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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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Offshore Engineering and Technologies
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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.

853 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.
853 works in the cohort · of 4,299,418page 8 of 18

Labels cover 0 of 853 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 853 of 853 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affaboutunlabeled
Methodologies for Evaluating and Qualifying External Pipeline Coatings for Northern Pipelines
Sankara Papavinasam, Alex Doiron, T. Panneerselvam, Y. Lafrenie`re, Michael Attard, C. Derushie +4 more
2006· article· en· Volume 1: Project Management; Design and Construction; Environmental Issues; GIS/Database Development; Innovative Projects and Emerging Issues; Operations and Maintenance; Pipelining in Northern Environments; Standards and Regulations· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affaboutunlabeled
Mitigation of Ice Risk to Subsea Infrastructure
V.T. Morgan, Ryan Phillips, C. Randell, Ralph Freeman
2008· article· en· Offshore Technology Conference· Engineering
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
CSS 'FCG Smith' Hydrographic Acoustic Sweep Vessel
Adam J. Kerr, Alan L. Adams, Robert Burke
2015· article· en· The International Hydrographic Review· Engineering
distilled prediction:candidate · noneconsensus · none
1
citations
aboutno affno abstractunlabeled
Canadian Seal Hunt
Helen Kopnina
2016· article· en· Engineering
distilled prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Lessons Learned-How to Do It Successfully
Lorne Kelly
2000· article· en· Journal of Canadian Petroleum Technology· Engineering
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Valve Automation for Oil Pipeline Safety
Mo Mohitpour, Bill Trefanenko, Sueli Tiomno Tolmasquim, Helmut Kossatz
2004· article· en· 2004 International Pipeline Conference, Volumes 1, 2, and 3· Engineering
distilled prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Deep-Subsea OTEC
Vicente Fachina
2017· article· en· Mechanical Engineering Research· Engineering
distilled prediction:candidate · noneconsensus · none
1
citations
affaboutunlabeled
A Grand Banks Gas Pipeline; Opportunities and Challenges
Majid Abedinzadegan Abdi, Mike Paulin, Tony King, Chad Fowlow, David J. Robbins
2023· article· en· Offshore Technology Conference· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affunlabeled
A New Subsea Large Load Deployment System
Tim Krasin, B. Lee, P. Newlin, Kevin F. Brennan, Ryan S. Nicoll, C. Wilson +6 more
2016· article· en· Offshore Technology Conference· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affunlabeled
Composites as enabling technology in flow assurance
S.L. Aly
2022· dissertation· en· Memorial University Research Repository (Memorial University)· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
0
citations
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