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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 11 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
Yedoma: Late Pleistocene ice-rich syngenetic permafrost of Beringia
Lutz Schirrmeister, Duane Froese, Sebastian Wetterich, Jens Strauß, Aleksandra A. Veremeeva, Guido Grosse
2024· book-chapter· en· Elsevier eBooks· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
85
citations
afffundunlabeled
The Ephemeral Signature of Permafrost Carbon in an Arctic Fluvial Network
Travis W. Drake, François Guillemette, Jordon Hemingway, Jeffrey P. Chanton, David C. Podgorski, N. Zimov +1 more
2018· article· en· Journal of Geophysical Research Biogeosciences· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
85
citations
affvenueunlabeled
Arctic coastal retreat through block failure
Md. Azharul Hoque, Wayne H. Pollard
2009· article· en· Canadian Geotechnical Journal· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
83
citations
affunlabeled
An Abrupt Aging of Dissolved Organic Carbon in Large Arctic Rivers
Melissa Schwab, Robert Hilton, Peter A. Raymond, Negar Haghipour, Edwin Amos, Suzanne E. Tank +3 more
2020· article· en· Geophysical Research Letters· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
82
citations
affunlabeled
Tundra carbon balance under varying temperature and moisture regimes
K. F. Huemmrich, G. Kinoshita, John A. Gamon, S. Houston, Hyojung Kwon, Walter C. Oechel
2010· article· en· Journal of Geophysical Research Atmospheres· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
81
citations
affunlabeled
Recent advances (2010–2019) in the study of taliks
H B O'Neill, Pascale Roy‐Léveillée, Liudmila Lebedeva, Feng Ling
2020· article· en· Permafrost and Periglacial Processes· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
80
citations
afffundunlabeled
Permafrost mapping: a review
J A Heginbottom
2002· review· en· Progress in Physical Geography Earth and Environment· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
80
citations

How this was built: Screen · Findings · About