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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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Water Systems and Optimization
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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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venuejournal
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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.

1,136 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.
1,136 works in the cohort · of 4,299,418page 19 of 23

Labels cover 2 of 1,136 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 1,136 of 1,136 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
Pipeline Diagnostics With Ultrasonic Meters
Nicole L. Gailey, Noman Rasool
2016· article· en· Volume 3: Operations, Monitoring and Maintenance; Materials and Joining· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
From condition-based to service-based strategies
Steve Auger, Liam Carson, Frédéric Cherqui, Shamsuddin Daulat, Bert van Duin, Norman F. Neumann +4 more
2024· book-chapter· en· IWA Publishing eBooks· Engineering
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
0
citations
affunlabeled
Optimization for Booster Chlorination
Nilufar Islam, Manuel J. Rodríguez
2019· other· en· Encyclopedia of Water· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
Filtering
Cheryl Buckmaster
2023· article· en· Engaged Scholar Journal Community-Engaged Research Teaching and Learning· Engineering
distilled prediction:candidate · metaresearch+sts+scholarly_communication+research_integrityconsensus · metaresearch
0
citations
aboutno affunlabeled
Sponsorship Statement
N Désy
2014· article· en· IOP Conference Series Earth and Environmental Science· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Infinite Impulse Response Filters
D. Sundararajan
2024· book-chapter· en· Digital Signal Processing· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Water meter
Milorad Nikolic
2012· other· en· The Encyclopedia of Ancient History· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Water Infrastructure and Asset Management
Golam Kabir, Solomon Tesfamariam, Rehan Sadiq
2019· other· en· Encyclopedia of Water· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About