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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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Climate change and permafrost
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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.

5,389 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.
5,389 works in the cohort · of 4,299,418page 1 of 108

Labels cover 8 of 5,389 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 5,389 of 5,389 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Climate change and the permafrost carbon feedback
Edward A. G. Schuur, A. David McGuire, Christina Schädel, Guido Grosse, J. W. Harden, Daniel J. Hayes +11 more
2015· review· en· Nature· Earth and Planetary Sciences
distilled prediction:candidate · research_integrityconsensus · research_integrity
3,792
citations
affunlabeled
Lakes and reservoirs as regulators of carbon cycling and climate
Lars J. Tranvik, John Downing, James B. Cotner, Steven Loiselle, Robert G. Striegl, Thomas J. Ballatore +25 more
2009· article· en· Limnology and Oceanography· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
2,727
citations
afffundunlabeled
Permafrost is warming at a global scale
Boris K. Biskaborn, Sharon L. Smith, Jeannette Noetzli, Heidrun Matthes, Gonçalo Vieira, D. A. Streletskiy +41 more
2019· article· en· Nature Communications· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
2,062
citations
afffundunlabeled
Plant community responses to experimental warming across the tundra biome
Marilyn D. Walker, C.-H. Wahren, Robert D. Hollister, Greg H. R. Henry, Lorraine E. Ahlquist, Juha M. Alatalo +21 more
2006· article· en· Proceedings of the National Academy of Sciences· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
1,324
citations
afffundunlabeled
Hydrologic Impacts of Thawing Permafrost—A Review
Michelle A. Walvoord, Barret L. Kurylyk
2016· article· en· Vadose Zone Journal· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
1,127
citations
aboutno affunlabeled
The Circumpolar Arctic vegetation map
Donald A. Walker, Martha K. Raynolds, Fred J.A. Daniëls, Eyþór Einarsson, Arve Elvebakk, William A. Gould +7 more
2005· article· en· Journal of Vegetation Science· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
1,105
citations
affunlabeled
Permafrost carbon-climate feedbacks accelerate global warming
Charles D. Koven, Bruno Ringeval, Pierre Friedlingstein, Philippe Ciais, Patricia Cadule, Dmitry Khvorostyanov +2 more
2011· article· en· Proceedings of the National Academy of Sciences· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
989
citations
affno abstractunlabeled
Carbon release through abrupt permafrost thaw
Merritt R. Turetsky, Benjamin W. Abbott, Miriam C. Jones, Katey Walter Anthony, David Olefeldt, Edward A. G. Schuur +8 more
2020· article· en· Nature Geoscience· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
965
citations
affunlabeled
Key indicators of Arctic climate change: 1971–2017
Jason E. Box, William Colgan, Torben R. Christensen, Niels Martin Schmidt, Magnus Lund, Frans‐Jan W. Parmentier +14 more
2019· article· en· Environmental Research Letters· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
877
citations
fundno affno abstractunlabeled
Complexity revealed in the greening of the Arctic
Isla H. Myers‐Smith, Jeffrey T. Kerby, Gareth K. Phoenix, Jarle W. Bjerke, Howard E. Epstein, Jakob J. Assmann +35 more
2020· article· en· Nature Climate Change· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
868
citations
afffundno abstractunlabeled
Plant functional trait change across a warming tundra biome
Anne D. Bjorkman, Isla H. Myers‐Smith, Sarah C. Elmendorf, Signe Normand, Nadja Rüger, Pieter S. A. Beck +123 more
2018· article· en· Nature· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
721
citations
afffundno abstractunlabeled
Climate sensitivity of shrub growth across the tundra biome
Isla H. Myers‐Smith, Sarah C. Elmendorf, Pieter S. A. Beck, Martin Wilmking, Martin Hallinger, Daan Blok +27 more
2015· article· en· Nature Climate Change· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
624
citations
affno abstractunlabeled
The changing thermal state of permafrost
Sharon L. Smith, H B O'Neill, Ketil Isaksen, Jeannette Noetzli, V. E. Romanovsky
2022· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
615
citations
affno abstractunlabeled
Impacts of permafrost degradation on infrastructure
Jan Hjort, D. A. Streletskiy, Guy Doré, Qingbai Wu, Kevin Bjella, Miska Luoto
2022· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
589
citations
fundaboutno affunlabeled
Advances in Thermokarst Research
Steven V. Kokelj, M. Torre Jorgenson
2013· article· en· Permafrost and Periglacial Processes· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
569
citations
venueno affunlabeled
Resilience and vulnerability of permafrost to climate changeThis article is one of a selection of papers from The Dynamics of Change in Alaska’s Boreal Forests: Resilience and Vulnerability in Response to Climate Warming.
M. Torre Jorgenson, V. E. Romanovsky, J. W. Harden, Yuri Shur, Jonathan A. O’Donnell, Edward A. G. Schuur +2 more
2010· article· en· Canadian Journal of Forest Research· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
559
citations
affunlabeled
Recent advances in permafrost modelling
Daniel W. Riseborough, N. I. Shiklomanov, Bernd Etzelmüller, Stephan Gruber, S. S. Marchenko
2008· article· en· Permafrost and Periglacial Processes· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
464
citations
affno abstractunlabeled
Permafrost collapse is accelerating carbon release
Merritt R. Turetsky, Benjamin W. Abbott, Miriam C. Jones, Katey Walter Anthony, David Olefeldt, Edward A. G. Schuur +8 more
2019· article· en· Nature· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
437
citations
affunlabeled
Cold season emissions dominate the Arctic tundra methane budget
Donatella Zona, Beniamino Gioli, R. Commane, Jakob Lindaas, Steven C. Wofsy, Charles E. Miller +13 more
2015· article· en· Proceedings of the National Academy of Sciences· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
434
citations

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