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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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Digital Transformation in Industry
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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
fundfunder
venuejournal
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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.

948 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.
948 works in the cohort · of 4,299,418page 10 of 19

Labels cover 6 of 948 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 948 of 948 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Examining model qualities and their impact on digital twins
Bentley Oakes, Cláudio Gomes, Peter Gorm Larsen, Joachim Denil, Julien Deantoni, João Cambeiro +1 more
2023· article· en· PolyPublie (École Polytechnique de Montréal)· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affunlabeled
Guest Editorial Circuits and Systems for Industry X.0 Applications
Chi‐Tsun Cheng, Jörg F. Wollert, Xi Chen, Abraham O. Fapojuwo
2023· editorial· en· IEEE Journal on Emerging and Selected Topics in Circuits and Systems· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
2
citations
affno abstractunlabeled
Virtual Twin for the Smart Factory as a Tool to Enable Robotics Skills Acquisition
Carlos Vázquez Hurtado, Edison Altamirano-Avila, Consuelo Rodriguez-Padilla, Rafiq Ahmad, José I. Gómez Quiñones, José Manuel Rodríguez-Delgado +1 more
2024· book-chapter· en· Lecture notes in networks and systems· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affno abstractunlabeled
Distributed Approach for Integration in Industrial Systems
Sylvain Lacroix, Benoît Eynard, Julien Le Duigou, Xavier Godart, Christophe Danjou
2023· book-chapter· en· IFIP advances in information and communication technology· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations

How this was built: Screen · Findings · About