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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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Geotechnical Engineering and Underground Structures
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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.

2,150 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.
2,150 works in the cohort · of 4,299,418page 39 of 43

Labels cover 1 of 2,150 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 2,150 of 2,150 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
Liquefied Natural Gas Pipeline Suspension Bridge Design
David Queen, Andreas Felber, Clark Scarborough, Peter Taylor
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
affno abstractunlabeled
DIC of Dual Thick-Wall Pressurized Pipe
B.K.O. Cheung, Jeremy Goh, Megnath Ramesh, Jason P. Carey, S.S. Iremonger
2017· book-chapter· en· Conference proceedings of the Society for Experimental Mechanics· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
Regulations of Pipelines in Canada
Franci Jeglic
2002· article· en· 4th International Pipeline Conference, Parts A and B· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Stress-Relief Excavation for Pipeline Geohazard Mitigation
Amir Ahmadipur, Ali Ebrahimi, Arash Mosaiebian, Doug Cook
2022· article· en· Volume 3: Operations, Monitoring, and Maintenance; Materials and Joining· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Next Generation Hazard Resilient Infrastructure
Thomas D. O’Rourke, Brad P. Wham, B. Berger, Christina Argyrou, J. E. Strait
2022· article· en· Lifelines 2022· Engineering
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About