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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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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.

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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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Categories
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 2 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.

affno abstractunlabeled
OUTSTANDING L&O REVIEWER
Everett Fee
2013· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
OUTSTANDING <i>L&amp;O</i> REVIEWERS
Everett Fee
2009· article· en· Limnology and Oceanography Bulletin· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
<scp>MESSAGE FROM THE EXECUTIVE DIRECTOR</scp>
Teresa Curto
2021· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
GETTING TO KNOW YOUR <i>L&amp;O</i> ASSOCIATE EDITORS
Everett Fee
2012· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Upon Comparing Oneself to Others
Paul A. del Giorgio
2023· article· en· Limnology and Oceanography Bulletin· Decision Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
BOOK REVIEW
Jonathan A. D. Fisher, Kenneth T. Frank
2008· article· en· Limnology and Oceanography Bulletin· Agricultural and Biological Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
BOOK REVIEW
Beatrix E. Beisner, Yves T. Prairie
2011· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
BOOK REVIEW
TIMOTHY R. PARSONS
2003· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
BOOK REVIEW
Beatrix E. Beisner
2007· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
BOOK REVIEW
Robert E. Hecky
2003· article· en· Limnology and Oceanography Bulletin· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
BOOK REVIEW
Kathleen R. Laird, Brian F. Cumming
2012· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
BOOK REVIEW
Dan Kelley
2007· article· en· Limnology and Oceanography Bulletin· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
BOOK REVIEW
Yves T. Prairie
2005· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
BOOK REVIEW
C. L. Roehm
2006· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
BOOK REVIEW
Chris Garrett
2006· article· en· Limnology and Oceanography Bulletin· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
<i>L&amp;O</i> Papers Attracting Attention
K. David Hambright
2025· article· en· Limnology and Oceanography Bulletin· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
BOOK REVIEW
Jacquelynne R. King
2003· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
BOOK REVIEW
Eric L. Mills
2004· article· en· Limnology and Oceanography Bulletin· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Warwick F. Vincent Awarded Polar Medal
2017· article· en· Limnology and Oceanography Bulletin· Arts and Humanities
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
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
MESSAGE FROM THE PUBLIC AFFAIRS DIRECTOR
Adrienne Sponberg
2012· article· en· Limnology and Oceanography Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations

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