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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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AMBIO
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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
fundfunder
venuejournal
aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

304 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.
304 works in the cohort · of 4,299,418page 6 of 7

Labels cover 1 of 304 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 304 of 304 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
In this current wildfire crisis, acknowledge widespread suffering
Fiona E. Newman Thacker, Kathleen Uyttewaal, Tomás Quiñones, Rik Leemans, Bethany Hannah, Cathelijne R. Stoof
2025· review· en· AMBIO· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
5
citations
aboutno affunlabeled
Towards an urban age
Ricky Burdett
2006· book· en· AMBIO· Social Sciences
distilled prediction:candidate · noneconsensus · none
3
citations
affno abstractunlabeled
People as solutions to sustainability
Karen Fisher and Robert O'Brien, Gail Hochachka
2024· article· en· AMBIO· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
2
citations
affno abstractunlabeled
The unlikely fate of a term paper
Frank Wania
2021· editorial· en· AMBIO· Chemistry
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
aboutno affunlabeled
Full Circle
Finn Lynge
2008· article· en· AMBIO· Health Professions
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
2
citations
affno abstractunlabeled
Response to the Comment by<i>Artur Granstedt</i>
J. Galloway, E. Cowling, O. Oenema, R. Roy, V. Smil
2002· article· en· AMBIO· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
affgemma · stsgpt · stsmodels agree
Co-production of Arctic sea ice knowledge: A systematic review
Maria Monakhova, Abigail M. York, Malory Peterson, Shauna BurnSilver, Tatiana Degai
2025· review· en· AMBIO· Health Professions
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
0
citations

How this was built: Screen · Findings · About