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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 9 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
Value of Transit as Reflected in U.S. Single-Family Home Premiums
Shima Hamidi, Katherine Kittrell, Reid Ewing
2016· article· en· Transportation Research Record Journal of the Transportation Research Board· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
26
citations
afffundaboutunlabeled
Modeling the Demand for Shared E-Scooter Services
Muntahith Mehadil Orvin, Jashan Kaur Bachhal, Mahmudur Rahman Fatmi
2021· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
26
citations
afffundunlabeled
Driver-Assisted Bus Interview
Ka Kee Alfred Chu, Robert Chapleau, Martin Trépanier
2009· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
26
citations
affunlabeled
Pedestrian Safety Prediction Methodology for Urban Signalized Intersections
Darren J. Torbic, D W Harwood, Courtney D. Bokenkroger, Raghavan Srinivasan, Daniel Carter, Charles V. Zegeer +1 more
2010· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
26
citations
afffundaboutunlabeled
Object-Oriented Analysis of Carsharing System
Catherine Morency, Martin Trépanier, Basile Martin
2008· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
25
citations
afffundaboutunlabeled
Quantifying Impacts of Transit Reliability on User Costs
Jeffrey M. Casello, Akram Nour, Bruce Hellinga
2009· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
25
citations
affaboutunlabeled
Carsharing Versus Bikesharing
Grzegorz Wielinski, Martin Trépanier, Catherine Morency
2017· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
25
citations
affunlabeled
Stated Adaptation Survey of Activity Rescheduling
Matthew J. Roorda, Brandon K. Andre
2007· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
25
citations
affunlabeled
Improving Traffic Safety: A New Systems Approach
Francis Navin
2003· article· en· Transportation Research Record Journal of the Transportation Research Board· Psychology
machine prediction:candidate · noneconsensus · none
24
citations
affunlabeled
Multijurisdictional Safety Evaluation of Red Light Cameras
Bhagwant Persaud, Craig Lyon, Kimberly Eccles, Mike Griffith
2005· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
24
citations

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