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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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Proceedings of the Canadian Engineering Education Association (CEEA)
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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.

2,158 results · 1 filter active ·
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20102025
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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.
2,158 works in the cohort · of 4,299,418page 18 of 44

Labels cover 2 of 2,158 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 2,158 of 2,158 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

venueno affunlabeled
A CONSORTIUM FOR GLOBAL ENGINEERING DESIGN
Richard Devon, Alan de Pennington, Alison McKay
2011· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
2
citations
afffundvenueaboutunlabeled
An Educator's Framework for Modern Computer-Aided Design Instruction
Elizabeth DaMaren, Ryan Consell, Andrew Gryguć, Caroline Koenig, Alison Olechowski, Janna Rosales
2025· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
1
citations
afffundvenueunlabeled
Guide to Backward Laboratory (Re)Design
Jennifer Ellingham
2024· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
1
citations
afffundvenueunlabeled
THE DESIGN OF THE DRILL BIT & SAMPLE ACQUISITION MECHANISM DBSAM
Moortaza Bhaiji, Michel El-Saddi, Naji El-Khouri, Howard Jones, Alexei A. Morozov
2011· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
1
citations
venueaboutno affunlabeled
INTELLECTUAL PROPERTY (IP) FOR FUTURE ENGINEERS
Michel Loiselle, Dumitru Olariu
2012· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
1
citations
afffundvenueunlabeled
Visualization Performance Through Simulation Based Learning
Thomas E. Doyle, David Musson, Jon-Michael J. Booth
2012· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Medicine
machine prediction:candidate · noneconsensus · none
1
citations
afffundvenueunlabeled
PROCESS SAFETY MANAGEMENT LEARNING MODULE
Valerie Orr, Shahzad Barghi, Ralph O. Buchal
2015· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Decision Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
1
citations

How this was built: Screen · Findings · About