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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 Technologies
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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.

612 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.
612 works in the cohort · of 4,299,418page 5 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.

affno abstractunlabeled
Application of neuro-fuzzy based expert system in water quality assessment
Elaheh Aghaarabi, Farzad Aminravan, Rehan Sadiq, Mina Hoorfar, Manuel J. Rodríguez, Homayoun Najjaran
2014· article· en· International Journal of Systems Assurance Engineering and Management· Environmental Science
distilled prediction:candidate · noneconsensus · none
3
citations
affno abstractunlabeled
Wastewater Quality Monitoring: On-Line/On-Site Measurement
Thomas Oliver, Marie‐Florence Pouet
2006· book-chapter· en· ˜The œhandbook of environmental chemistry· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
3
citations
affunlabeled
Weakly Supervised Underwater Fish Segmentation Using Affinity LCFCN
Alzayat Saleh, Issam Laradji, Pau Rodríguez, Derek Nowrouzezahrai, Mostafa Rahimi Azghadi, David Vázquez
2021· preprint· en· Research Square· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affno abstractunlabeled
IoT Based Hydroponics : A Comparative Review
Sail, El Rharras, Saadane, Chehri, Wahbi
2024· review· en· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
2
citations
affunlabeled
Organic micropollutant removal in stormwater: a review of treatment performance
Zhaozhi Zheng, Baiqian Shi, David McCarthy, Ana Deletić, Pierre Le‐Clech, Stuart J. Khan +3 more
2025· review· en· Environmental Science Water Research & Technology· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · insufficient_payload
2
citations
affno abstractunlabeled
Smart and Innovative Water Conservation and Distribution System for Smart Cities
A. Christy Jeba Malar, C. Allwin Glover, S. Ravi Prasath, A. Prithiksha Parameshwari, R. R. Rekanivetha, R. Sarveshwaran +1 more
2021· book-chapter· en· EAI/Springer Innovations in Communication and Computing· Environmental Science
distilled prediction:candidate · noneconsensus · none
2
citations

How this was built: Screen · Findings · About