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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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Coral and Marine Ecosystems Studies
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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
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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.

2,134 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.
2,134 works in the cohort · of 4,299,418page 6 of 43

Labels cover 5 of 2,134 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 2,134 of 2,134 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Risks to future atoll habitability from climate‐driven environmental changes
Virginie Duvat, Ak Magnan, Chris T. Perry, Tom Spencer, Johann D. Bell, Colette C. C. Wabnitz +6 more
2021· article· en· Wiley Interdisciplinary Reviews Climate Change· Environmental Science
distilled prediction:candidate · metaepi_narrow+open_science+insufficient_payloadconsensus · insufficient_payload
98
citations
venueno affno abstractunlabeled
10.1016/0967-0653(93)94393-d
2000· article· en· Time to knit· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
97
citations
afffundunlabeled
Trait similarity in reef fish faunas across the world’s oceans
Matthew McLean, Rick D. Stuart‐Smith, Sébastien Villéger, Arnaud Auber, Graham J. Edgar, M. Aaron MacNeil +3 more
2021· article· en· Proceedings of the National Academy of Sciences· Environmental Science
distilled prediction:candidate · noneconsensus · none
93
citations
venueno affno abstractunlabeled
10.1016/0967-0653(96)86546-x
Stephen D. Cairns
2000· article· en· Time to knit· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
93
citations
affunlabeled
Seeking resilience in marine ecosystems
Emily S. Darling, Isabelle M. Côté
2018· article· en· Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
91
citations
affunlabeled
Marine protected areas and fisheries: bridging the divide
Jean‐Yves Weigel, Kathryn Olivia Mannle, Nathan Bennett, Eleanor Carter, Lena Westlund, Valérie Burgener +7 more
2014· article· en· Aquatic Conservation Marine and Freshwater Ecosystems· Environmental Science
distilled prediction:candidate · noneconsensus · none
88
citations
affunlabeled
Marine resource management and conservation in the Anthropocene
Shankar Aswani, Xavier Basurto, Sebastian C. A. Ferse, Marion Glaser, Lisa M. Campbell, Joshua E. Cinner +6 more
2017· article· en· Environmental Conservation· Environmental Science
distilled prediction:candidate · noneconsensus · none
88
citations
fundno affunlabeled
Genome analysis of the rice coral Montipora capitata
Alexander Shumaker, Hollie M. Putnam, Huan Qiu, Dana C. Price, Ehud Zelzion, Arye Harel +4 more
2019· article· en· Scientific Reports· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
87
citations

How this was built: Screen · Findings · About