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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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The Science of The Total Environment
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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.

4,078 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.
4,078 works in the cohort · of 4,299,418page 81 of 82

Labels cover 5 of 4,078 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 4,078 of 4,078 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.

afffundno abstractunlabeled
LCA of fishing vessels exporting fish from the Arctic
Shima Oveisi, Mazaher Moeinaddini, David Natcher
2025· article· en· The Science of The Total Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Editorial For “Wetlands in a changing World”
João Canário, Nelson J. O’Driscoll, Stefano Covelli
2019· editorial· en· The Science of The Total Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affaboutno abstractunlabeled
Reply to Beltaos (2024). Letter to the Editor regarding “Paleofloodscapes: Application of sediment source fingerprinting to track flood regime change over space and time at the Peace-Athabasca Delta, Canada” by Kay et al. (2024), Sci. Total Environ. 912 169538
Mitchell L. Kay, Lauren A. MacDonald, Johan A. Wiklund, Cory A.M. Girard, Brent B. Wolfe, Roland I. Hall
2024· letter· en· The Science of The Total Environment· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Corrigendum to “Tissue contaminants and wild fish health in the St. Clair River Area of Concern – Part 2: Spatial trends and temporal declines in organics” [Sci. Total Environ. 746 (2020) 136525/https://doi.org/10.1016/j.scitotenv.2020.136525]
Annette F. Muttray, Derek C. G. Muir, Gerald R. Tetreault, Mark E. McMaster, James P. Sherry
2021· erratum· en· The Science of The Total Environment· Chemical Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affaboutno abstractunlabeled
Corrigendum to “Polycyclic aromatic compounds (PACs) and trace elements in four marine bird species from northern Canada in a region of natural marine oil and gas seeps” [Sci. Total Environ. 744 (2020) 140959]
Jennifer F. Provencher, Philippe J. Thomas, Bruce D. Pauli, Birgit M. Braune, Ryan P. Franckowiak, Michel Gendron +6 more
2021· erratum· en· The Science of The Total Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Letter to the Editor
Elham Ebrahimi Sarindizaj, Mostafa Khorsandi
2023· letter· en· The Science of The Total Environment· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractgemma · research_integritygpt · metaresearch+research_integritymodels split
Retraction notice to “Organic composts as A vehicle for the entry of microplastics into the environment: A comprehensive review” [Sci. Total Environ. 892 (2023) 164758]
Van-Re Le, Minh‐Ky Nguyen, Hoang‐Lam Nguyen, Chitsan Lin, Md. Refat Jahan Rakib, Van-Anh Thai +3 more
2024· retraction· en· The Science of The Total Environment· Environmental Science
machine prediction:candidate · research_integrityconsensus · none
0
citations

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