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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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Microbial Metabolic Engineering and Bioproduction
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
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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.

1,085 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.
1,085 works in the cohort · of 4,299,418page 5 of 22

Labels cover 1 of 1,085 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 1,085 of 1,085 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundno abstractunlabeled
Systems biology based metabolic engineering for non-natural chemicals
Alessandra Biz, Scott Proulx, Zhiqing Xu, Kavya Siddartha, Alex Mulet Indrayanti, Radhakrishnan Mahadevan
2019· review· en· Biotechnology Advances· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
49
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
distilled prediction:candidate · metaepi_narrowconsensus · none
45
citations
affunlabeled
Cell immobilization for microbial production of 1,3-propanediol
Mine Güngörmüşler, Nazim Çiçek, David B. Levin, Nuri Azbar
2015· review· en· Critical Reviews in Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
45
citations
affunlabeled
Metabolomics and modelling approaches for systems metabolic engineering
Jasmeet Kaur Khanijou, Hanna Kulyk, Cécilia Bergès, Leng Wei Khoo, Pnelope Ng, Hock Chuan Yeo +4 more
2022· review· en· Metabolic Engineering Communications· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
45
citations
aboutno affunlabeled
In Silico Evidence for Gluconeogenesis from Fatty Acids in Humans
Christoph Kaleta, Luís F. de Figueiredo, Sarah Werner, Reinhard Guthke, Michael Ristow, Stefan Schuster
2011· article· en· PLoS Computational Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
44
citations
afffundunlabeled
Reactive Vaporization of Crude Glycerol in a Fluidized Bed Reactor
Banafsheh Rafii Sereshki, Shraddha Balan, Gregory S. Patience, Jean‐Luc Dubois
2009· article· en· Industrial & Engineering Chemistry Research· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
42
citations
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