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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
fundfunder
venuejournal
aboutaboutness

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 10 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.

affaboutunlabeled
Predictor selection for downscaling GCM data with LASSO
Duaa J. Al Hammami, Taesam Lee, Taha B. M. J. Ouarda, Jonghyun Lee
2012· article· en· Journal of Geophysical Research Atmospheres· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
93
citations
affaboutunlabeled
PeRL: a circum-Arctic Permafrost Region Pond and Lake database
Sina Muster, Kurt Roth, Moritz Langer, Stephan Lange, Fabio Cresto Aleina, Annett Bartsch +20 more
2017· article· en· Earth system science data· Earth and Planetary Sciences
distilled prediction:candidate · sts+scholarly_communication+insufficient_payloadconsensus · none
92
citations
affunlabeled
Missing pieces to modeling the Arctic-Boreal puzzle
Joshua B. Fisher, Daniel J. Hayes, Christopher R. Schwalm, D. N. Huntzinger, Eric Stofferahn, Kevin Schaefer +21 more
2017· article· en· Environmental Research Letters· Earth and Planetary Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
92
citations
affunlabeled
Status and trends of tundra birds across the circumpolar Arctic
Paul A. Smith, Laura McKinnon, Hans Meltofte, Richard B. Lanctot, Anthony David Fox, James O. Leafloor +7 more
2020· article· en· AMBIO· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
90
citations
afffundunlabeled
Groundwater hydrogeochemistry in permafrost regions
Marion Cochand, John Molson, Jean‐Michel Lemieux
2019· article· en· Permafrost and Periglacial Processes· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
90
citations
affunlabeled
Recent dynamics of arctic and sub-arctic vegetation
Howard E. Epstein, Isla H. Myers‐Smith, Donald A. Walker
2013· article· en· Environmental Research Letters· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
88
citations
aboutno affunlabeled
Physical modelling of bedrock brecciation by ice segregation in permafrost
Julian B. Murton, Jean‐Pierre Coutard, Jean‐Pierre Lautridou, Jean‐Claude Ozouf, David A. Robinson, R. B. G. Williams
2001· article· en· Permafrost and Periglacial Processes· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
88
citations
aboutno affunlabeled
Increasing occurrence of heat waves in the terrestrial Arctic
Srdjan Dobričić, Simone Russo, Luca Pozzoli, J. R. Wilson, E. Vignati
2019· article· en· Environmental Research Letters· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
87
citations
affunlabeled
Development of a Pan‐Arctic Database for River Chemistry
J. W. McClelland, R. M. Holmes, Bruce J. Peterson, Rainer M. W. Amon, Tim Brabets, Lee W. Cooper +10 more
2008· article· en· Eos· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
87
citations
afffundaboutunlabeled
Controls on water balance of shallow thermokarst lakes and their relations with catchment characteristics: a multi‐year, landscape‐scale assessment based on water isotope tracers and remote sensing in Old Crow Flats, Yukon (Canada)
Kevin W. Turner, Brent B. Wolfe, Thomas W. D. Edwards, Trevor C. Lantz, Roland I. Hall, Guillaume Larocque
2013· article· en· Global Change Biology· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
87
citations

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