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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
Evidence
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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 5 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.

afffundno abstractunlabeled
Modeling oil dispersion under breaking waves. Part I: Wave hydrodynamics
Fangda Cui, Cosan Daskiran, Thomas King, Brian Robinson, Kenneth Lee, Joseph Katz +1 more
2020· article· en· Environmental Fluid Mechanics· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
19
citations
aboutno affunlabeled
The 2019 northeast Brazil oil spill: scenarios
Paulo Nobre, Angelo Teixeira Lemos, Emanuel Giarolla, Rosio Camayo, Laércio Massaru Namikawa, Milton Kampel +13 more
2022· article· pt· Anais da Academia Brasileira de Ciências· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · insufficient_payload
18
citations
affno abstractunlabeled
Oil droplet formation and vertical transport in the upper ocean
Ruixue Liu, Michel C. Boufadel, Lin Zhao, Tim Nedwed, Kenneth Lee, Guillaume Marcotte +1 more
2022· article· en· Marine Pollution Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
18
citations
affaboutunlabeled
AIRBORNE OIL SPILL SENSOR TESTING: PROGRESS AND RECENT DEVELOPMENTS
Carl E. Brown, Richard Marois, Mervin F. Fingas, M. Choquet, Jean‐Pierre Monchalin, Joseph V. Mullin +1 more
2001· article· en· International Oil Spill Conference Proceedings· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
16
citations
affunlabeled
Marine Oil Spills 2018
Merv Fingas
2019· article· en· Journal of Marine Science and Engineering· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
16
citations
affno abstractunlabeled
Oil spill remote sensing
Merv Fingas, Carl E. Brown
2007· book-chapter· en· Elsevier eBooks· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
16
citations
affno abstractunlabeled
Oil spill remote sensing: a forensics approach
Merv Fingas, Carl E. Brown
2016· book-chapter· en· Elsevier eBooks· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
14
citations
affunlabeled
Oil Spill Detection Using Satellite Imagery
Amber Bonnington, Meisam Amani, Hamid Ebrahimy
2021· article· en· Advances in Environmental and Engineering Research· Environmental Science
distilled prediction:candidate · noneconsensus · none
13
citations

How this was built: Screen · Findings · About