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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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Urban and Freight Transport Logistics
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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.

749 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.
749 works in the cohort · of 4,299,418page 3 of 15

Labels cover 1 of 749 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 749 of 749 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
City logistics: towards a global typology
Lætitia Dablanc, Jean‐Paul Rodrigue
2014· preprint· fr· HAL (Le Centre pour la Communication Scientifique Directe)· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
12
citations
affunlabeled
Spatial Dimensions of E-Shopping in France
Benjamin Motte-Baumvol, Leslie Belton Chevallier, Lætitia Dablanc, Eléonora Morganti, Christine Belin-Munier
2017· preprint· en· White Rose Research Online (University of Leeds, The University of Sheffield, University of York)· Engineering
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
12
citations
affgemma · bibliometricsgpt · bibliometricsmodels split
City logistics: a review and bibliometric analysis
Rupinder Kaur, Anjali Awasthi
2018· review· en· International Journal of Bibliometrics in Business and Management· Engineering
distilled prediction:candidate · metaepi_narrow+bibliometricsconsensus · bibliometrics
9
citations
aboutno affunlabeled
Logistics sprawl in the region Zurich
Paolo Todesco, Ulrich Weidmann, Ueli Haefeli
2016· article· en· Engineering
distilled prediction:candidate · noneconsensus · none
9
citations
aboutno affunlabeled
A Disaggregate Urban Shipment Size/Vehicle-Type Choice Model
Rinaldo Cavalcante, Matthew J. Roorda
2010· article· en· Transportation Research Board 89th Annual MeetingTransportation Research Board· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
9
citations
affno abstractunlabeled
Multi-Service Facility Location Models
Tsutomu Suzuki, Michael J. Hodgson
2003· article· en· Annals of Operations Research· Engineering
distilled prediction:candidate · noneconsensus · none
9
citations
fundno affunlabeled
The Relationship Between Gender and Transport
Isabel Granada, Anne-Marie Urban, Andrea Monje Silva, Paola Ortiz, Daniel Pérez, Laureen Montes +1 more
2016· report· en· Engineering
distilled prediction:candidate · noneconsensus · none
8
citations
affunlabeled
Capacity planning with uncertainty on contract fulfillment
Teodor Gabriel Crainic, Guido Perboli, Walter Rei, Mariangela Rosano, Veronica Lerma
2023· article· en· European Journal of Operational Research· Engineering
distilled prediction:candidate · noneconsensus · none
8
citations
affaboutunlabeled
Crowdkeeping in Last-Mile Delivery
Xin Wang, Okan Arslan, Erick Delage
2024· article· en· Transportation Science· Engineering
distilled prediction:candidate · noneconsensus · none
8
citations
venueno affunlabeled
A nationwide web-based freight data collection
Amir Samimi, Abolfazl Mohammadian, Kazuya Kawamura
2013· article· en· Canadian Journal of Civil Engineering· Engineering
distilled prediction:candidate · noneconsensus · none
8
citations
affunlabeled
Approaches to Managing Freight in Metropolitan Areas
Geneviève Giuliano, Lætitia Dablanc
2013· preprint· en· HAL (Le Centre pour la Communication Scientifique Directe)· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
7
citations

How this was built: Screen · Findings · About