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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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Railway Engineering and Dynamics
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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.

555 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
555 works in the cohort · of 4,299,418page 8 of 12

Labels cover 1 of 555 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 555 of 555 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
RAIL GRINDING ON AMTRAK'S MIXED-TRAFFIC NEC
P Sroba, Eric Magel, J Pielli
2003· article· en· International Railway Journal and Rapid Transit Review· Engineering
distilled prediction:candidate · noneconsensus · none
1
citations
affvenueno abstractunlabeled
Vibration d'un train lorsque le sol est gelé
Claude Chamberland, Franck Duchassin
2011· article· fr· Canadian acoustics· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Occurrence Download
2024· dataset· en· Global Biodiversity Information Facility· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
venueaboutno affunlabeled
QNS&L Wheel-Rail Optimization Strategy
Riopel Jose, Rob Caldwell
2006· article· en· NPARC· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affno abstractunlabeled
Line tower of Voest tram at Grouse Mountain, Canada
Charles F. Dwyer
2007· article· en· Digital Collections of Colorado (Colorado State University)· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
ADVANCES IN RAIL GRINDING
M D Roney
2002· article· en· Railway track and structures· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
WEATHERING THE STORM
T Judge
2004· article· en· Railway age· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
RAIL GRINDING ON CN
K Sawley, John Robinson
2000· article· en· Railway track and structures· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Analysis by Computer
Baidar Bakht, Aftab A. Mufti
2015· book-chapter· en· Bridges· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Optimizing Winter Speed Restrictions
Yan Liu, Chris Ladubec, J. Preston–Thomas, Eric Magel, M D Roney
2008· article· en· Railway track and structures· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
North American railways combat split wheel rims
John Oliver, Cameron Lonsdale
2014· article· en· International railway journal· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
venueno affunlabeled
Doremus Avenue Bridge Replacement
Thomas W. Anella
2005· article· en· Bridges Conversations in Global Politics and Public Policy· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About