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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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Identification and Quantification in Food
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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.

929 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.
929 works in the cohort · of 4,299,418page 1 of 19

Labels cover 5 of 929 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 929 of 929 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.

afffundunlabeled
DNA barcoding Australia's fish species
Robert Ward, Tyler Zemlak, B. H. Innes, Peter R. Last, Paul D. N. Hebert
2005· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
4,263
citations
afffundunlabeled
Identification of Birds through DNA Barcodes
Paul D. N. Hebert, Mark Y. Stoeckle, Tyler Zemlak, Charles M. Francis
2004· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
2,671
citations
afffundunlabeled
Universal primer cocktails for fish DNA barcoding
Natalya Ivanova, Tyler Zemlak, Robert Hanner, Paul D. N. Hebert
2007· article· en· Molecular Ecology Notes· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
1,492
citations
afffundunlabeled
The Promise of DNA Barcoding for Taxonomy
Paul D. N. Hebert, T. Ryan Gregory
2005· article· en· Systematic Biology· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
1,327
citations
afffundaboutunlabeled
Identifying Canadian Freshwater Fishes through DNA Barcodes
Nicolas Hubert, Robert Hanner, Erling Holm, Nicholas E. Mandrak, Eric B. Taylor, Mary Burridge +7 more
2008· article· en· PLoS ONE· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
690
citations
affunlabeled
DNA Barcoding of Marine Metazoa
Ann Bucklin, Dirk Steinke, Leocadio Blanco‐Bercial
2010· review· en· Annual Review of Marine Science· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
559
citations
affunlabeled
A minimalist barcode can identify a specimen whose DNA is degraded
Mehrdad Hajibabaei, M. Alex Smith, Daniel H. Janzen, Josephine Rodriguez, James B. Whitfield, Paul D. N. Hebert
2006· article· en· Molecular Ecology Notes· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
554
citations
afffundaboutunlabeled
Comprehensive DNA barcode coverage of North American birds
Kevin C. R. Kerr, Mark Y. Stoeckle, Carla J. Dove, Lee A. Weigt, Charles M. Francis, Paul D. N. Hebert
2007· article· en· Molecular Ecology Notes· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
501
citations
fundvenueno affunlabeled
Biological identifications through DNA barcodes: the case of the Crustacea
Filipe O. Costa, Jeremy R deWaard, James A. Boutillier, Sujeevan Ratnasingham, Robert T Dooh, Mehrdad Hajibabaei +1 more
2007· article· en· Canadian Journal of Fisheries and Aquatic Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
490
citations
affunlabeled
Assembling DNA Barcodes
Jeremy R deWaard, Natalya Ivanova, Mehrdad Hajibabaei, Paul D. N. Hebert
2008· article· en· Methods in molecular biology· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
389
citations
afffundno abstractunlabeled
Trade secrets: Renaming and mislabeling of seafood
Jennifer Jacquet, Daniel Pauly
2007· article· en· Marine Policy· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
371
citations
affunlabeled
DNA barcoding Indian marine fishes
W. S. Lakra, M S Verma, Mukunda Goswami, Kuldeep K. Lal, Vindhya Mohindra, P. Punia +4 more
2010· article· en· Molecular Ecology Resources· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
291
citations
affunlabeled
Harnessing the Power of Genomics to Secure the Future of Seafood
Louis Bernatchez, Maren Wellenreuther, Cristián Araneda, David T. Ashton, Julia M. I. Barth, Terry D. Beacham +9 more
2017· review· en· Trends in Ecology & Evolution· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
279
citations
affunlabeled
Universal COI primers for DNA barcoding amphibians
Jing Che, Hong-Man Chen, Junxiao Yang, Jie-Qiong Jin, Ke Jiang, Zhiyong Yuan +2 more
2011· article· en· Molecular Ecology Resources· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
248
citations
afffundunlabeled
DNA barcoding and the mediocrity of morphology
Laurence Packer, Jason Gibbs, Cory S. Sheffield, Robert Hanner
2009· article· en· Molecular Ecology Resources· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
237
citations
afffundunlabeled
DNA barcoding reveals overlooked marine fishes
Tyler Zemlak, Robert Ward, Allan D. Connell, Bronwyn Holmes, Paul D. N. Hebert
2009· article· en· Molecular Ecology Resources· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
226
citations
afffundaboutno abstractunlabeled
DNA barcoding of Pacific Canada’s fishes
Dirk Steinke, Tyler Zemlak, James A. Boutillier, Paul D. N. Hebert
2009· article· en· Marine Biology· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
199
citations
affno abstractunlabeled
DNA Barcoding and Pharmacovigilance of Herbal Medicines
Hugo de Boer, Mihael Cristin Ichim, Steven G. Newmaster
2015· review· en· Drug Safety· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
158
citations
affunlabeled
Conserving wild fish in a sea of market-based efforts
Jennifer Jacquet, John Hocevar, S. X. Lai, Patrícia Majluf, Nathan Pelletier, Tony J. Pitcher +3 more
2009· article· en· Oryx· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
157
citations

How this was built: Screen · Findings · About