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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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Limnology and Oceanography Bulletin
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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
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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.

125 results · 1 filter active ·
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20012025
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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.
125 works in the cohort · of 4,299,418page 1 of 3

Labels cover 1 of 125 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 125 of 125 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
The <scp>AEMON‐J</scp> “Hacking Limnology” Workshop Series &amp; Virtual Summit: Incorporating Data Science and Open Science in Aquatic Research
Michael F. Meyer, Robert Ladwig, Jorrit P. Mesman, Isabella A. Oleksy, Carolina C. Barbosa, Kaelin M. Cawley +16 more
2021· article· en· Limnology and Oceanography Bulletin· Decision Sciences
distilled prediction:candidate · metaresearch+sts+scholarly_communication+open_scienceconsensus · metaresearch+sts+open_science
8
citations
affaboutunlabeled
The World's Freshwater Laboratory Turns Fifty
Sumeep Bath
2018· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
affunlabeled
WaterMarks: Where Art Meets Science
Lauren Elder, Liz Miller
2019· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
aboutno affunlabeled
Another Step Toward “Big” Catchment Science
Michael Vlah, Emily S. Bernhardt, Spencer Rhea, Weston Slaughter, Amanda Delvecchia, Audrey Thellman +1 more
2023· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affaboutunlabeled
David W. Schindler—Icon and Iconoclast
Peter R. Leavitt, Karen A. Kidd, Rolf D. Vinebrooke, Marguerite A. Xenopoulos
2021· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affno abstractunlabeled
OUTSTANDING <i>L&amp;O</i> REVIEWERS
Everett Fee
2012· article· en· Limnology and Oceanography Bulletin· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
MESSAGE FROM THE EDITORS OF THE BULLETIN
John R. Dolan, Adrienne Sponberg
2012· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
WHEN YOUR ADDRESS CHANGES…
Everett Fee
2002· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
OUTSTANDING <i>L&amp;O</i> REVIEWERS
Everett Fee
2011· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
GETTING TO KNOW YOUR L&amp;O ASSOCIATE EDITORS
Everett Fee
2003· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
RAMÓN MARGALEF EXCELLENCE IN EDUCATION AWARD: WARWICK VINCENT
Leira Retamal Covarrubias, Marie‐Ève Garneau, Catherine Vallières, Christine Barnard
2013· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
<i>L&amp;O</i> FEATURED ARTICLE
Everett Fee
2004· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
JOHN MARTIN AWARD:VAL SMITH
David W. Schindler
2013· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
William (Bill) T. Peterson (1942–2017)
Hans G. Dam, George B. McManus
2017· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
<i>L&amp;O</i> FEATURED ARTICLES
Everett Fee
2006· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
MESSAGE FROM THE PUBLIC AFFAIRS DIRECTOR
Adrienne Sponberg
2013· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
<i>L&amp;O</i> FEATURED ARTICLE
Everett Fee
2005· article· en· Limnology and Oceanography Bulletin· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
GETTING TO KNOW YOUR L&amp;O ASSOCIATE EDITORS
Everett Fee
2003· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
<i>L&amp;O</i>: KEEPING UP WITH CHANGING TIMES
Everett Fee, Lucille Doucette
2009· article· en· Limnology and Oceanography Bulletin· Arts and Humanities
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
GETTING TO KNOW YOUR <i>L&amp;O</i> ASSOCIATE EDITORS
Everett Fee
2002· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations

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