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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
Abstract
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Study design
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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 2 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. 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.

fundno affunlabeled
Systems medicine and metabolic modelling
Adil Mardinoğlu, Jens Nielsen
2011· review· en· Journal of Internal Medicine· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
140
citations
afffundno abstractunlabeled
Fermentative production of butanol: Perspectives on synthetic biology
Sonil Nanda, Dasantila Golemi‐Kotra, John C. McDermott, Ajay K. Dalai, İskender Gökalp, Janusz A. Koziński
2017· review· en· New Biotechnology· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
131
citations
afffundno abstractunlabeled
EMILiO: A fast algorithm for genome-scale strain design
Laurence Yang, W.R. Cluett, Radhakrishnan Mahadevan
2011· article· en· Metabolic Engineering· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
118
citations
affno abstractunlabeled
A domino effect in antifolate drug action in Escherichia coli
Yun Kyung Kwon, Wenyun Lu, Eugene Melamud, Nurussaba Khanam, Andrew L. Bognar, Joshua D. Rabinowitz
2008· article· en· Nature Chemical Biology· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
117
citations
affno abstractunlabeled
The art and design of functional metagenomic screens
Marcus Taupp, Keith Mewis, Steven Hallam
2011· article· en· Current Opinion in Biotechnology· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
110
citations
affno abstractunlabeled
Inferring Meaningful Pathways in Weighted Metabolic Networks
Didier Croes, F. Couche, Shoshana J. Wodak, Jacques van Helden
2005· article· en· Journal of Molecular Biology· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
109
citations
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