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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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Underwater Acoustics Research
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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.

1,653 results · 1 filter active ·
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20002025
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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.
1,653 works in the cohort · of 4,299,418page 1 of 34

Labels cover 2 of 1,653 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 1,653 of 1,653 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Sensors in the Stream: The High-Frequency Wave of the Present
Michael Rode, Andrew J. Wade, Matthew J. Cohen, Robert T. Hensley, Michael J. Bowes, James W. Kirchner +9 more
2016· article· en· Environmental Science & Technology· Earth and Planetary Sciences
distilled prediction:candidate · stsconsensus · none
381
citations
affunlabeled
Trans-dimensional geoacoustic inversion
Jan Dettmer, Stan E. Dosso, Charles W. Holland
2010· article· en· The Journal of the Acoustical Society of America· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
164
citations
affunlabeled
Spectral probability density as a tool for ambient noise analysis
Nathan D. Merchant, Tim R. Barton, Paul M. Thompson, Enrico Pirotta, D. Tom Dakin, John Dorocicz
2013· article· en· The Journal of the Acoustical Society of America· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
104
citations
affno abstractunlabeled
Multibeam sonar backscatter data processing
Alexandre C. G. Schimel, Jonathan Beaudoin, Iain Parnum, Tim Le Bas, Val E. Schmidt, Gordon Keith +1 more
2018· article· en· Marine Geophysical Research· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
85
citations
aboutno affunlabeled
PARABOLIC EQUATION DEVELOPMENT IN THE TWENTIETH CENTURY
DING LEE, Allan D. Pierce, Erchang Shang
2000· article· en· Journal of Computational Acoustics· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
66
citations
affunlabeled
Review of Geoacoustic Inversion in Underwater Acoustics
N. Ross Chapman, Er Chang Shang
2021· article· en· Journal of Theoretical and Computational Acoustics· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
56
citations

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