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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.

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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 32 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.

afffundvenueaboutunlabeled
Student Perceptions of "Tech Stewardship"
Kari Zacharias, Jillian Seniuk Cicek, Paula Rodrigues Affonso Alves, Fenella Amarasinghe, Jeffrey Harris, Renato Rodrigues +2 more
2025· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Decision Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
INTERRUPTED CASE STUDIES IN MATERIALS ENGINEERING
Marta Cerruti
2019· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
WHO SHOULD BE GUIDING ENGINEERING EDUCATION?
Jason Foster
2011· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
Student experiences of interdisciplinary teamwork
Jeffrey D. Harris
2025· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
AI Enabled Automated Student Q&A Tool: Prof Notes AI
Amanullah Asim, Juaquin Ramirez-Medina, Alidad Amirfazli
2025· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
afffundvenueaboutunlabeled
Joining students on their SLICCs journey
Mary Ann Robinson, Katherine Lithgow, Carolyn MacGregor
2022· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affvenueaboutunlabeled
Engineering Outreach Using a Hands-On Case Study Approach
Martin Scherer, Lindsay Brock, Steve Lambert
2011· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
afffundvenueunlabeled
DESIGN PROBLEM PERCEPTION IN ENGINEERING DESIGN TEAMS
Amirali Ommi, Yong Zeng, Catharine Marsden
2018· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
CLASSROOM ASSESSMENT AND DESIGN EDUCATION
Robert W. Brennan
2011· 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