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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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Reservoir Engineering and Simulation Methods
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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
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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.

2,794 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.
2,794 works in the cohort · of 4,299,418page 5 of 56

Labels cover 2 of 2,794 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 2,794 of 2,794 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.

affunlabeled
Real Time Optimization: Classification and Assessment
Satoshi Mochizuki, Luigi Saputelli, C. S. Kabir, Ron Cramer, Mark Lochmann, Richard M. Reese +4 more
2006· article· en· SPE Production & Operations· Engineering
machine prediction:candidate · noneconsensus · none
27
citations
affunlabeled
Unconventional Resources
Joe Leimkuhler, Greg Leveille
2012· article· en· The Way Ahead· Engineering
machine prediction:candidate · noneconsensus · none
27
citations
affunlabeled
Fibre Optic Sensing For Improved Wellbore Production Surveillance
Juun van der Horst, H. Boer, Peter in ‘t Panhuis, Brendan Wyker, Roel Kusters, Daria Mustafina +11 more
2014· article· en· International Petroleum Technology Conference· Engineering
machine prediction:candidate · noneconsensus · none
26
citations
fundno affunlabeled
Practical Control of SAGD Wells With Dual-Tubing Strings
Terry Stone, George Brown, Baris Güyagüler, William J. Bailey, David Law
2014· article· en· Journal of Canadian Petroleum Technology· Engineering
machine prediction:candidate · noneconsensus · none
26
citations
afffundaboutunlabeled
Findings from a Solvent-Assisted SAGD Pilot at Cold Lake
Larry M. Dittaro, Ali E. Jaafar, Darrel L. Perlau, T.J. Boone, Jeffrey A. Yerian, Jasper L. Dickson +1 more
2013· article· en· SPE Heavy Oil Conference-Canada· Engineering
machine prediction:candidate · noneconsensus · none
25
citations
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