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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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Oil Spill Detection and Mitigation
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
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.

928 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.
928 works in the cohort · of 4,299,418page 4 of 19

Labels cover 0 of 928 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 928 of 928 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
NEW SPACE-BORNE SENSORS FOR OIL SPILL RESPONSE
Carl E. Brown, Mervin F. Fingas
2001· article· en· International Oil Spill Conference Proceedings· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
26
citations
affno abstractunlabeled
Towards integrated modeling of the long-term impacts of oil spills
Helena M. Solo‐Gabriele, Tom Fiddaman, Cecilie Mauritzen, Cameron H. Ainsworth, David M. Abramson, Igal Berenshtein +37 more
2021· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
25
citations
affunlabeled
Oil Transport Following the<i>Deepwater Horizon</i>Blowout
Michel C. Boufadel, Tamay M. Özgökmen, Scott A. Socolofsky, Vassiliki H. Kourafalou, Ruixue Liu, Kenneth Lee
2022· review· en· Annual Review of Marine Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
24
citations
affunlabeled
The Legacy of Oil Spills
J. T. Trevors, Milton H. Saier
2010· article· en· Water Air & Soil Pollution· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
21
citations
affno abstractunlabeled
Laser Fluorosensors
Carl E. Brown
2010· book-chapter· en· Elsevier eBooks· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
20
citations
afffundunlabeled
Challenges to Oil Spill Assessment for Seabirds in the Deep Ocean
J. Christopher Haney, Patrick G. R. Jodice, William A. Montevecchi, David C. Evers
2017· article· en· Archives of Environmental Contamination and Toxicology· Environmental Science
distilled prediction:candidate · noneconsensus · none
20
citations
affno abstractunlabeled
On the transport and modeling of dispersed oil under ice
Michel C. Boufadel, Fangda Cui, Joseph Katz, Tim Nedwed, Kenneth Lee
2018· article· en· Marine Pollution Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
20
citations
aboutno affunlabeled
Empirical Weathering Properties of Oil in Ice and Snow
Ian Buist, Randy Belore, David Dickins, Alan Guarino, Dan Hackenberg, Zhendi Wang
2009· article· en· Proceedings of the International Conference on Port and Ocean Engineering Under Arctic Conditions· Environmental Science
distilled prediction:candidate · noneconsensus · none
20
citations

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