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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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Aquatic Ecosystems and Phytoplankton Dynamics
Retraction
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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.

2,732 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.
2,732 works in the cohort · of 4,299,418page 1 of 55

Labels cover 2 of 2,732 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 2,732 of 2,732 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Lakes as sentinels of climate change
Rita Adrian, Catherine M. O’Reilly, Horacio E. Zagarese, Stephen B. Baines, Dag O. Hessen, Wendel Keller +6 more
2009· article· en· Limnology and Oceanography· Environmental Science
distilled prediction:candidate · noneconsensus · none
1,925
citations
affunlabeled
Reducing Phosphorus to Curb Lake Eutrophication is a Success
David W. Schindler, Stephen R. Carpenter, Steven C. Chapra, Robert E. Hecky, Diane M. Orihel
2016· review· en· Environmental Science & Technology· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
1,224
citations
venueno affunlabeled
Predicting Cyanobacteria dominance in lakes
John Downing, Susan B. Watson, Edward McCauley
2001· article· en· Canadian Journal of Fisheries and Aquatic Sciences· Environmental Science
distilled prediction:candidate · noneconsensus · none
749
citations
afffundno abstractunlabeled
Widespread deoxygenation of temperate lakes
Stephen F. Jane, Gretchen J. A. Hansen, Benjamin M. Kraemer, Peter R. Leavitt, Joshua L. Mincer, Rebecca L. North +38 more
2021· article· en· Nature· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
672
citations
affunlabeled
Phenological shifts in lake stratification under climate change
R. Iestyn Woolway, Sapna Sharma, Gesa A. Weyhenmeyer, A. V. Debolskiy, Małgorzata Gołub, Daniel Mercado‐Bettín +20 more
2021· article· en· Nature Communications· Environmental Science
distilled prediction:candidate · noneconsensus · none
431
citations
affaboutunlabeled
The Widespread Threat of Calcium Decline in Fresh Waters
Adam Jeziorski, Norman D. Yan, Andrew M. Paterson, Anna M. DeSellas, Michael A. Turner, D. S. Jeffries +9 more
2008· article· en· Science· Environmental Science
distilled prediction:candidate · noneconsensus · none
343
citations
afffundunlabeled
Storm impacts on phytoplankton community dynamics in lakes
Jason D. Stockwell, Jonathan P. Doubek, Rita Adrian, Orlane Anneville, Cayelan C. Carey, Laurence Carvalho +33 more
2020· review· en· Global Change Biology· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
285
citations
affunlabeled
Diatoms as indicators of lake eutrophication
Roland I. Hall, John P. Smol
2010· book-chapter· en· Cambridge University Press eBooks· Environmental Science
distilled prediction:candidate · metaepi_narrowconsensus · none
275
citations
affno abstractunlabeled
Phosphate concentrations in lakes
Jeff J. Hudson, William D. Taylor, David W. Schindler
2000· article· en· Nature· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
275
citations
afffundunlabeled
Periphyton Function in Lake Ecosystems
Yvonne Vadeboncoeur, Alan D. Steinman
2002· review· en· The Scientific World JOURNAL· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
241
citations

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