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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.

affaffiliation
fundfunder
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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 2 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.

affunlabeled
Modeling Private Car Ownership in China
Jieping Li, Joan L. Walker, Sumeeta Srinivasan
2010· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
115
citations
affunlabeled
Assessing Safety Benefits of Variable Speed Limits
Chris Lee, Bruce Hellinga, Frank Saccomanno
2004· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
107
citations
affaboutunlabeled
Sustainable Pavements
Andrew E. Alkins, Becca Lane, Tom Kazmierowski
2008· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
103
citations
affaboutunlabeled
Simulated Traffic Conflicts
Mohamed Essa, Tarek Sayed
2015· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
91
citations
aboutno affunlabeled
Cap-and-Trade
Adam Millard‐Ball
2009· article· en· Transportation Research Record Journal of the Transportation Research Board· Energy
machine prediction:candidate · noneconsensus · none
87
citations
afffundaboutunlabeled
Breakdown-Related Capacity for Freeway with Ramp Metering
Bhagwant Persaud, Sam Yagar, David Tsui, Horace Look
2001· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
84
citations
affaboutunlabeled
Pavement Preservation
Susanne Chan, Becca Lane, Tom Kazmierowski, Warren Lee
2011· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
82
citations
affunlabeled
Modeling Cyclists’ Route Choice Based on GPS Data
Jeffrey M. Casello, Vladimir Usyukov
2014· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
79
citations
affunlabeled
Creating Synthetic Household Populations
Theo Arentze, Harry Timmermans, Frank Hofman
2007· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
79
citations
affunlabeled
Integrating Equity Objectives in a Road Network Design Model
Bruno F. Santos, António Pais Antunes, Eric J. Miller
2008· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
78
citations
afffundunlabeled
Delay Variability at Signalized Intersections
Liping Fu, Bruce Hellinga
2000· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
77
citations
affunlabeled
Economic Value of Walkability
Todd Litman
2003· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
77
citations
afffundunlabeled
Dynamic Modeling of Household Automobile Transactions
Abolfazl Mohammadian, Eric J. Miller
2003· article· en· Transportation Research Record Journal of the Transportation Research Board· Energy
machine prediction:candidate · noneconsensus · none
76
citations
affunlabeled
Trip-Chaining Trends in the United States
Nancy McGuckin, Johanna Zmud, Yukiko Nakamoto
2005· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
76
citations
affunlabeled
Hazard Perception in Driving: A Systematic Literature Review
Shi Cao, Siby Samuel, Yovela Murzello, Wen Ding, Xuemei Zhang, Jianwei Niu
2022· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
71
citations

How this was built: Screen · Findings · About