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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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NERC Open Research Archive (Natural Environment Research Council)
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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.

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

Labels cover 1 of 132 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 132 of 132 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
ATES national tool
2023· other· en· NERC Open Research Archive (Natural Environment Research Council)
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+metaepi_narrow+sts+open_science+insufficient_payload
0
citations
aboutno affunlabeled
A study into marine landscapes applied to habitat mapping
2003· other· en· NERC Open Research Archive (Natural Environment Research Council)· Materials Science
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · open_science+insufficient_payload
0
citations
fundno affunlabeled
A one health priority research agenda for antimicrobial resistance
2023· other· en· NERC Open Research Archive (Natural Environment Research Council)
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+metaepi_narrow+sts+open_science+research_integrity+insufficient_payload
0
citations
fundno affgemma · metaresearch+open_sciencegpt · metaresearchmodels split
FDRI digital workshop: enabling reproducibility in hydrological research
2024· other· en· NERC Open Research Archive (Natural Environment Research Council)· Social Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+sts+open_science+insufficient_payload
0
citations
aboutno affunlabeled
Webportal
2012· other· en· NERC Open Research Archive (Natural Environment Research Council)
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaepi_narrow+sts+open_science+insufficient_payload
0
citations
affunlabeled
INMS Guidance Document on Nitrogen Impact Assessment Methods
2025· article· en· NERC Open Research Archive (Natural Environment Research Council)· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · metaresearch+insufficient_payload
0
citations
aboutno affunlabeled
RRS James Cook Expedition JC268. ReBELS-1. 15-30 August 2024. (National Oceanography Centre Research Expedition Report, 84).
Filipa Carvalho
2025· other· en· NERC Open Research Archive (Natural Environment Research Council)
distilled prediction:candidate · metaresearch+metaepi_narrow+bibliometrics+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+metaepi_narrow+sts+open_science+research_integrity+insufficient_payload
0
citations
aboutno affunlabeled
Cobalt
2014· other· en· NERC Open Research Archive (Natural Environment Research Council)
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+metaepi_narrow+sts+open_science+insufficient_payload
0
citations
aboutno affunlabeled
The impact of oestrogenic sewage discharges on fish
\npopulations
2009· other· en· NERC Open Research Archive (Natural Environment Research Council)
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+metaepi_narrow+sts+insufficient_payload
0
citations
aboutno affunlabeled
Benchmarking terrestrial models. ENSEMBLES Deliverable 6.5
Colin Prentice, Eleanor Blyth, Richard Betts, Philippe Bousquet, Josh Fisher, Dieter Gerten +4 more
2010· article· en· NERC Open Research Archive (Natural Environment Research Council)· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+open_science+research_integrity+insufficient_payloadconsensus · sts+insufficient_payload
0
citations
aboutno affunlabeled
Estimating GIC from a single observatory at high and mid-latitudes
Ciarán Beggan
2017· article· en· NERC Open Research Archive (Natural Environment Research Council)· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+insufficient_payloadconsensus · none
0
citations
fundno affno abstractunlabeled
Spatial distribution and dynamics of carbon-14 in a wetland ecosystem
T. Yankovich, James A. Carr, E. Robertson, K.J. King-Sharp, R. W. Doug Killey, Nicholas A. Beresford +1 more
2014· article· en· NERC Open Research Archive (Natural Environment Research Council)· Environmental Science
distilled prediction:candidate · noneconsensus · none
0
citations

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