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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.

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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 Vehicles and Communication Systems
Retraction
Abstract
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Study design
Label agreement
Label status

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.

802 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.
802 works in the cohort · of 4,299,418page 11 of 17

Labels cover 3 of 802 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 802 of 802 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Acoustic underwater positioning on FPGA
Wenjie Ren, Gholamreza Shomalnasab, Lihong Zhang
2014· article· en· Engineering
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Freesub: Navigation Guidance and Control of An IAUV
D F L Labb, P.A. Wilson, Peter H. Weiss, L. Lapierre
2004· article· en· The International Journal of Maritime Engineering· Engineering
distilled prediction:candidate · noneconsensus · none
2
citations
affaboutunlabeled
Maneuvering of the C-SCOUT AUV
T Curtis, D. Perrault, Christopher Williams, Neil Bose
2001· article· en· Engineering
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
HF radar in a maritime environment
Eric W. Gill, Weimin Huang
2021· book-chapter· en· Institution of Engineering and Technology eBooks· Engineering
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
SeaKeeper – An Operational Remote Minehunting System
James Ferguson, Philippe Waquet, David Hopkin
2004· article· en· The Fourteenth International Offshore and Polar Engineering Conference· Engineering
distilled prediction:candidate · noneconsensus · none
1
citations
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How this was built: Screen · Findings · About