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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 Quality Monitoring Technologies
Retraction
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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.

612 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
612 works in the cohort · of 4,299,418page 11 of 13

Labels cover 2 of 612 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 612 of 612 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Marine Monitoring System Powered by Flexible Solar Panel
C. Antonio-Hernández, Francisco López-Huerta, J. Figueroa-Moo, Leandro N. Acquaroli, Edith Osorio‐de‐la‐Rosa
2024· article· en· IEEE Embedded Systems Letters· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
venueno affunlabeled
Accuracy of swimming pool test kits
Frankie Tsang, Environmental Health BCIT School of Health Sciences, B Sidhu
2015· article· en· BCIT Environmental Public Health Journal· Environmental Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Turbidity (of Water)
Monica Nordberg, Douglas M. Templeton, Ole Andersen, John H. Duffus
2016· dataset· en· IUPAC Standards Online· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
12464: A Patriotic Huntly Family
2024· other· en· Open MIND· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Control Environment Gardening
Mahpara Ansari, Jinan Fiaidhi, Rakshanda Kannappan
2020· preprint· en· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
fundvenueno affunlabeled
Comparison of water quality in live shellfish retail holding tanks
Kelson Mah, Environmental Health BCIT School of Health Sciences, Vanessa Karakilic, Fred Shaw, Lorraine McIntyre, B. Barker +5 more
2016· article· en· BCIT Environmental Public Health Journal· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Sensors and AI
Simon X. Yang
2025· article· en· Sensors and AI· Environmental Science
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Control Environment Gardening
Mahpara Ansari, Jinan Fiaidhi, Rakshanda Kannappan
2020· preprint· en· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
WaterWatcher data
Nicholas Kinar
2021· dataset· en· Figshare· Environmental Science
distilled prediction:candidate · open_science+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Stormwater pond water monitoring results
Gab Izma
2024· dataset· en· Figshare· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
venueno affunlabeled
Unmanned Surface Vehicle for Water Quality Monitoring
Fauzal Naim Zohedi, Tan Shin Nee, Mohd Shahrieel Mohd Aras, Hairol Nizam Mohd Shah, Zainah Md. Zain
2025· article· Modern Applied Science· Environmental Science
distilled prediction:candidate · metaepi_narrow+stsconsensus · sts
0
citations
aboutno affunlabeled
trend beat
Mary A. Parmelee
2000· article· en· American Water Works Association· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
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