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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 Quality Monitoring and 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.

1,053 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.
1,053 works in the cohort · of 4,299,418page 3 of 22

Labels cover 3 of 1,053 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 1,053 of 1,053 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
A novel stochastic wastewater quality modeling based on fuzzy techniques
Khadije Lotfi, Hossein Bonakdari, Isa Ebtehaj, Robert Delatolla, Ali Akbar Zinatizadeh, Bahram Gharabaghi
2020· article· en· Journal of Environmental Health Science and Engineering· Environmental Science
machine prediction:candidate · noneconsensus · none
19
citations
affunlabeled
Turbidimetry in Particle Size Analysis
Theodora Kourti
2000· other· en· Encyclopedia of Analytical Chemistry· Environmental Science
machine prediction:candidate · noneconsensus · none
19
citations
aboutno affunlabeled
Biological testing to control toxic water pollutants
Thomas M. Wall, Rebecca W. Hanmer
2016· article· en· J. - Water Pollut. Control Fed.; (United States)· Environmental Science
machine prediction:candidate · noneconsensus · none
19
citations
venueno affunlabeled
Real time HABs mapping using NASA Glenn hyperspectral imager
Reid W. Sawtell, Robert C. Anderson, Roger Tokars, John Lekki, Robert A. Shuchman, Karl R. Bosse +1 more
2019· article· en· Journal of Great Lakes Research· Environmental Science
machine prediction:candidate · noneconsensus · none
18
citations
affunlabeled
Optical tools for ocean monitoring and research
C. Moore, Andrew H. Barnard, Peer Fietzek, Marlon R. Lewis, Heidi M. Sosik, S. N. White +1 more
2008· preprint· en· Environmental Science
machine prediction:candidate · noneconsensus · none
16
citations
affunlabeled
Physico‐Chemical Processes
Parastoo Pourrezaei, Atefeh Afzal, Ning Ding, Md. Shahinoor Islam, Ahmed A. Moustafa, Przemysław Drzewicz +2 more
2010· article· en· Water Environment Research· Environmental Science
machine prediction:candidate · noneconsensus · none
15
citations

How this was built: Screen · Findings · About