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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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Model-Driven Software Engineering Techniques
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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.

695 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.
695 works in the cohort · of 4,299,418page 11 of 14

Labels cover 3 of 695 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 695 of 695 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.

venueno affno abstractunlabeled
10.1016/b978-0-08-057206-2.50026-7
2000· book-chapter· en· Time to knit· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Model Driven Prototyping with Modelibra
Dzenan Ridjanovic
2011· book-chapter· en· Communications in computer and information science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Classes, Objects, and Namespaces
Michel de Champlain, Brian G. Patrick
2003· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Dimensions of UML Diagram Use
Brian Dobing, Jeffrey Parsons
2011· book-chapter· en· IGI Global eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Contributor contact details
Francisco A. Tómas‐Barberán, María I. Gil, Indu Bala Jaganath, Alan Crozier, Liisa Lähteenmäki, Julian Mellentin +32 more
2008· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Contributor contact details
John E. Blundell, France Bellisle, Didier Chapelot, Erik Näslund, Per M. Hellström, Susanne E. la Fleur +27 more
2013· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Session details: Redefining surfaces
Mark Hancock
2013· article· en· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
venueno affno abstractunlabeled
Notes on the Support of t-Designs.
M. Ariannejad, Maryam Emami
2012· article· en· Ars Combinatoria· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Software Language Engineering: Preface
Mark van den Brand, Dragan Gašević, Jeff Gray
2010· article· en· TU/e Research Portal· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Contributor contact details
Makoto P. Kato, Arimitsu Usuki, Ole Becker, George P. Simon, Suprakas Sinha Ray, Mosto Bousmina +39 more
2006· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Contributor contact details
D. Gupta, N. Zakaria, M. Kouchi, E. Paquet, H.L. Viktor, J. Bougourd +7 more
2014· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Contributor contact details
Vistasp M. Karbhari, Luke S. Lee, L. Hollaway, Khaled Soudki, A. Rebecca, Dan M. Frangopol +6 more
2011· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
fundno affunlabeled
Balancing Act: Constraining Disparate Impact in Sparse Models
Meraj Hashemizadeh, Juan Ramírez, Rohan Sukumaran, Golnoosh Farnadi, Simon Lacoste-Julien, Jose Gallego-Posada
2023· preprint· en· arXiv (Cornell University)· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Minimal-change Integrity Maintenance
2009· book-chapter· en· Encyclopedia of Database Systems· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Creating UX Design Documentation
Tom Green, Kevin Brandon
2024· book-chapter· en· Design Thinking· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
PolyDebug: A Framework for Polyglot Debugging
Philémon Houdaille, Djamel Eddine Khelladi, Benoit Combemale, Gunter Mussbacher, Tijs van der Storm
2025· article· en· The Art Science and Engineering of Programming· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Rapid Prototyping in EpiMDE
2025· article· en· Zenodo (CERN European Organization for Nuclear Research)· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Rapid Prototyping in EpiMDE
2025· article· en· Zenodo (CERN European Organization for Nuclear Research)· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Simplified Domain-Specific Modeling
Adam Bochenek, Jarosław Protasiewicz, Witold Pedrycz
2025· preprint· en· SSRN Electronic Journal· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Contributor contact details
Saptarshi Kundu, Debashis Naskar, Rajesh Barua, Amit Ghosh, Saikat Das, U. Bora +38 more
2014· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Contributor contact details
Paula Gomes, Valentina Vitiello, Ka‐Wai Kwok, Guang Yang, Neil Glossop, Tyler Cossetto +31 more
2012· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations

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