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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 3 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.

afffundaboutunlabeled
Driving Factors behind Successful Carpool Formation and Use
Ron Buliung, Kalina Soltys, Catherine Habel, Ryan Lanyon
2009· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
71
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
affunlabeled
Development of a Road Safety Risk Index
Paul de Leur, Tarek Sayed
2002· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
70
citations
affaboutunlabeled
Safety Prediction Models
Alireza Hadayeghi, Amer Shalaby, Bhagwant Persaud
2007· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
70
citations
aboutno affunlabeled
Bikes for Urban Freight?
Barbara Lenz, Ernst Riehle
2013· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
69
citations
affunlabeled
Three-Dimensional, Probabilistic Highway Design
Mohamed Sarhan, Yasser Hassan
2008· article· en· Transportation Research Record Journal of the Transportation Research Board· Decision Sciences
machine prediction:candidate · noneconsensus · none
67
citations
affunlabeled
Introduction of Reserved Bus Lane
Julien Surprenant-Legault, Ahmed El-Geneidy
2011· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
66
citations
aboutno affunlabeled
Carsharing in North America
Susan Shaheen, Adam Cohen, Jeffrey Roberts
2006· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
66
citations
affunlabeled
Susceptibility to Driver Distraction Questionnaire
Jing Feng, Susana Marulanda, Birsen Donmez
2014· article· en· Transportation Research Record Journal of the Transportation Research Board· Psychology
machine prediction:candidate · noneconsensus · none
65
citations
aboutno affunlabeled
Enhanced Parametric Railway Capacity Evaluation Tool
Yung‐Cheng Lai, Christopher P. L. Barkan
2009· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
65
citations
affunlabeled
Comparison of Two Unconventional Intersection Schemes
Mohamed El Esawey, Tarek Sayed
2007· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
65
citations
afffundunlabeled
Planning and Design of Flex-Route Transit Services
Liping Fu
2002· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
64
citations
affunlabeled
Safety Evaluation of Automated Section Speed Enforcement System
Alfonso Montella, Bhagwant Persaud, Mauro D’Apuzzo, Lella Liana Imbriani
2012· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
62
citations
afffundaboutunlabeled
Guidelines for Identification of Hazardous Highway Curves
Bhagwant Persaud, Richard A. Retting, Craig Lyon
2000· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
62
citations
affaboutunlabeled
Analysis of Pedestrian Travel with Static Bluetooth Sensors
Yegor Malinovskiy, Nicolas Saunier, Yinhai Wang
2012· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
61
citations
afffundunlabeled
DataMobile: Smartphone Travel Survey Experiment
Zachary Patterson, Kyle Fitzsimmons
2016· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
60
citations
fundaboutno affunlabeled
Steel Slag Aggregate Used in Portland Cement Concrete
Brad Fronek, Paul A. Bosela, Norbert Delatte
2012· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
58
citations

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