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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
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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 8 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.

affaboutunlabeled
Using Field Data to Evaluate Bottom Ash as Pavement Insulation Layer
Negar Tavafzadeh Haghi, Somayeh Nassiri, Mohammad Hossein Shafiee, Alireza Bayat
2014· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
30
citations
affunlabeled
Chasing Sustainability
Myriam Langlois, Dea van Lierop, Rania Wasfi, Ahmed El-Geneidy
2015· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
30
citations
aboutno affunlabeled
Route Choice Characteristics for Truckers
Yichen Sun, Tomer Toledo, Katherine Rosa, Moshe Ben‐Akiva, Kate Flanagan, Ricardo Sánchez +1 more
2013· article· en· Transportation Research Record Journal of the Transportation Research Board· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
29
citations
affaboutunlabeled
What about Free-Floating Carsharing?
Grzegorz Wielinski, Martin Trépanier, Catherine Morency
2015· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
29
citations
afffundunlabeled
Driver Response to Rainfall on Urban Expressways
Daniel Unrau, Jean Andrey
2006· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
29
citations
affunlabeled
Deicing Performance of Road Salt
Kamal Hossain, Liping Fu, Chi-Yin Lu
2014· article· en· Transportation Research Record Journal of the Transportation Research Board· Environmental Science
machine prediction:candidate · noneconsensus · none
29
citations
afffundaboutunlabeled
Intrametropolitan Location of Business Establishments
Hanna Maoh, Pavlos Kanaroglou
2009· article· en· Transportation Research Record Journal of the Transportation Research Board· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
28
citations
affunlabeled
Modeling the Effect of Land Use on Activity Spaces
Chris Harding, Zachary Patterson, Luis Miranda-Moreno, Seyed Amir H. Zahabi
2012· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
28
citations
affunlabeled
Fickle or Flexible?
Simon Saddier, Zachary Patterson, Alex Johnson, Natalie Wiseman
2017· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
27
citations
afffundaboutunlabeled
Who, What, When, and Where
Alexander Legrain, Ron Buliung, Ahmed El-Geneidy
2015· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
27
citations
aboutno affunlabeled
Early Contractor Involvement and Target Pricing in U.S. and UK Highways
Keith R. Molenaar, James E. Triplett, Jerry C. Porter, Steven D DeWitt, Gerald Yakowenko
2007· article· en· Transportation Research Record Journal of the Transportation Research Board· Engineering
machine prediction:candidate · noneconsensus · none
27
citations
affunlabeled
Incorporating Weather
Thomas Nosal, Luis Miranda-Moreno, Zlatko Krstulic
2014· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
machine prediction:candidate · noneconsensus · none
27
citations

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