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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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Ocean Acidification Effects and Responses
Retraction
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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.

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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.

1,000 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.
1,000 works in the cohort · of 4,299,418page 3 of 20

Labels cover 1 of 1,000 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 1,000 of 1,000 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.

affno abstractunlabeled
How ocean acidification can benefit calcifiers
Sean D. Connell, Zoë A. Doubleday, Sarah B. Hamlyn, Nicole R. Foster, Christopher D. G. Harley, Brian Helmuth +4 more
2017· letter· en· Current Biology· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
82
citations
afffundunlabeled
The societal challenge of ocean acidification
Carol Turley, Michael Eby, Andy Ridgwell, Daniela N. Schmidt, Helen S. Findlay, Colin Brownlee +4 more
2010· editorial· en· Marine Pollution Bulletin· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
82
citations
affno abstractunlabeled
The role of calcification in carbonate compensation
Bernard P. Boudreau, Jack J. Middelburg, Yiming Luo
2018· article· en· Nature Geoscience· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
81
citations
affunlabeled
Deep-sea impacts of climate interventions
Lisa A. Levin, Joan M. Alfaro-Lucas, Ana Colaço, Erik E. Cordes, Neil Craik, Roberto Danovaro +7 more
2023· article· en· Science· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
81
citations
afffundunlabeled
The evolution of phenotypic plasticity under global change
Emma M. Gibbin, Gloria Massamba N’Siala, Leela J. Chakravarti, Michael D. Jarrold, Piero Calosi
2017· article· en· Scientific Reports· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
76
citations
afffundno abstractunlabeled
Aquatic primary production in a high-CO2 world
Étienne Low‐Décarie, Gregor F. Fussmann, Graham Bell
2014· review· en· Trends in Ecology & Evolution· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
75
citations
affunlabeled
The duality of ocean acidification as a resource and a stressor
Sean D. Connell, Zoë A. Doubleday, Nicole R. Foster, Sarah B. Hamlyn, Christopher D. G. Harley, Brian Helmuth +5 more
2018· article· en· Ecology· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
75
citations
afffundunlabeled
Carbonate compensation dynamics
Bernard P. Boudreau, Jack J. Middelburg, Filip J. R. Meysman
2010· article· en· Geophysical Research Letters· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
73
citations
affno abstractunlabeled
Methods matter in repeating ocean acidification studies
Philip L. Munday, Danielle L. Dixson, Megan J. Welch, Douglas P. Chivers, Paolo Domenici, Martin Grosell +7 more
2020· letter· en· Nature· Earth and Planetary Sciences
machine prediction:candidate · metaresearchconsensus · none
63
citations
affunlabeled
Synthesis of Thresholds of Ocean Acidification Impacts on Decapods
Nina Bednaršek, Richard F. Ambrose, Piero Calosi, Richard K. Childers, Richard A. Feely, Steven Y. Litvin +8 more
2021· article· en· Frontiers in Marine Science· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
61
citations
affaboutunlabeled
Pteropod time-series from the NE Pacific
David L. Mackas, Moira Galbraith
2011· article· en· ICES Journal of Marine Science· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
60
citations

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