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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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Ecosystem dynamics and resilience
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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.

493 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.
493 works in the cohort · of 4,299,418page 1 of 10

Labels cover 0 of 493 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 493 of 493 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Trophic Downgrading of Planet Earth
James A. Estes, John Terborgh, Justin S. Brashares, Mary E. Power, Joël Berger, William J. Bond +18 more
2011· review· en· Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
4,028
citations
affno abstractunlabeled
Approaching a state shift in Earth’s biosphere
Anthony D. Barnosky, Elizabeth A. Hadly, Jordi Bascompte, Eric L. Berlow, James H. Brown, Mikael Fortelius +16 more
2012· review· en· Nature· Environmental Science
distilled prediction:candidate · research_integrityconsensus · research_integrity
1,950
citations
affunlabeled
Alternative stable states in ecology
Beatrix E. Beisner, DT Haydon, Kim Cuddington
2003· review· en· Frontiers in Ecology and the Environment· Environmental Science
distilled prediction:candidate · noneconsensus · none
1,318
citations
affunlabeled
Safe and just Earth system boundaries
Johan Rockström, Joyeeta Gupta, Dahe Qin, Steven J. Lade, Jesse F. Abrams, Lauren Seaby Andersen +45 more
2023· article· en· Nature· Environmental Science
distilled prediction:candidate · noneconsensus · none
1,254
citations
affunlabeled
Our future in the Anthropocene biosphere
Carl Folke, Stephen Polasky, Johan Rockström, Victor Galaz, Frances Westley, Michèle Lamont +16 more
2021· review· en· AMBIO· Environmental Science
distilled prediction:candidate · noneconsensus · none
673
citations
fundno affunlabeled
Navigating the complexity of ecological stability
Ian Donohue, Helmut Hillebrand, José M. Montoya, Owen L. Petchey, Stuart L. Pimm, Mike S. Fowler +7 more
2016· review· en· Ecology Letters· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
644
citations
affunlabeled
Transient phenomena in ecology
Alan Hastings, Karen C. Abbott, Kim Cuddington, Tessa B. Francis, Gabriel Gellner, Ying‐Cheng Lai +4 more
2018· review· en· Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
600
citations
venueno affunlabeled
Adaptive Capacity and Traps
Stephen R. Carpenter, William A. Brock
2008· article· en· Ecology and Society· Environmental Science
distilled prediction:candidate · noneconsensus · none
480
citations
affno abstractunlabeled
Ecosystem tipping points in an evolving world
Vasilis Dakos, Blake Matthews, Andrew P. Hendry, Jonathan M. Levine, Nicolas Loeuille, Jon Norberg +3 more
2019· review· en· Nature Ecology & Evolution· Environmental Science
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
441
citations
afffundunlabeled
Cell Fate Decision as High-Dimensional Critical State Transition
Mitra Mojtahedi, Alexander Skupin, Joseph Zhou, Ivan G. Castaño, Rebecca Y. Y. Leong-Quong, Hannah Chang +3 more
2016· article· en· PLoS Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
410
citations
affunlabeled
Climate change, ecosystems and abrupt change: science priorities
Monica G. Turner, W. John Calder, Graeme S. Cumming, Terry P. Hughes, Anke Jentsch, Shannon L. LaDeau +7 more
2020· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Environmental Science
distilled prediction:candidate · stsconsensus · sts
378
citations
affunlabeled
Global impacts of the 1980s regime shift
Philip C. Reid, Renata Hari, Grégory Beaugrand, David M. Livingstone, Christoph Marty, Dietmar Straile +23 more
2015· article· en· Global Change Biology· Environmental Science
distilled prediction:candidate · noneconsensus · none
353
citations
affunlabeled
A function-based typology for Earth’s ecosystems
David A. Keith, José R. Ferrer‐Paris, Emily Nicholson, Melanie J. Bishop, Beth Polidoro, Eva Ramírez-Llodra +35 more
2022· article· en· Nature· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
333
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
Biodiversity as insurance: from concept to measurement and application
Michel Loreau, Matthieu Barbier, Élise Filotas, Dominique Gravel, Forest Isbell, Steve J. Miller +7 more
2021· review· en· Biological reviews/Biological reviews of the Cambridge Philosophical Society· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
307
citations
afffundunlabeled
Deep learning for early warning signals of tipping points
Thomas M. Bury, R. I. Sujith, Induja Pavithran, Marten Scheffer, Timothy M. Lenton, Madhur Anand +1 more
2021· article· en· Proceedings of the National Academy of Sciences· Environmental Science
distilled prediction:candidate · noneconsensus · none
274
citations
afffundunlabeled
A guide to state-space modeling of ecological time series
Ken B. Newman, Diana J. Cole, Fanny Empacher, Rowenna Gryba, Aaron A. King, Vianey Leos‐Barajas +4 more
2020· article· en· arXiv (Cornell University)· Environmental Science
distilled prediction:candidate · noneconsensus · none
272
citations
affno abstractunlabeled
Enhancing protection for vulnerable waters
Irena F. Creed, Charles R. Lane, Jacqueline N. Serran, Laurie C. Alexander, N. B. Basu, Aram J. K. Calhoun +19 more
2017· article· en· Nature Geoscience· Environmental Science
distilled prediction:candidate · stsconsensus · none
221
citations
affunlabeled
Principles for managing marine ecosystems prone to tipping points
Kimberly A. Selkoe, Thorsten Blenckner, Margaret R. Caldwell, Larry B. Crowder, Ashley L. Erickson, Timothy E. Essington +18 more
2015· article· en· Ecosystem Health and Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
213
citations
afffundunlabeled
The Ecology of Disturbance Interactions
Philip J. Burton, Anke Jentsch, Lawrence R. Walker
2020· article· en· BioScience· Environmental Science
distilled prediction:candidate · noneconsensus · none
190
citations
affno abstractunlabeled
Long transients in ecology: Theory and applications
Andrew Morozov, Karen C. Abbott, Kim Cuddington, Tessa B. Francis, Gabriel Gellner, Alan Hastings +4 more
2019· review· en· Physics of Life Reviews· Environmental Science
distilled prediction:candidate · noneconsensus · none
185
citations
venueno affunlabeled
Novelty, Adaptive Capacity, and Resilience
Craig R. Allen, C. S. Holling
2010· article· en· Ecology and Society· Environmental Science
distilled prediction:candidate · noneconsensus · none
169
citations
afffundunlabeled
Black-swan events in animal populations
Sean C. Anderson, Trevor A. Branch, Andrew B. Cooper, Nicholas K. Dulvy
2017· article· en· Proceedings of the National Academy of Sciences· Environmental Science
distilled prediction:candidate · noneconsensus · none
141
citations
venueno affunlabeled
A quantitative framework for assessing ecological resilience
Didier L. Baho, Craig R. Allen, Ahjond S. Garmestani, Hannah B. Fried‐Petersen, Sophia Elise Renes, Lance Gunderson +1 more
2017· article· en· Ecology and Society· Environmental Science
distilled prediction:candidate · stsconsensus · none
136
citations

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