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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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Maritime Navigation and Safety
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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.

520 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.
520 works in the cohort · of 4,299,418page 1 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.

aboutno affunlabeled
Analysis of maritime transport accidents using Bayesian networks
Shiqi Fan, Zaili Yang, Eduardo Blanco‐Davis, Xinping Yan
2020· article· en· Proceedings of the Institution of Mechanical Engineers Part O Journal of Risk and Reliability· Engineering
distilled prediction:candidate · noneconsensus · none
82
citations
aboutno affunlabeled
A review of fatal accident incidence rate trends in fishing
Olaf Chersten Jensen, Guðrún Pétursdóttir, Ingunn Marie Holmen, Annbjørg Abrahamsen, Jennifer M. Lincoln
2014· review· en· International Maritime Health· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
73
citations
venueno affunlabeled
Survey on Deep Learning-Based Marine Object Detection
Ruolan Zhang, Shaoxi Li, Guanfeng Ji, Jing Li, Mingyang Pan
2021· article· en· Journal of Advanced Transportation· Engineering
distilled prediction:candidate · noneconsensus · none
53
citations
affunlabeled
Rule-based expert system for maritime anomaly detection
Jean Roy
2010· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
41
citations
affno abstractunlabeled
Marine Robot Autonomy
2012· book· en· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
36
citations
fundno affunlabeled
Women seafarers’ health and welfare survey
Suzanne Louise Stannard, Caitlin Vaughan, Olivia Swift, Georgina Robinson, Syed Asif Altaf, Alison McGarry
2015· article· en· International Maritime Health· Engineering
distilled prediction:candidate · noneconsensus · none
31
citations
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