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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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Structural Integrity and Reliability Analysis
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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.

757 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.
757 works in the cohort · of 4,299,418page 12 of 16

Labels cover 1 of 757 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 757 of 757 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.

affno abstractunlabeled
Global machine-learning detection of submarine calderas
Andrea Verolino, Christopher Lee, Susanna F. Jenkins, Martin Jutzeler, Adam D. Switzer
2025· preprint· en· Research Square· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
A Well Casing Corrosion Database
Michael McDonald
2008· article· en· Materials performance· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
A New Method for Pipeline Integrity Management
Sankara Papavinasam, Alex Doiron, R. Winston Revie
2007· article· en· Materials performance· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Innovative Techniques in Submarine Pipeline Repair
Han Zhang, Jie Zhang, Ruinan Lin, Yifei Wang
2025· book-chapter· en· Ocean engineering & oceanography· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Corroded Pipeline Assessment
Han Zhang, Jie Zhang, Ruinan Lin, Yifei Wang
2025· book-chapter· en· Ocean engineering & oceanography· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Double Jointing Technology for Strain-Based Design (SBD) Pipelines
Neerav Verma, Doug P. Fairchild, Andrew Wasson, Timothy D. Anderson, Fredrick F. Noecker
2016· article· en· Volume 3: Operations, Monitoring and Maintenance; Materials and Joining· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
To Comply: Why Should I?
Chantal Robert, Nadia Be ́langer
2002· article· en· 4th International Pipeline Conference, Parts A and B· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Mechanical Properties of Cold Bend Pipes
Millan Sen, J. J. Roger Cheng, David W. Murray, Jianxin Zhou
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
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
ANALYSIS AND DESIGN OF FLARE BRIDGE
R.A. Ganorkar, Ashtashil Bhambulkar, P.I. Rode
2013· article· en· IJITR International Journal of Innovative Technology and Research - IJITR International Journal of Innovative Technology and Research· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
An Overview of Environmental Issues Pertaining to Abandonment of an NEB-Regulated Pipeline: A Case Study of the Yukon Pipelines Limited Abandonment
Katherine E. Roblin
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
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
Managing Integrity of Underground Fiberglass Pipelines
Chuntao Deng, Gabriel Salamanca, Monica Santander
2010· article· en· 2010 8th International Pipeline Conference, Volume 1· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affgemma · no categorygpt · no categorymodels agree
Peer Review Report 2006
2006· article· en· Lincoln (University of Nebraska)· Engineering
machine prediction:candidate · metaresearch+insufficient_payloadconsensus · none
0
citations

How this was built: Screen · Findings · About