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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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Flexible and Reconfigurable Manufacturing Systems
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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.

238 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.
238 works in the cohort · of 4,299,418page 2 of 5

Labels cover 0 of 238 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 238 of 238 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
Intelligent control for holonic manufacturing systems
S. Balasubramanian, X. Zhang, Douglas H. Norrie
2000· article· en· Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture· Engineering
machine prediction:candidate · noneconsensus · none
11
citations
affno abstractunlabeled
Flexible Manufacturing System
Hoda ElMaraghy, Alessandra Caggiano
2016· book-chapter· en· Engineering
machine prediction:candidate · noneconsensus · none
6
citations
affunlabeled
PLM perspectives in mechatronic systems design
Matthieu Bricogne, Nadège Troussier, Louis Rivest, Benoît Eynard
2010· preprint· en· HAL (Le Centre pour la Communication Scientifique Directe)· Engineering
machine prediction:candidate · noneconsensus · none
5
citations
affunlabeled
Reactive business processes for factory automation
Domnic Savio, Stamatis Karnouskos, Luciana Moreira Sá de Souza, Vlad Trifa, Dominique Guinard, Patrik Spieß
2009· article· en· Engineering
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Product driven quality control
Adeline Motte, Samuel Bassetto
2012· article· en· Engineering
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
IEC 61499 and the Promise of Holonic Systems
Robert W. Brennan, Guolin Lyu
2019· book-chapter· en· Lecture notes in computer science· Engineering
machine prediction:candidate · noneconsensus · none
2
citations

How this was built: Screen · Findings · About