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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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Maritime Navigation and Safety
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.

520 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.
520 works in the cohort · of 4,299,418page 10 of 11

Labels cover 0 of 520 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 520 of 520 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affaboutunlabeled
SS <i>Albatross</i> : An unfortunate steamship
James P. Delgado
2025· article· en· International Journal of Maritime History· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Maritime Awareness
2009· article· en· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Introduction
Tingting Yang, Xuemin Shen
2020· book-chapter· en· SpringerBriefs in computer science· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
The Cumberland News
2012· article· en· Open Collections· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
XXX
Christie L. Ence, Laura Colombe
2023· article· en· The International Hydrographic Review· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Multi‐objective maritime vessel routing with safety considerations
Nazanin Sharif, Mikael Rönnqvist, Jean‐François Cordeau, Jean‐François Audy, Gurjeet Warya
2025· article· en· International Transactions in Operational Research· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Active and Visually-Guided Navigation Benefit Route Memory
Yadurshana Sivashankar, Hélène Sauzeon, Myra A. Fernandes
2022· preprint· en· Oskar-Bordeaux (Universite de Bordeaux)· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
aboutno affno abstractunlabeled
Nanaimo Free Press [Friday, June 23, 1899]
2019· other· en· VIURRSpace (Vancouver Island University)· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Control Systems for Autonomous Marine Surface Ships
E Felissia Fernando, Farhana Akter, Tanjil Islam, Syed Imtiaz, Salim Ahmed, Mohammad N. Islam +1 more
2025· book-chapter· en· Elsevier eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations

How this was built: Screen · Findings · About