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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 Biology and Ecology Research
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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.

2,144 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.
2,144 works in the cohort · of 4,299,418page 1 of 43

Labels cover 5 of 2,144 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 2,144 of 2,144 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
How Many Species Are There on Earth and in the Ocean?
Camilo Mora, Derek P. Tittensor, Sina M. Adl, Alastair G. B. Simpson, Boris Worm
2011· article· en· PLoS Biology· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
2,983
citations
affunlabeled
Extinction and Ecosystem Function in the Marine Benthos
Martin Solan, Bradley J. Cardinale, Amy L. Downing, Katharina A. M. Engelhardt, Jennifer L. Ruesink, Diane S. Srivastava
2004· article· en· Science· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
812
citations
fundno affunlabeled
The Ecology of Seamounts: Structure, Function, and Human Impacts
Malcolm R. Clark, Ashley A. Rowden, Thomas A. Schlacher, Alan Williams, Mireille Consalvey, Karen Stocks +5 more
2009· review· en· Annual Review of Marine Science· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
582
citations
venueno affno abstractunlabeled
10.1016/0967-0653(95)96599-z
Sharon J. Hall
2000· article· en· Time to knit· Earth and Planetary Sciences
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
436
citations
affunlabeled
Major impacts of climate change on deep-sea benthic ecosystems
Andrew K. Sweetman, Andrew R. Thurber, Craig R. Smith, Lisa A. Levin, Camilo Mora, Chih‐Lin Wei +16 more
2017· article· en· Elementa Science of the Anthropocene· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
429
citations
affno abstractunlabeled
Challenging the paradigms of deep-sea ecology
Roberto Danovaro, Paul V. R. Snelgrove, Paul A. Tyler
2014· review· en· Trends in Ecology & Evolution· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
421
citations
afffundno abstractunlabeled
Deep-sea diversity patterns are shaped by energy availability
Skipton Woolley, Derek P. Tittensor, Piers K. Dunstan, Gurutzeta Guillera‐Arroita, José J. Lahoz‐Monfort, Brendan A. Wintle +2 more
2016· article· en· Nature· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
268
citations
affno abstractunlabeled
The deep-sea under global change
Roberto Danovaro, Cinzia Corinaldesi, Antonio Dell’Anno, Paul V. R. Snelgrove
2017· article· en· Current Biology· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
244
citations
venueno affunlabeled
10.1016/s0967-0653(97)84822-3
Joseph-Maria Gili, R. G. Hughes
2000· article· en· Time to knit· Earth and Planetary Sciences
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
217
citations
affunlabeled
Managing mining of the deep seabed
Lisa M. Wedding, Sarah Reiter, Craig R. Smith, Kristina M. Gjerde, John N. Kittinger, Alan M. Friedlander +4 more
2015· article· en· Science· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
216
citations
afffundunlabeled
An ecosystem-based deep-ocean strategy
Roberto Danovaro, Jacopo Aguzzi, Emanuela Fanelli, D. S. M. Billett, Kristina M. Gjerde, Alan J. Jamieson +5 more
2017· article· en· Science· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
180
citations
affno abstractunlabeled
The North Sea — A shelf sea in the Anthropocene
Kay‐Christian Emeis, Justus van Beusekom, Ulrich Callies, Ralf Ebinghaus, Andreas Kannen, Gerd Kraus +10 more
2014· article· en· Journal of Marine Systems· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
160
citations

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