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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 & fisheries series/Fish and fisheries series (Print)
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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.

13 results · 1 filter active ·
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20242025
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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.
13 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 13 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 13 of 13 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Quantitative and Qualitative Content Analysis of Text and Images
Sophia Kochalski, Fanny Barz, Pablo Pita, Hannah L. Harrison
2025· book-chapter· en· Fish & fisheries series/Fish and fisheries series (Print)· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · sts
8
citations
affunlabeled
Economic Experiments in Recreational Fishing Studies
Ingrid van Putten, Ashley Trudeau, Mary Mackay, Clara Obregón, John R. Post, Andries Richter +2 more
2025· book-chapter· en· Fish & fisheries series/Fish and fisheries series (Print)· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · metaepi_narrow+sts
7
citations
affunlabeled
Ecology for Understanding Recreational Fishers and Fisheries
John R. Post, Kyle L. Wilson, Fiona D. Johnston, Greg G. Sass, Paul J. Askey, Hillary G. M. Ward +1 more
2025· book-chapter· en· Fish & fisheries series/Fish and fisheries series (Print)· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · metaepi_narrow+sts
6
citations
affunlabeled
Political Ecology for Understanding Recreational Fishers and Fisheries
Noëlle Boucquey, Jessie Fly, Wiebren J. Boonstra, Lauren Drakopulos, Kirsten M. Leong, Meghna N. Marjadi +1 more
2025· book-chapter· en· Fish & fisheries series/Fish and fisheries series (Print)· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · metaepi_narrow+sts
5
citations
afffundunlabeled
Knowledge Co-production in Recreational Fisheries Science and Management
Robert Arlinghaus, Marie Fujitani, Elias Ehrlich, Mônica T. Engel, Steven J. Cooke
2025· book-chapter· en· Fish & fisheries series/Fish and fisheries series (Print)· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · metaepi_narrow+sts
3
citations
affno abstractunlabeled
Determinants of Productive Capacity for Stream Salmonids
Jordan S. Rosenfeld, Daniel Ayllón, James W. A. Grant, Sean M. Naman, John R. Post, Jean‐Michel Matte +1 more
2024· book-chapter· en· Fish & fisheries series/Fish and fisheries series (Print)· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · metaepi_narrow
3
citations
affunlabeled
Evidence Synthesis in Recreational Fisheries Science and Management
Steven J. Cooke, Trina Rytwinski, Meagan Harper, A Howarth, Shinichi Nakagawa, Len M. Hunt
2025· book-chapter· en· Fish & fisheries series/Fish and fisheries series (Print)· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · metaepi_narrow+sts
3
citations
affunlabeled
Best Practices for Understanding Recreational Fishers
Brett T. van Poorten, Len M. Hunt, Robert Arlinghaus, Abigail J. Lynch, Kevin L. Pope
2025· book-chapter· en· Fish & fisheries series/Fish and fisheries series (Print)· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+insufficient_payloadconsensus · metaepi_narrow
1
citations
afffundunlabeled
Optimizing Creel Surveys
Derrick T. de Kerckhove, Caroline M. Tucker, Lee F.G. Gutowsky, G. T. Morgan, Matthew M. Guzzo, Vianey Leos‐Barajas
2025· book-chapter· en· Fish & fisheries series/Fish and fisheries series (Print)· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · metaepi_narrow+sts+research_integrity
0
citations

How this was built: Screen · Findings · About