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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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Fish Ecology and Management 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.

10,792 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
10,792 works in the cohort · of 4,299,418page 1 of 216

Labels cover 22 of 10,792 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 10,792 of 10,792 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Freshwater biodiversity: importance, threats, status and conservation challenges
David Dudgeon, Angela H. Arthington, Mark O. Gessner, Zen’ichiro Kawabata, Duncan Knowler, Christian Lévêque +5 more
2005· review· en· Biological reviews/Biological reviews of the Cambridge Philosophical Society· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
8,265
citations
afffundunlabeled
Mapping the world’s free-flowing rivers
Günther Grill, Bernhard Lehner, Michele Thieme, Bart Geenen, David Tickner, Francesca Antonelli +28 more
2019· article· en· Nature· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
2,382
citations
affunlabeled
The thermal regime of rivers: a review
Daniel Caissie
2006· review· en· Freshwater Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1,716
citations
affunlabeled
Global Assessment of Organic Contaminants in Farmed Salmon
Ronald A. Hites, Jeffery A. Foran, David O. Carpenter, M. Coreen Hamilton, Barbara A. Knuth, Steven J. Schwager
2004· article· en· Science· Environmental Science
distilled prediction:candidate · noneconsensus · none
857
citations
afffundunlabeled
Freshwater Protected Areas: Strategies for Conservation
Debra L. Saunders, Jessica J. Meeuwig, Amanda C. J. Vincent
2002· review· en· Conservation Biology· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
654
citations
affno abstractunlabeled
Limnology—Inland water ecosystems
Ralph Smith
2002· article· en· Journal of the North American Benthological Society· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
649
citations
fundno affunlabeled
Linking ecological theory with stream restoration
P. S. Lake, Nick Bond, Paul Reich
2007· article· en· Freshwater Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
638
citations
fundvenueno affunlabeled
Is catch-per-unit-effort proportional to abundance?
Shelton J. Harley, Ransom A. Myers, Alistair Dunn
2001· article· en· Canadian Journal of Fisheries and Aquatic Sciences· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
610
citations
affno abstractunlabeled
Global prevalence of non-perennial rivers and streams
Mathis Messager, Bernhard Lehner, Charlotte Cockburn, Nicolas Lamouroux, Hervé Pella, Ton H. Snelder +4 more
2021· article· en· Nature· Environmental Science
distilled prediction:candidate · noneconsensus · none
585
citations
afffundunlabeled
The future of fish passage science, engineering, and practice
Ana Silva, Martyn C. Lucas, Theodore Castro‐Santos, Christos Katopodis, Lee J. Baumgartner, Jason D. Thiem +11 more
2017· article· en· Fish and Fisheries· Environmental Science
distilled prediction:candidate · stsconsensus · none
569
citations
affunlabeled
To be, or not to be, a non-native freshwater fish?
Gordon H. Copp, Pier Giorgio Bianco, N.G. Bogutskaya, Tibor Erős, I. Falka, María Teresa Ferreira +15 more
2005· article· en· Journal of Applied Ichthyology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
560
citations
affunlabeled
A quantitative assessment of fish passage efficiency
Michael Noonan, James W. A. Grant, Christopher D. Jackson
2011· article· en· Fish and Fisheries· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
486
citations
affunlabeled
Acoustic telemetry and fisheries management
Glenn T. Crossin, Michelle R. Heupel, Christopher M. Holbrook, Nigel E. Hussey, Susan Lowerre‐Barbieri, Vivian M. Nguyen +2 more
2017· article· en· Ecological Applications· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
395
citations

How this was built: Screen · Findings · About