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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
Evidence
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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 7 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. 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.

affunlabeled
Severe coral loss shifts energetic dynamics on a coral reef
Renato A. Morais, Martial Depczynski, Christopher J. Fulton, Michael J. Marnane, Pauline Narvaez, Víctor Huertas +2 more
2020· article· en· Functional Ecology· Environmental Science
machine prediction:candidate · noneconsensus · none
84
citations
affno abstractunlabeled
Marine biodiversity and climate change
Boris Worm, Heike K. Lotze
2021· book-chapter· en· Climate Change· Environmental Science
machine prediction:candidate · noneconsensus · none
84
citations
venueno affunlabeled
10.1016/0967-0653(95)91753-q
Bernhard Riegl, Michael H. Schleyer, Peter J. Cook, George M. Branch
2000· article· en· Time to knit· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
83
citations
affunlabeled
A multiomic analysis of in situ coral–turf algal interactions
Ty N. F. Roach, Mark Little, Milou G. I. Arts, Joel Huckeba, Andreas F. Haas, Emma E. George +8 more
2020· article· en· Proceedings of the National Academy of Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
80
citations
affunlabeled
Does fish larval dispersal differ between high and low latitudes?
Jeffrey M. Leis, Jennifer E. Caselle, Ian Bradbury, Trond Kristiansen, Joel K. Llopiz, Michael J. Miller +8 more
2013· review· en· Proceedings of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
80
citations
fundno affunlabeled
Coral morphology and sedimentation
Alan Duckworth, Natalie Giofre, Ross Jones
2017· article· en· Marine Pollution Bulletin· Environmental Science
machine prediction:candidate · noneconsensus · none
80
citations
affunlabeled
Climate change adaptation in fisheries
Eranga K. Galappaththi, Vasantha B. Susarla, Samantha Jane Tanlimco Loutet, Stephanie Ichien, Amanda A. Hyman, James D. Ford
2021· article· en· Fish and Fisheries· Environmental Science
machine prediction:candidate · noneconsensus · none
79
citations
affunlabeled
Past and Future Grand Challenges in Marine Ecosystem Ecology
Ángel Borja, Jesper H. Andersen, Christos Arvanitidis, Alberto Basset, Lene Buhl‐Mortensen, Susana Carvalho +17 more
2020· article· en· Frontiers in Marine Science· Environmental Science
machine prediction:candidate · noneconsensus · none
78
citations
affno abstractunlabeled
Long-Distance Benefits of Marine Reserves: Myth or Reality?
Stéphanie Manel, Nicolas Loiseau, Marco Andrello, Katharina Fietz, Raquel Goñi, Aitor Forcada +9 more
2019· review· en· Trends in Ecology & Evolution· Environmental Science
machine prediction:candidate · noneconsensus · none
77
citations

How this was built: Screen · Findings · About