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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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Reviews in Environmental Science and Bio/Technology
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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.

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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.

28 results · 1 filter active ·
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20032025
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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.
28 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 28 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 28 of 28 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
Microbes in beach sands: integrating environment, ecology and public health
Richard L. Whitman, Valerie J. Harwood, Thomas A. Edge, Meredith B. Nevers, Muruleedhara N. Byappanahalli, K. Vijayavel +13 more
2014· article· en· Reviews in Environmental Science and Bio/Technology· Environmental Science
machine prediction:candidate · noneconsensus · none
183
citations
affno abstractunlabeled
Laccase from prokaryotes: a new source for an old enzyme
Gursharan Singh, Aditya Bhalla, Paramjit Kaur, Neena Capalash, Prince Sharma
2011· article· en· Reviews in Environmental Science and Bio/Technology· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
156
citations
affno abstractunlabeled
The potential of biochar incorporation into agricultural soils to promote sustainable agriculture: insights from soil health, crop productivity, greenhouse gas emission mitigation and feasibility perspectives—a critical review
Muhammad Saif Ullah, Raheleh Malekian, Gurjit S. Randhawa, Yuvraj Sing Gill, Travis J. Esau, Qamar uz Zaman +3 more
2024· article· en· Reviews in Environmental Science and Bio/Technology· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
47
citations
afffundno abstractunlabeled
Biovalorization of saccharides derived from industrial wastes such as whey: a review
David Fernández‐Gutiérrez, Marc Veillette, A. Giroir‐Fendler, Antonio Avalos Ramírez, Nathalie Faucheux, Michèle Heitz
2017· review· en· Reviews in Environmental Science and Bio/Technology· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
45
citations

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