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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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Ecosphere
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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.

644 results · 1 filter active ·
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20102025
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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.
644 works in the cohort · of 4,299,418page 1 of 13

Labels cover 1 of 644 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 644 of 644 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Climate change and disruptions to global fire activity
Max A. Moritz, Marc‐André Parisien, Enric Batllori, Meg A. Krawchuk, Jeff Van Dorn, David Ganz +1 more
2012· article· en· Ecosphere· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
977
citations
afffundunlabeled
Analysis of abrupt transitions in ecological systems
Brandon T. Bestelmeyer, Aaron M. Ellison, William R. Fraser, Kristen B. Gorman, Sally J. Holbrook, Christine Laney +6 more
2011· article· en· Ecosphere· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
319
citations
afffundunlabeled
Viewing forests through the lens of complex systems science
Élise Filotas, Lael Parrott, Philip J. Burton, Robin L. Chazdon, K. David Coates, Lluís Coll +7 more
2014· article· en· Ecosphere· Environmental Science
distilled prediction:candidate · noneconsensus · none
266
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
affunlabeled
The Tao of open science for ecology
Stephanie E. Hampton, Sean Anderson, Sarah C. Bagby, Corinna Gries, Xueying Han, Edmund Hart +9 more
2015· article· en· Ecosphere· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · scholarly_communication
195
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
affunlabeled
A case for beta regression in the natural sciences
Emilie A. Geissinger, Celyn L. L. Khoo, Isabella C. Richmond, Sally J. M. Faulkner, David C. Schneider
2022· article· en· Ecosphere· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
104
citations
afffundunlabeled
Multidimensional nutritional ecology and urban birds
Sean C. P. Coogan, David Raubenheimer, Simon P. Zantis, Gabriel E. Machovsky‐Capuska
2018· article· en· Ecosphere· Agricultural and Biological Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
84
citations
afffundunlabeled
Climate change may reduce the spread of non‐native species
Bezeng S. Bezeng, Ignacio Morales‐Castilla, Michelle van der Bank, Kowiyou Yessoufou, Barnabas H. Daru, T. Jonathan Davies
2017· article· en· Ecosphere· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
74
citations

How this was built: Screen · Findings · About