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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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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.

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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 18 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 affgemma · no categorygpt · no categorymodels agree
Pipeline Resistance
Mary Finley-Brook, Cameron Baller, Emily Satterwhite
2025· reference-entry· en· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Municipal Water Pipeline Leak Detection System
Hao Wang, Shiani Raj, T. Ellis Lewis, Zhen Ye, Haitian Zhang, Hamid Reza Kariminia +1 more
2023· article· en· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Event-based network rehabilitation planing and asset management
Ehsan Roshani, Yves Filion
2012· article· en· WDSA 2012: 14th Water Distribution Systems Analysis Conference, 24-27 September 2012 in Adelaide, South Australia· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Pressure and Flow Test Data
Richard Baker, Harvey W. Yarranton, Jerry L. Jensen
2015· book-chapter· en· Elsevier eBooks· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Apprentissage multiclasse en environnement incertain
Simon Bernard, Clément Chatelain, Sébastien Adam, Robert Sabourin
2014· preprint· fr· HAL (Le Centre pour la Communication Scientifique Directe)· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affaboutunlabeled
Pipeline Failure and Deterioration Models
Golam Kabir, Solomon Tesfamariam, Rehan Sadiq
2019· other· en· Encyclopedia of Water· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
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