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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
aboutaboutness

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 10 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.

afffundno abstractunlabeled
Fecal source tracking in water using a mitochondrial DNA microarray
Nguyet-Minh Vuong, Richard Villemur, Pierre Payment, Roland Brousseau, Edward Topp, Luke Masson
2012· article· en· Water Research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
25
citations
affunlabeled
Peer Reviewed: Genomics technologies for environmental science
Charles W. Greer, Lyle G. Whyte, John R. Lawrence, Luke Masson, Roland Brousseau
2001· review· en· Environmental Science & Technology· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+open_science+insufficient_payloadconsensus · metaepi_narrow+sts+open_science+insufficient_payload
25
citations
afffundno abstractunlabeled
Linking DNA Metabarcoding and Text Mining to Create Network-Based Biomonitoring Tools: A Case Study on Boreal Wetland Macroinvertebrate Communities
Zacchaeus G. Compson, Wendy A. Monk, Colin J. Curry, Dominique Gravel, Alex Bush, Christopher J. O. Baker +8 more
2018· book-chapter· en· Advances in ecological research/Advances in Ecological Research· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · sts
25
citations
affunlabeled
Critical considerations for communicating environmental <scp>DNA</scp> science
Eric D. Stein, Christopher L. Jerde, Elizabeth Andruszkiewicz Allan, Adam J. Sepulveda, Cathryn L. Abbott, Melinda R. Baerwald +5 more
2023· article· en· Environmental DNA· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · sts+insufficient_payload
24
citations
afffundvenueaboutunlabeled
Environmental DNA dispersal from Atlantic salmon farms
Dylan Shea, L. Neil Frazer, Kiran Wadhawan, Andrew W. Bateman, Shaorong Li, Kristina M. Miller +2 more
2022· article· en· Canadian Journal of Fisheries and Aquatic Sciences· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
24
citations
affunlabeled
Pan-Arctic plankton community structure and its global connectivity
Federico M. Ibarbalz, Nicolas Henry, Frédéric Mahé, Mathieu Ardyna, Adriana Zingone, Eleonora Scalco +15 more
2023· article· en· Elementa Science of the Anthropocene· Environmental Science
distilled prediction:candidate · stsconsensus · sts
22
citations

How this was built: Screen · Findings · About