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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 Planning and Optimization
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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
venuejournal
aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

2,034 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.
2,034 works in the cohort · of 4,299,418page 12 of 41

Labels cover 0 of 2,034 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 2,034 of 2,034 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Diagnosing Transportation
Yousaf Shah, Kevin Manaugh, Madhav G. Badami, Ahmed El-Geneidy
2013· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · none
13
citations
affno abstractunlabeled
Transportation, Supply, and Congestion
Robin Lindsey, André de Palma
2015· book-chapter· en· Elsevier eBooks· Social Sciences
distilled prediction:candidate · noneconsensus · none
12
citations
affno abstractunlabeled
Advances in integrated land use transport modeling
Ming Zhong, John Douglas Hunt, John E. Abraham, Wanle Wang, Rui Wang
2022· book-chapter· en· Advances in transport policy and planning· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
12
citations
afffundaboutunlabeled
Modelling traveller response to variable message sign
Joydip Majumder, Lina Kattan, Khandker Nurul Habib, Tak Fung
2013· article· en· International Journal of Urban Sciences· Social Sciences
distilled prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Driver Behavior on Freeway Entrance Ramp Terminals
Mohannad Alyamani, Yasser Hassan
2021· article· en· Journal of Transportation Engineering Part A Systems· Social Sciences
distilled prediction:candidate · noneconsensus · none
12
citations
afffundunlabeled
The Perils of Learning Before Optimizing
C. Cameron, Jason Hartford, Taylor Lundy, Kevin Leyton‐Brown
2022· article· en· Proceedings of the AAAI Conference on Artificial Intelligence· Social Sciences
distilled prediction:candidate · stsconsensus · 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
distilled prediction:candidate · stsconsensus · none
12
citations

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