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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
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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.

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 13 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
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
afffundno abstractunlabeled
Highway toll pricing
Baomin Dong, Guixia Guo, Yuntong Wang
2012· article· en· European Journal of Operational Research· Social Sciences
distilled prediction:candidate · noneconsensus · none
12
citations
fundno affno abstractunlabeled
Constrained optimization for bottleneck coarse tolling
Da Xu, Xiaolei Guo, Guoqing Zhang
2019· article· en· Transportation Research Part B Methodological· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
11
citations
affunlabeled
Evaluating Transportation Choice
Todd Litman
2001· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · none
11
citations
affunlabeled
Rail Transit
Saeid Saidi, S. C. Wirasinghe, Lina Kattan
2014· article· en· Transportation Research Record Journal of the Transportation Research Board· Social Sciences
distilled prediction:candidate · stsconsensus · none
11
citations
affno abstractunlabeled
Bayesian flexible modeling of trip durations
Hugh Chipman, Edward I. George, Jason Lemp, Robert McCulloch
2010· article· en· Transportation Research Part B Methodological· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
10
citations

How this was built: Screen · Findings · About