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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.

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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.

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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 4 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
DNA barcoding: the social frontier
Brendon M. H. Larson
2007· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · stsconsensus · none
12
citations
affunlabeled
Split personality
Sara Jobson, Heather D. Penney, Jean‐François Hamel, Annie Mercier
2020· review· en· Frontiers in Ecology and the Environment· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
8
citations
affaboutunlabeled
Managing River Flows to Restore Floodplain Forests
Stewart B. Rood, Glenda M. Samuelson, Jeffrey H. Braatne, Chad R. Gourley, Francine M. R. Hughes, John M. Mahoney
2005· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
7
citations
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
7
citations
aboutno affunlabeled
From science to policy: evolving marine biodiversity targets
Jan‐Claas Dajka, Anne K Eilrich, Andrea Franke, Benjamin S. Halpern, Bernadette Snow, Amanda T. Lombard +4 more
2025· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
6
citations
aboutno affunlabeled
It is time to rebalance the risk equation
Michelle Marvier, Peter Kareiva
2020· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
6
citations
afffundunlabeled
Habitat‐mediated soundscape conservation in marine ecosystems
Kieran Cox, Hailey L. Davies, Audrey Looby, Kelsie A. Murchy, Francis Juanes, Isabelle M. Côté
2024· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
5
citations
affno abstractunlabeled
Towards a sounder fire ecology
Kiyoko Miyanishi
2003· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Tree removals as socioecological experiments in cities
Caragh G. Threlfall, Camilo Ordóñez, Stephen J. Livesley, Jess Baumann, David Callow, Melanie Davern +6 more
2023· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
3
citations
affaboutunlabeled
Grand strategy for human–wildlife coexistence
Yufang Gao, Ana E. Lambert, Susan G. Clark
2023· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
Dispatches
ESA
2015· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
Action to support early career ecologists
Kathleen A. Carroll, Pacifica Sommers, Cari Ficken, Angela Doerr, Nathan Emery, Matthew E Aeillo‐Lammens +1 more
2022· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · metaresearchconsensus · none
2
citations
affunlabeled
Allyship requires action
Ezra J. Kottler, Kyle M. Shanebeck, Sharon K. Collinge
2023· review· en· Frontiers in Ecology and the Environment· Decision Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
2
citations
aboutno affunlabeled
High stakes and sacrifice in the Arctic
Amanda H. Lynch
2022· review· en· Frontiers in Ecology and the Environment· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Let's pray for the lamprey
Adrian Burton
2010· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
First, do no harm
Luke W. Cole, Robinson W. Fulweiler
2013· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
The highest butterfly in North America
Zachary G. MacDonald, Thomas R. Gillespie, H. Bradley Shaffer
2024· review· en· Frontiers in Ecology and the Environment· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Dispatches
ESA
2013· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
affaboutunlabeled
New recruit at the tree line
Anna L. Crofts
2019· review· en· Frontiers in Ecology and the Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affaboutunlabeled
Frozen at low tide
Ricardo A. Scrosati
2019· review· en· Frontiers in Ecology and the Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
EcoSummit 2007 and beyond
Li B. Larry, Rusong Wang
2007· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Senator Obama and the environment
Douglass F. Rohrman
2008· review· en· Frontiers in Ecology and the Environment· Energy
machine prediction:candidate · noneconsensus · none
1
citations
affaboutunlabeled
Canid competition for Arctic fox dens on the tundra
Sean Johnson‐Bice, Chloé Warret Rodrigues, James D. Roth
2024· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Ecosystem services on restored marginal farmland
Andrew S. MacDougall, Ellen Esch, Aleksandra Dolezal, Caroline Kamm, Oliver Carroll, Micaela Tosi +29 more
2025· review· en· Frontiers in Ecology and the Environment· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
1
citations
afffundunlabeled
Overcoming barriers that limit the impact of ecological research
Carlos Cano‐Barbacil, James F. Cahill, Helen M. Regan, Talya D. Hackett, Jacob N. Barney, Isabel Donoso +8 more
2025· article· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · metaresearchconsensus · metaresearch
1
citations
aboutno affunlabeled
Dispatches
ESA
2015· review· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
fundno affunlabeled
Issue Information
2017· paratext· en· Frontiers in Ecology and the Environment· Agricultural and Biological Sciences
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
fundno affunlabeled
Issue Information
2017· paratext· en· Frontiers in Ecology and the Environment· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
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