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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.

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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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Permafrost and Periglacial Processes
Topic
Retraction
Abstract
Evidence source
Study design
Label agreement
Label status

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.

227 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
227 works in the cohort · of 4,299,418page 1 of 5

Labels cover 0 of 227 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 227 of 227 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

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
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
affaboutunlabeled
Climate and the limits of permafrost: a zonal analysis
Michael W. Smith, D W Riseborough
2002· article· en· Permafrost and Periglacial Processes· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
423
citations
affunlabeled
Progress in permafrost hydrology in the new millennium
Ming‐ko Woo, D. L. Kane, Sean K. Carey, Daqing Yang
2008· article· en· Permafrost and Periglacial Processes· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
307
citations
affunlabeled
Advances in geophysical methods for permafrost investigations
Christof Kneisel, Christian Hauck, Richard Fortier, Brian J. Moorman
2008· article· en· Permafrost and Periglacial Processes· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
272
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
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
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
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