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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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Coastal and Marine Management
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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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venuejournal
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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.

1,751 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.
1,751 works in the cohort · of 4,299,418page 10 of 36

Labels cover 8 of 1,751 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 1,751 of 1,751 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
2. Coastal Zone Management
Daniel O. Suman, Manoj Shivlani
2018· article· en· Yearbook of International Environmental Law· Environmental Science
machine prediction:candidate · noneconsensus · none
8
citations
aboutno affunlabeled
Oceanography for the Visually Impaired.
Kate Fraser
2008· article· en· The Science Teacher· Environmental Science
machine prediction:candidate · noneconsensus · none
8
citations
fundno affunlabeled
Whales Lost and Found
Nina Vieira
2023· article· en· Exchanges The Interdisciplinary Research Journal· Environmental Science
machine prediction:candidate · noneconsensus · none
8
citations
venueno affunlabeled
10.1016/s0967-0653(98)85203-4
C. Rougier, T. Lam Hoai
2000· article· en· Time to knit· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
8
citations
venueno affno abstractunlabeled
10.1016/s0967-0653(97)85035-1
Nishit Shah
2000· article· en· Time to knit· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
8
citations
affaboutunlabeled
The global rarity of intact coastal regions
Brooke Williams, James Watson, Hawthorne L. Beyer, Carissa J. Klein, Jamie Montgomery, Rebecca K. Runting +7 more
2021· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Environmental Science
machine prediction:candidate · noneconsensus · none
7
citations
venueno affunlabeled
10.1016/0967-0653(96)80059-a
Michel Bhaud, C Cazaux, JC Duchêne, P Fra Unie, G Marcano, Daniel Martín +5 more
2000· article· en· Time to knit· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
7
citations
affno abstractunlabeled
Access and well-being in small-scale fisheries
Nathan Bennett, Antonio Calò, Paolo Guidetti, Marco Milazzo, Giulia Prato, Emna Ben Lamine +2 more
2024· article· en· Marine Policy· Environmental Science
machine prediction:candidate · noneconsensus · none
7
citations
affunlabeled
The immeasurable value of plankton to humanity
Maria Grigoratou, Susanne Menden‐Deuer, Abigail McQuatters‐Gollop, George B. Arhonditsis, Luis Felipe Artigas, Sakina‐Dorothée Ayata +39 more
2025· article· en· BioScience· Environmental Science
machine prediction:candidate · noneconsensus · none
7
citations

How this was built: Screen · Findings · About