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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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Environmental DNA in Biodiversity Studies
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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
fundfunder
venuejournal
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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.

1,760 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.
1,760 works in the cohort · of 4,299,418page 4 of 36

Labels cover 6 of 1,760 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 1,760 of 1,760 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Key Questions for Next-Generation Biomonitoring
Andreas Makiola, Zacchaeus G. Compson, Donald J. Baird, Matthew A. Barnes, Sam P. Boerlijst, Agnès Bouchez +39 more
2020· article· en· Frontiers in Environmental Science· Environmental Science
distilled prediction:candidate · noneconsensus · none
97
citations
affunlabeled
The critical importance of vouchers in genomics
Janet C. Buckner, Robert C. Sanders, Brant C. Faircloth, Prosanta Chakrabarty
2021· article· en· eLife· Environmental Science
distilled prediction:candidate · noneconsensus · none
94
citations
affno abstractunlabeled
Cancer: a missing link in ecosystem functioning?
Marion Vittecoq, Benjamín Roche, Simon P. Daoust, Hugo Ducasse, Dorothée Missé, Jérôme Abadie +4 more
2013· article· en· Trends in Ecology & Evolution· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
90
citations
affunlabeled
Toward a national <scp>eDNA</scp> strategy for the United States
Ryan P. Kelly, David M. Lodge, Kai Lee, Susanna Theroux, Adam J. Sepulveda, Christopher A. Scholin +30 more
2023· article· en· Environmental DNA· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
89
citations
afffundunlabeled
Consent Codes: Upholding Standard Data Use Conditions
Stephanie O. M. Dyke, Anthony Philippakis, Jordi Rambla, Dina N. Paltoo, Erin S. Luetkemeier, Bartha Maria Knoppers +11 more
2016· article· en· PLoS Genetics· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
89
citations
affno abstractunlabeled
Novel community data in ecology-properties and prospects
Florian Härtig, Nerea Abrego, Alex Bush, Jonathan M. Chase, Gurutzeta Guillera‐Arroita, Mathew A. Leibold +11 more
2023· review· en· Trends in Ecology & Evolution· Environmental Science
distilled prediction:candidate · metaepi_narrowconsensus · none
85
citations
afffundunlabeled
Molecular ecology meets systematic conservation planning
Erica S. Nielsen, Jeffrey O. Hanson, Sílvia B. Carvalho, Maria Beger, Romina Henriques, Francine Kershaw +1 more
2022· review· en· Trends in Ecology & Evolution· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
81
citations
afffundunlabeled
Gaps in DNA-Based Biomonitoring Across the Globe
Katie M. McGee, Chloe V. Robinson, Mehrdad Hajibabaei
2019· article· en· Frontiers in Ecology and Evolution· Environmental Science
distilled prediction:candidate · noneconsensus · none
81
citations
affunlabeled
A conservation roadmap for the subterranean biome
J. Judson Wynne, Francis G. Howarth, Stefano Mammola, Rodrigo Lopes Ferreira, Pedro Cardoso, Tiziana Di Lorenzo +50 more
2021· article· en· Conservation Letters· Environmental Science
distilled prediction:candidate · noneconsensus · none
80
citations

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