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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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Frontiers in Ecology and the Environment
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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
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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.

257 results · 1 filter active ·
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20032025
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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.
257 works in the cohort · of 4,299,418page 2 of 6

Labels cover 0 of 257 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 257 of 257 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
Ecological science and sustainability for the 21st century
Margaret A. Palmer, Emily S. Bernhardt, Elizabeth A. Chornesky, Scott L. Collins, Andrew P. Dobson, Clifford S. Duke +14 more
2005· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
159
citations
aboutno affunlabeled
Multiple models guide strategies for agricultural nutrient reductions
Donald Scavia, Margaret Kalcic, Rebecca Logsdon Muenich, Jennifer Read, Noel Aloysius, Isabella Bertani +10 more
2017· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
145
citations
afffundaboutunlabeled
The essential carbon service provided by northern peatlands
Lorna I. Harris, Karen Richardson, Kelly Ann Bona, Scott J. Davidson, Sarah A. Finkelstein, Michelle Garneau +10 more
2021· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
115
citations
afffundunlabeled
Future landscapes: managing within complexity
Lael Parrott, Wayne S. Meyer
2012· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
113
citations
affunlabeled
Trends in ecology and conservation over eight decades
Sean C. Anderson, Paul R. Elsen, Brent B. Hughes, Rebecca K. Tonietto, Molly C. Bletz, David Gill +5 more
2021· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · metaresearch+bibliometricsconsensus · none
112
citations
afffundunlabeled
Side‐swiped: ecological cascades emanating from earthworm invasions
Lee E. Frelich, Bernd Blossey, Erin K. Cameron, Andrea Dávalos, Nico Eisenhauer, Timothy J. Fahey +8 more
2019· review· en· Frontiers in Ecology and the Environment· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
104
citations
affunlabeled
The global rise of crustacean fisheries
Robert Boenish, Jacob P. Kritzer, Kristin M. Kleisner, Robert S. Steneck, Karl Michael Werner, Wenbin Zhu +6 more
2021· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
102
citations
aboutno affunlabeled
Migratory Canada geese cause crash of US Airways Flight 1549
Peter P. Marra, Carla J. Dove, Richard A. Dolbeer, Nor Faridah Dahlan, Marcy Heacker, James F. Whatton +3 more
2009· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
90
citations

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