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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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Journal of Petroleum Technology
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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.

620 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.
620 works in the cohort · of 4,299,418page 9 of 13

Labels cover 0 of 620 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 620 of 620 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
2018 SPE President Darcy Spady
Darcy Spady
2017· article· en· Journal of Petroleum Technology· Environmental Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
The Need for a Strong Code of Ethics
L. D. Brown
2002· article· en· Journal of Petroleum Technology· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Comments: Big Spenders
John Donnelly
2008· article· en· Journal of Petroleum Technology· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
E&P Notes (December 2019)
JPT staff
2019· article· en· Journal of Petroleum Technology· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Emerging Frontiers: The Arctic Frontier
Jeff Spath
2013· article· en· Journal of Petroleum Technology· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Comments: Environmental Headwinds
John Donnelly
2019· article· en· Journal of Petroleum Technology· Energy
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Comments: Outlook for Oil Prices
John Donnelly
2013· article· en· Journal of Petroleum Technology· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Q&A with Phil Andrews, CEO, Getenergy
Philip C. Andrews
2013· article· en· Journal of Petroleum Technology· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Technology Focus: Sand Management
Xiuli Wang
2019· article· en· Journal of Petroleum Technology· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Heating Up in Icy Waters
Blake Wright
2023· article· en· Journal of Petroleum Technology· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Technology Focus: Heavy Oil (April 2024)
Marty Lastiwka
2024· article· en· Journal of Petroleum Technology· Chemistry
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Comments: 2014 Outlook
John Donnelly
2014· article· en· Journal of Petroleum Technology· Energy
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
All in the Family
JPT staff
2019· article· en· Journal of Petroleum Technology· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
E&P Notes (November 2017)
Stephen Rassenfoss, Stephen Whitfield
2017· article· en· Journal of Petroleum Technology· Energy
distilled prediction:candidate · noneconsensus · none
0
citations
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