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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 9 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.

aboutno affunlabeled
Recent air-temperature changes in the Arctic
Rajmund Przybylak
2007· article· en· Annals of Glaciology· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
100
citations
afffundvenueaboutunlabeled
Climate and ground temperature relations at sites across the continuous and discontinuous permafrost zones, northern Canada<sup>1</sup>This article is one of a series of papers published in this CJES Special Issue on the theme of <i>Fundamental and applied research on permafrost in Canada</i>.<sup>2</sup>Earth Science Sector (ESS) Contribution 20110128.
Jennifer Throop, Antoni G. Lewkowicz, Sharon L. Smith
2012· article· en· Canadian Journal of Earth Sciences· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
100
citations
afffundaboutunlabeled
Biological responses to permafrost thaw slumping in Canadian Arctic lakes
Joshua R. Thienpont, Kathleen M. Rühland, Michael F. J. Pisaric, Steven V. Kokelj, Linda E. Kimpe, Jules M. Blais +1 more
2012· article· en· Freshwater Biology· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
97
citations
afffundaboutunlabeled
Tundra Trait Team: A database of plant traits spanning the tundra biome
Anne D. Bjorkman, Isla H. Myers‐Smith, Sarah C. Elmendorf, Signe Normand, Haydn J. D. Thomas, Juha M. Alatalo +99 more
2018· article· en· Global Ecology and Biogeography· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
97
citations
aboutno affunlabeled
Active layer thickness as a function of soil water content
Leah K. Clayton, Kevin Schaefer, Michael Battaglia, Laura Bourgeau‐Chavez, Jingyi Chen, Richard H. Chen +16 more
2021· article· en· Environmental Research Letters· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
96
citations
affunlabeled
The Rheology of Frozen Soils
Lukas U. Arenson, Sarah M. Springman, Dave Sego
2007· article· en· Applied Rheology· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
95
citations
afffundunlabeled
Arctic Freshwater Synthesis: Summary of key emerging issues
Terry D. Prowse, Arvid Bring, Johanna Mård, Eddy C. Carmack, Marika M. Holland, Арне Инстанес +2 more
2015· article· en· Journal of Geophysical Research Biogeosciences· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
95
citations
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

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