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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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Traffic Prediction and Management Techniques
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.

1,211 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.
1,211 works in the cohort · of 4,299,418page 5 of 25

Labels cover 3 of 1,211 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 1,211 of 1,211 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

venueno affunlabeled
Development of a sensor system for traffic data collection
Mahesh Atluri, Mashrur Chowdhury, Neeraj K. Kanhere, Ryan Fries, Wayne Sarasua, Jennifer Ogle
2009· article· en· Journal of Advanced Transportation· Engineering
distilled prediction:candidate · noneconsensus · none
18
citations
aboutno affunlabeled
Traffic Data Fusion Using SCAAT Kalman Filters
Young-Ji Byon, Amer Shalaby, Baher Abdulhai, Samah El-Tantawy
2010· article· en· Transportation Research Board 89th Annual MeetingTransportation Research Board· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
18
citations
affunlabeled
PROACTIVE METHODS FOR ROAD SAFETY ANALYSIS
Annie Chang, Nicolas Saunier, Aliaksei Laureshyn
2017· article· en· SAE technical papers on CD-ROM/SAE technical paper series· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
18
citations
venueno affunlabeled
New Generation of Smart Highway: Framework and Insights
Chenglong Liu, Yuchuan Du, Yiheng Ge, Difei Wu, Cong Zhao, Yishun Li
2021· article· en· Journal of Advanced Transportation· Engineering
distilled prediction:candidate · noneconsensus · none
16
citations
affunlabeled
Artificial intelligence, machine learning and deep learning
Maria Pia Del Rosso, Silvia Liberata Ullo, Alessandro Sebastianelli, Dario Spiller, Erika Puglisi, Diego Di Martire +2 more
2021· book-chapter· en· IET eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
15
citations

How this was built: Screen · Findings · About