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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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Species Distribution and Climate Change
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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
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venuejournal
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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.

7,879 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.
7,879 works in the cohort · of 4,299,418page 5 of 158

Labels cover 27 of 7,879 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 7,879 of 7,879 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Improved probability of detection of ecological “surprises”
David B. Lindenmayer, Gene E. Likens, Charles J. Krebs, Richard J. Hobbs
2010· review· en· Proceedings of the National Academy of Sciences· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
211
citations
affunlabeled
Toward rigorous use of expert knowledge in ecological research
Michael Drescher, Ajith H. Perera, Chris J. Johnson, Lisa J. Buse, C. Ashton Drew, Mark A. Burgman
2013· article· en· Ecosphere· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
210
citations
affno abstractunlabeled
Transparency in Ecology and Evolution: Real Problems, Real Solutions
Timothy Parker, Wolfgang Forstmeier, Julia Koricheva, Fiona Fidler, Jarrod D. Hadfield, Yung En Chee +3 more
2016· article· en· Trends in Ecology & Evolution· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
208
citations
affno abstractunlabeled
Usefulness of Species Traits in Predicting Range Shifts
Alba Estrada, Ignacio Morales‐Castilla, Paul Caplat, Regan Early
2016· article· en· Trends in Ecology & Evolution· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
204
citations
affunlabeled
Overcoming the Data Crisis in Biodiversity Conservation
Holly K. Kindsvater, Nicholas K. Dulvy, Catharine Horswill, Maria José Juan‐Jordá, Marc Mangel, Jason Matthiopoulos
2018· article· en· Trends in Ecology & Evolution· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
202
citations
affunlabeled
AusTraits, a curated plant trait database for the Australian flora
Daniel S. Falster, Rachael V. Gallagher, Elizabeth Wenk, Ian J. Wright, Dony Indiarto, Samuel C. Andrew +211 more
2021· article· en· Scientific Data· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
199
citations
affno abstractunlabeled
Trait-Based Assessments of Climate-Change Impacts on Interacting Species
Matthias Schleuning, Eike Lena Neuschulz, Jörg Albrecht, Irene M. A. Bender, Diana E. Bowler, D. Matthias Dehling +7 more
2020· review· en· Trends in Ecology & Evolution· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
196
citations
afffundunlabeled
Evaluating the popularity of R in ecology
Jiangshan Lai, Christopher J. Lortie, Robert A. Muenchen, Jian Yang, Keping Ma
2019· article· en· Ecosphere· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
193
citations
fundno affno abstractunlabeled
Predicting the distributions of marine organisms at the global scale
Jonathan Stuart Ready, Kristin Kaschner, Andy South, Paul D. Eastwood, Tony Rees, Josephine Rius +3 more
2009· article· en· Ecological Modelling· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
191
citations
affunlabeled
An introduction to decision science for conservation
Victoria Hemming, Abbey E. Camaclang, Megan S. Adams, Mark A. Burgman, Katherine Carbeck, Josie Carwardine +18 more
2021· review· en· Conservation Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
184
citations
affno abstractunlabeled
Time to model all life on Earth
Drew W. Purves, Jörn P. W. Scharlemann, Mike Harfoot, Tim Newbold, Derek P. Tittensor, Jon Hutton +1 more
2013· article· en· Nature· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
183
citations
affno abstractunlabeled
Mechanisms, detection and impacts of species redistributions under climate change
Jake Lawlor, Lise Comte, Gaël Grenouillet, Jonathan Lenoir, J. Alex Baecher, Rathnayaka Mudiyanselage Wajra Jeewantha Bandara +17 more
2024· review· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
178
citations
venueno affunlabeled
The Science of Citizen Science
Tamanna Moharana
2021· article· en· Proceedings of the Nova Scotian Institute of Science· Environmental Science
distilled prediction:candidate · stsconsensus · sts
178
citations
affno abstractunlabeled
Clustered versus catastrophic global vertebrate declines
Brian Leung, Anna L. Hargreaves, Dan A. Greenberg, Brian J. McGill, María Dornelas, Robin Freeman
2020· article· en· Nature· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
174
citations

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