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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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International Oil Spill Conference Proceedings
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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.

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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

186 results · 1 filter active ·
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20012021
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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.
186 works in the cohort · of 4,299,418page 2 of 4

Labels cover 0 of 186 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 186 of 186 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affaboutunlabeled
OIL COMPOSITION AND PROPERTY DATABASE FOR OIL SPILL MODELING
Zhendi Wang, Bruce P. Hollebone, James W. Weaver, Chun Yang, Merv Fingas, Ben Fieldhouse +3 more
2005· article· en· International Oil Spill Conference Proceedings· Environmental Science
machine prediction:candidate · noneconsensus · none
4
citations
affaboutunlabeled
IMPROVING THE SHORELINE ASSESSMENT PROCESS WITH NEW SCAT FORMS
Jacqueline Michel, Ruth Yender, Edward H. Owens, Gary A. Sergy, R. D. Martin, John Tarpley
2001· article· en· International Oil Spill Conference Proceedings· Environmental Science
machine prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Survey of Portable Oil Detection Methods
Mike Goldthorp, Patrick Lambert, Carl E. Brown
2014· article· en· International Oil Spill Conference Proceedings· Environmental Science
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
ENERGY AND WORK INPUT IN LABORATORY VESSELS
Merv Fingas
2005· article· en· International Oil Spill Conference Proceedings· Environmental Science
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Oil/gas jets in water crossflow: The impact of the droplet size
Cosan Daskiran, Fangda Cui, Lin Zhao, Scott A. Socolofsky, Kenneth Lee, Michel C. Boufadel
2021· article· en· International Oil Spill Conference Proceedings· Environmental Science
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
THE SHORELINE RESPONSE DECISION-MAKING PROCESS
Edward H. Owens, Gary A. Sergy
2008· article· en· International Oil Spill Conference Proceedings· Environmental Science
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Characterizing Dispersion Effectiveness at Varying Salinities
Robyn N. Conmy, Devi Sundaravadivelu, Blake A. Schaeffer, Brian Robinson, Tom King, Robert Grosser +1 more
2021· article· en· International Oil Spill Conference Proceedings· Environmental Science
machine prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
Tabletop Exercises-Preparing Through Play
Laura Patrick, Cliff Barber
2001· article· en· International Oil Spill Conference Proceedings· Decision Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affaboutunlabeled
Chemical Fate of Photodegraded Diluted Bitumen in Seawater
Zeyu Yang, Bruce P. Hollebone, Gong Zhang, Carl E. Brown, Chun Yang, Patrick Lambert +3 more
2017· article· en· International Oil Spill Conference Proceedings· Chemistry
machine prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
Improving the Safety of Marine Pilotage
Jean R. Cameron
2001· article· en· International Oil Spill Conference Proceedings· Decision Sciences
machine prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
Fire Resistant Booms Tested in Flames at Ohmsett
Ian Buist, Steve Potter, Joe Mullin, J. Lane, Dave DeVitis, Bill Schmidt +3 more
2003· article· en· International Oil Spill Conference Proceedings· Materials Science
machine prediction:candidate · noneconsensus · none
2
citations
affaboutunlabeled
Understanding Chemical Pollution at Sea
André Laflamme, Josée Lamoureux, Karen Quintin, Stéphane Le Floch
2014· article· en· International Oil Spill Conference Proceedings· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Emulsion Formation Testing in the Laboratory and Ohmsett
Merv Fingas, Ben Fieldhouse, Jordan Noonan, Pat Lambert, James Lane, Joseph V. Mullin
2003· article· en· International Oil Spill Conference Proceedings· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
New York State's Inland Geographic Response Plans
Kirsten Anderson, Kevin G. Hale, T. Festa, Dennis Farrar, Kyle Kolwaite, Scott Stanton +5 more
2017· article· en· International Oil Spill Conference Proceedings· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About