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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.

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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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Smart Materials for Construction
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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.

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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.

871 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.
871 works in the cohort · of 4,299,418page 7 of 18

Labels cover 2 of 871 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 871 of 871 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
GOOD WINTER MAINTENANCE BOOSTS ROAD SAFETY
R W Stidger
2002· article· en· Better roads· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
3
citations
aboutno affunlabeled
A New Way to Mitigate Frost Heave Around Manholes
Otto J. Svec
2001· article· en· Road Materials and Pavement Design· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
3
citations
afffundunlabeled
Peak Ice Loads on a Lifeboat in Pack Ice Conditions
Allison Kennedy, António Simões Ré, Brian Veitch
2014· article· en· OTC Arctic Technology Conference· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
3
citations
affaboutunlabeled
Evolution of Pavement Winter Roughness
Nicolas Fradette, Guy Doré, Pascale Pierre, Serge Hébert
2005· article· en· Transportation Research Record Journal of the Transportation Research Board· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
3
citations
aboutno affunlabeled
Evaluating Automated Anti-Icing Technology to Reduce Traffic Collisions
Robert A. Hanson, R Klashinsky, Kristen Day, E Cottone
2013· article· en· 2013 CONFERENCE AND EXHIBITION OF THE TRANSPORTATION ASSOCIATION OF CANADA - TRANSPORTATION: BETTER - FASTER - SAFER· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
3
citations
aboutno affunlabeled
How Much Is the Safety and Mobility Benefit of Winter Road Maintenance
Liping Fu, Taimur Usman, Lf Miranda-Moreno, Perchanok, H McClintock
2012· article· en· 2012 CONFERENCE AND EXHIBITION OF THE TRANSPORTATION ASSOCIATION OF CANADA - TRANSPORTATION: INNOVATIONS AND OPPORTUNITIES· Environmental Science
distilled prediction:candidate · noneconsensus · none
2
citations
afffundunlabeled
Bulk adhesion of ice to concrete–strength
Anne Barker, Stephen Bruneau, Bruce Colbourne, Austin Bugden
2024· article· en· Materials and Structures· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
aboutno affno abstractunlabeled
HELIUM IN SOUTHERN SASKATCHEWAN, CANADA
Melinda Yurkowski, Jessica Flynn, Chris Smith
2022· article· en· Abstracts with programs - Geological Society of America· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
aboutno affunlabeled
Using Classification Trees to Build Flexible and Intuitive Winter Weather Indices
Jean Andrey, Alexander Brenning, Brian Mills, Denis Kirchhoff, Ammar Abulibdeh, Max S Perchanok
2009· article· en· Transportation Research Board 88th Annual MeetingTransportation Research Board· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
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