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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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Climate change and permafrost
Retraction
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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
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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 4 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
Airborne electromagnetic imaging of discontinuous permafrost
Burke J. Minsley, Jared D. Abraham, Bruce D. Smith, James C. Cannia, Clifford I. Voss, M. Torre Jorgenson +7 more
2011· article· en· Geophysical Research Letters· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
210
citations
affunlabeled
Permafrost temperature records: Indicators of climate change
V. E. Romanovsky, M M Burgess, Sharon L. Smith, Kenji Yoshikawa, Jerry Brown
2002· article· en· Eos· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
203
citations
afffundno abstractunlabeled
Effects of Changes in Arctic Lake and River Ice
Terry D. Prowse, Knut Alfredsen, Spyros Beltaos, Barrie Bonsal, William B. Bowden, Claude Duguay +5 more
2011· article· en· AMBIO· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
184
citations
fundno affunlabeled
Journal of Advances in Modeling Earth Systems
2018· paratext· en· Journal of Advances in Modeling Earth Systems· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
181
citations
affno abstractunlabeled
Nitrous oxide emissions from permafrost-affected soils
Carolina Voigt, Maija E. Marushchak, Benjamin W. Abbott, Christina Biasi, Bo Elberling, Steven D. Siciliano +4 more
2020· review· en· Nature Reviews Earth & Environment· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
181
citations
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How this was built: Screen · Findings · About