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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
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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.

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 20 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
Policy interactions in large‐scale marine protected areas
Rebecca L. Gruby, Noella J. Gray, Luke Fairbanks, Elizabeth Havice, Lisa M. Campbell, Alan M. Friedlander +4 more
2020· article· en· Conservation Letters· Environmental Science
machine prediction:candidate · noneconsensus · none
16
citations
affunlabeled
Space-filling and benthic competition on coral reefs
Emma E. George, James Mullinix, Fanwei Meng, Barbara Bailey, Clinton B. Edwards, Ben Felts +9 more
2021· article· en· PeerJ· Environmental Science
machine prediction:candidate · noneconsensus · none
15
citations
affunlabeled
A global map of human pressures on tropical coral reefs
Marco Andrello, Emily S. Darling, Amelia Wenger, Andrés Felipe Suárez‐Castro, Sharla Gelfand, Gabby N. Ahmadia
2021· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Environmental Science
machine prediction:candidate · noneconsensus · none
15
citations
afffundunlabeled
Trophic distribution of nutrient production in coral reef fisheries
James P. W. Robinson, Emily S. Darling, Eva Maire, Mark Hamilton, Christina C. Hicks, Stacy D. Jupiter +5 more
2023· article· en· Proceedings of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
15
citations

How this was built: Screen · Findings · About