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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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Transportation Research Record Journal of the Transportation Research Board
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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.

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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 17 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. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
Level of Service of Safety Revisited
Jake Kononov, Catherine Durso, Craig Lyon, Bryan K. Allery
2015· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
12
citations
afffundaboutunlabeled
Car Ownership and the Built Environment: A Spatial Modeling Approach
Jérôme Laviolette, Catherine Morency, Owen Waygood, Konstadinos G. Goulias
2021· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Sensitivity Testing with the Oregon Statewide Integrated Model
Tara Weidner, Becky Knudson, Rosella Picado, John Douglas Hunt
2009· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
12
citations
affaboutunlabeled
Winter Road Surface Condition Monitoring
Michael A. Linton, Liping Fu
2015· article· en· Transportation Research Record Journal of the Transportation Research Board· Environmental Science
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Planning Urban Ring Rail Transit Lines: Case Study of Shanghai, China
Saeid Saidi, Yuxiong Ji, Cheng Cheng, Jinping Guan, Shengchuan Jiang, Lina Kattan +2 more
2016· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
12
citations
afffundaboutunlabeled
Comparison and Analysis Tool for Automatic Incident Detection
R.M. Browne, Simon Y. Foo, Shawn Huynh, Baher Abdulhai, Fred L. Hall
2005· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
12
citations
afffundaboutunlabeled
Pedestrian Route Choice of Vertical Facilities in Subway Stations
Siva Srikukenthiran, Daniel Fisher, Amer Shalaby, David King
2013· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
12
citations
aboutno affunlabeled
Bicycle-Specific Traffic Signals
Sam R. Thompson, Christopher Monsere, Miguel Figliozzi, Peter Koonce, Gary Obery
2013· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Statistical Modeling in Pavement Management
M. Alauddin Ahammed, Susan Tighe
2008· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
12
citations

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