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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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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 2 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. 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.

affaboutunlabeled
I-WARP: Individual Water mAin Renewal Planner
Yehuda Kleiner, Balvant Rajani
2010· article· en· Drinking water engineering and science· Engineering
machine prediction:candidate · noneconsensus · none
52
citations
affunlabeled
Estimating time to failure of cast-iron water mains
Balvant Rajani, Solomon Tesfamariam
2007· article· en· Proceedings of the Institution of Civil Engineers - Water Management· Engineering
machine prediction:candidate · noneconsensus · none
50
citations
affno abstractunlabeled
Application of phased antenna arrays for pipeline leak detection
И. О. Болотина, Valeriy Borikov, В. С. Иванова, Kseniya Mertins, S. Uchaikin
2017· article· en· Journal of Petroleum Science and Engineering· Engineering
machine prediction:candidate · noneconsensus · none
45
citations
affunlabeled
CFD Approach for Column Separation in Water Pipelines
Huan Wang, Ling Zhou, Deyou Liu, Bryan Karney, Pei Wang, Xia Lin +2 more
2016· article· en· Journal of Hydraulic Engineering· Engineering
machine prediction:candidate · noneconsensus · none
45
citations
affunlabeled
Battle of the Water Networks District Metered Areas
Juan Saldarriaga, Jessica Bohórquez, David Celeita, Laura Vega, D. Páez, Dragan Savić +4 more
2019· article· en· Journal of Water Resources Planning and Management· Engineering
machine prediction:candidate · noneconsensus · none
42
citations
afffundunlabeled
Optimal replacement of water pipes
Alain Mailhot, Annie Poulin, Jean‐Pierre Villeneuve
2003· article· en· Water Resources Research· Engineering
machine prediction:candidate · noneconsensus · none
41
citations

How this was built: Screen · Findings · About