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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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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.

425 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.
425 works in the cohort · of 4,299,418page 1 of 9

Labels cover 1 of 425 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 425 of 425 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.

affno abstractunlabeled
Adaptable Design
Peihua Gu, M. Hashemian, A.Y.C. Nee
2004· article· en· CIRP Annals· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
195
citations
affno abstractunlabeled
Modelling of Manufacturing Systems Complexity
Waguih ElMaraghy, Jill Urbanic
2003· article· en· CIRP Annals· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
148
citations
afffundno abstractunlabeled
A strategic framework for networked manufacturing
Benoît Montreuil, Jean‐Marc Frayret, Sophie D’Amours
2000· article· en· Computers in Industry· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
134
citations
affno abstractunlabeled
Manufacturing Systems Configuration Complexity
H.A. ElMaraghy, Onur Kuzgunkaya, Jill Urbanic
2005· article· en· CIRP Annals· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
125
citations
affunlabeled
Adaptable design: Concepts, methods, and applications
Peihua Gu, Deyi Xue, A.Y.C. Nee
2009· article· en· Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
109
citations
affunlabeled
Absorptive capacity and mass customization capability
Min Zhang, Xiande Zhao, Marjorie A. Lyles, Hangfei Guo
2015· article· en· International Journal of Operations & Production Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
93
citations
afffundunlabeled
Design for Product Adaptability
Li Yi, Deyi Xue, Peihua Gu
2008· article· en· Concurrent Engineering· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
83
citations
affno abstractunlabeled
Modelling the evolution of uncertainty levels during design
David C. Wynn, Khadidja Grebici, P. John Clarkson
2011· article· en· International Journal on Interactive Design and Manufacturing (IJIDeM)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
70
citations
affno abstractunlabeled
Flexible platform component design under uncertainty
Eun Suk Suh, Olivier de Weck, Il Yong Kim, David S. Chang
2007· article· en· Journal of Intelligent Manufacturing· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
58
citations
aboutno affunlabeled
Configurations in operations: an emerging area of study
Kenneth K. Boyer, Cecil Bozarth, Christopher McDermott
2000· article· en· Journal of Operations Management· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
44
citations
affno abstractunlabeled
Methodology for reconfigurable fixture architecture design
Waguih ElMaraghy, Thomas Ditlev Brunoe, Ann-Louise Andersen, Kjeld Nielsen
2018· article· en· CIRP journal of manufacturing science and technology· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
43
citations
affunlabeled
Data Mining for Subassembly Selection
Bruno Agard, Andrew Kusiak
2004· article· en· Journal of Manufacturing Science and Engineering· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
42
citations

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