia Tech)· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Virginia Tech Fall 2015 Commencement Guide
2015· article· en· VTechWorks (Virginia Tech)· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
fundno affunlabeled
Physical Review Fluids
2025· article· en· VTechWorks (Virginia Tech)· Medicine
distilled prediction:candidate · noneconsensus · none
0
citations
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