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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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Manufacturing Process and Optimization
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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.

1,522 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.
1,522 works in the cohort · of 4,299,418page 1 of 31

Labels cover 0 of 1,522 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 1,522 of 1,522 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.

affunlabeled
Manufacturing Automation
Yusuf Altıntaş
2012· book· en· Cambridge University Press eBooks· Engineering
machine prediction:candidate · noneconsensus · none
1,133
citations
affno abstractunlabeled
Integrated Product Development
2019· book-chapter· en· Engineering
machine prediction:candidate · noneconsensus · none
525
citations
afffundunlabeled
Definition and Review of Virtual Prototyping
G. Gary Wang
2002· article· en· Journal of Computing and Information Science in Engineering· Engineering
machine prediction:candidate · noneconsensus · none
284
citations
affno abstractunlabeled
Simultaneous Triangularization
Heydar Radjavi, Peter Rosenthal
2000· book· en· Universitext· Engineering
machine prediction:candidate · noneconsensus · none
201
citations
affunlabeled
Fusion 360 gallery
Karl D. D. Willis, Yewen Pu, Jieliang Luo, Hang Chu, Tao Du, Joseph G. Lambourne +2 more
2021· article· en· ACM Transactions on Graphics· Engineering
machine prediction:candidate · noneconsensus · none
154
citations
affno abstractunlabeled
Complexity of Multi-Disciplinary Design
Tetsuo Tomiyama, Valentina D’Amelio, Jill Urbanic, Waguih ElMaraghy
2007· article· en· CIRP Annals· Engineering
machine prediction:candidate · noneconsensus · none
144
citations
affno abstractunlabeled
EcoDesign and future environmental impacts
Jack Jeswiet, Michael Zwicky Hauschild
2004· article· en· Materials & Design (1980-2015)· Engineering
machine prediction:candidate · noneconsensus · none
125
citations
affunlabeled
Critical Path Segments Scheduling Technique
Tarek Hegazy, Wail Menesi
2010· article· en· Journal of Construction Engineering and Management· Engineering
machine prediction:candidate · noneconsensus · none
59
citations
affno abstractunlabeled
A roadmap for STEP-NC-enabled interoperable manufacturing
Martin Hardwick, Yaoyao Fiona Zhao, Fred Proctor, Aydin Nassehi, Xun Xu, Sid Venkatesh +10 more
2013· article· en· The International Journal of Advanced Manufacturing Technology· Engineering
machine prediction:candidate · noneconsensus · none
57
citations
affno abstractunlabeled
Digital twins for cutting processes
Thomas Bergs, Dirk Biermann, Kaan Erkorkmaz, Rachid M’Saoubi
2023· article· en· CIRP Annals· Engineering
machine prediction:candidate · noneconsensus · none
56
citations
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How this was built: Screen · Findings · About