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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
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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.

2,158 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 31 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.

affvenueaboutunlabeled
Re-Socializing First Year Engineering
J. Frey, Randi Strunk
2025· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
afffundvenueaboutunlabeled
A Teacher's Experience with Virtual Programming Lab
James Andrew Smith
2024· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affvenueaboutunlabeled
A Review of the Civil Engineering Capstone Curriculum
Kiara Mavalwala, John Gales
2025· review· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
DEVELOPMENTOF ANALYTIC RUBRICS FOR COMPETENCY ASSESSMENT
Nikita Dawe, Gayle Lesmond, Susan McCahan, Lisa Romkey
2015· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affvenueaboutunlabeled
The Impact of Student Location in a Global Design Project
Keilah Maria Bias, Daniel Larsen, Libby Osgood
2017· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
afffundvenueunlabeled
DEVELOPMENT OF AN ENGINEERING PORTFOLIO SYSTEM
Warren Stiver, Jerry An, Ben Millen, Ryan Connors, Katherine Sorensen
2011· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
Online learning: Best practices in practice
Angela van Barneveld
2018· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affvenueaboutunlabeled
“ENGINEER”: WHAT DOES IT MEAN TO OUR STUDENTS?
Sylvie Doré, Daniel Forgues, Éric Francoeur
2011· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
Bridging Research and Education through the Case Method
David Effa, Steve Lambert, Eihab Abdel‐Rahman
2015· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
afffundvenueaboutunlabeled
DBDB: A DATABASE FOR DESIGN BIBLIOGRAPHY
Jorge Angeles, Marika Azimakopulos, David McKnight, Alexei A. Morozov
2011· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
The Rube Goldberg Experiment: Year 2
David deMontigny, Heidi Smithson
2010· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
0
citations
afffundvenueunlabeled
AN INTEGRATIVE PROJECT IN MICROPROCESSOR INTERFACES
Allyson Giannikouris, Chris Rennick
2019· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About