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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 6 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.

affunlabeled
The long-term fate of permafrost peatlands under rapid climate warming
Graeme T. Swindles, Paul J. Morris, Donal Mullan, Elizabeth J. Watson, T. Edward Turner, Thomas P. Roland +13 more
2015· article· en· Scientific Reports· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
149
citations
afffundunlabeled
The world’s largest High Arctic lake responds rapidly to climate warming
Igor Lehnherr, Vincent L. St. Louis, Martin Sharp, Alex Gardner, John P. Smol, Sherry L. Schiff +10 more
2018· article· en· Nature Communications· Earth and Planetary Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
146
citations
afffundaboutunlabeled
Is subarctic forest advance able to keep pace with climate change?
Gareth Rees, Annika Hofgaard, Stéphane Boudreau, David M. Cairns, Karen A. Harper, Steven D. Mamet +3 more
2020· article· en· Global Change Biology· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
143
citations
afffundunlabeled
Warming shortens flowering seasons of tundra plant communities
Janet S. Prevéy, Christian Rixen, Nadja Rüger, Toke T. Høye, Anne D. Bjorkman, Isla H. Myers‐Smith +32 more
2018· article· en· Nature Ecology & Evolution· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
137
citations
fundno affno abstractunlabeled
Organic and organo-mineral colloids in discontinuous permafrost zone
Oleg S. Pokrovsky, Rinat M. Manasypov, Sergey V. Loiko, Liudmila S. Shirokova
2016· article· en· Geochimica et Cosmochimica Acta· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
137
citations
afffundunlabeled
Carbon cycle uncertainty in the Alaskan Arctic
Joshua B. Fisher, M. Sikka, Walter C. Oechel, D. N. Huntzinger, Joe R. Melton, Charles D. Koven +24 more
2014· article· en· Biogeosciences· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
136
citations
aboutno affunlabeled
Arctic‐Boreal Lake Dynamics Revealed Using CubeSat Imagery
Sarah Cooley, L. C. Smith, Jonathan C. Ryan, L. H. Pitcher, Tamlin M. Pavelsky
2019· article· en· Geophysical Research Letters· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
132
citations

How this was built: Screen · Findings · About