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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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Marine and coastal ecosystems
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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.

3,624 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.
3,624 works in the cohort · of 4,299,418page 1 of 73

Labels cover 2 of 3,624 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 3,624 of 3,624 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Global carbon dioxide emissions from inland waters
Peter A. Raymond, Jens Hartmann, Ronny Lauerwald, Sebastian Sobek, Cory P. McDonald, Mark D. Hoover +9 more
2013· article· en· Nature· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
2,541
citations
affno abstractunlabeled
Processes and patterns of oceanic nutrient limitation
C. Mark Moore, Matthew M. Mills, Kevin R. Arrigo, Ilana Berman‐Frank, Laurent Bopp, Philip W. Boyd +17 more
2013· article· en· Nature Geoscience· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
2,268
citations
afffundno abstractunlabeled
Eutrophication science: where do we go from here?
Val H. Smith, David W. Schindler
2009· review· en· Trends in Ecology & Evolution· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
2,182
citations
affno abstractunlabeled
Global phytoplankton decline over the past century
Daniel G. Boyce, Marlon R. Lewis, Boris Worm
2010· article· en· Nature· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
1,342
citations
affno abstractunlabeled
Influence of diatom diversity on the ocean biological carbon pump
Paul Tréguer, Chris Bowler, Brivaëla Moriceau, Stephanie Dutkiewicz, Marion Gehlen, Olivier Aumont +10 more
2017· article· en· Nature Geoscience· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
824
citations
affno abstractunlabeled
Respiration in the open ocean
Paul A. del Giorgio, Carlos M. Duarte
2002· review· en· Nature· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
640
citations
afffundunlabeled
Iron supply and demand in the upper ocean
Inez Fung, Stephanie K. Meyn, Ina Tegen, Scott C. Doney, Jasmin G. John, James K. B. Bishop
2000· article· en· Global Biogeochemical Cycles· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
553
citations
affunlabeled
A model of annual plankton cycles
Geoffrey T. Evans, John Parslow
2013· article· en· Biological Oceanography· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
458
citations
afffundunlabeled
Future HAB science: Directions and challenges in a changing climate
Mark L. Wells, Bengt Karlson, Angela Wulff, Raphael M. Kudela, Charles G. Trick, Valentina Asnaghi +13 more
2019· article· en· Harmful Algae· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
440
citations
affno abstractunlabeled
Interactions between climate change and contaminants
Doris Schiedek, Brita Sundelin, James W. Readman, Robie W. Macdonald
2007· review· en· Marine Pollution Bulletin· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
422
citations

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