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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 13 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.

affno abstractunlabeled
Contributor contact details
Mohsen Miraftab, A. R. Bunsell, Brian Stephen Wong, Xin Wang, Lan Wang, X. Wang +5 more
2009· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Resources and Conclusions
Matthew Guzdial, Sam Snodgrass, Adam Summerville
2025· book-chapter· en· Synthesis lectures on games and computational intelligence· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Contributor contact details
J. Hoorfar, D. Schoder, M. Wagner, F. Allerberger, A.G. Stewart, R. Vivancos +92 more
2012· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Standards in software development and modeling
Marsha Chećhik, Benoît Combemale, Jeff Gray, Bernhard Rumpe⋆
2025· article· en· Software & Systems Modeling· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Verifying BON models with Alloy
Ramiro Demasi, Pablo Ponzio, Pablo F. Castro, Gabriel Alfredo Baum
2005· article· en· Americanae (AECID Library)· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
An IMS DSL Developed at Ericsson
Pascal Potvin, Mario Bonja, Gordon Bailey, Pierre Busnel
2013· book-chapter· en· Lecture notes in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Contributor contact details
Fraser Buchanan, Karen J. L. Burg, David E. Orr, David Lickorish, J. E. Davies, N. Zebardast +21 more
2008· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Contributor contact details
Janet E. M. Lawrence, J. Pou, D. K.Y. Low, D. Toyserkani, W.M. Steen, L. Li +49 more
2010· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
fundno affunlabeled
An empirical evaluation roadmap for iStar 2.0
2016· article· en· RECERCAT (Consorci de Serveis Universitaris de Catalunya)· Computer Science
machine prediction:candidate · metaresearchconsensus · none
0
citations
affno abstractunlabeled
Contributor contact details
Yves Y. Nys, M. Bain, Filip Van Immerseel, P. Magdelaine, N. Yang, H.M. Tukur +38 more
2011· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
afffundvenueunlabeled
A PATTERN-BASED APPROACH TO DISTRIBUTED CONTROL SYSTEM DESIGN
Robert W. Brennan, James Z. Wang, Douglas H. Norrie
2011· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Contributor contact details
Richard S. Blackburn, Phillip M. Fedorak, Ryszard Kozłowski, Przemysław Baraniecki, Jorge Barriga-Bedoya, J.M. Muri +24 more
2005· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Model-Based Development
Juan de Lara, Esther Guerra, Hans Vangheluwe
2011· book-chapter· en· IGI Global eBooks· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Graph Transformation
Nicolas Behr, Daniel Strüber
2022· book· en· Lecture notes in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Contributor contact details
A. Piegari, F. Flory, H. A. Macleod, Pierre G. Verly, Alexander V. Tikhonravov, Tatiana V. Amotchkina +33 more
2013· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Contributor contact details
Christopher Page, M.M. Page, Sidney Diamond, J. J. Brooks, John Bensted, Adrian R. Brough +8 more
2007· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Contributor contact details
E. Ghali, A. Atrens, M. Liu, N.I. Zainal Abidin, T. Zhang, Y. Li +23 more
2011· book-chapter· en· Elsevier eBooks· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Unified Modeling Language Elements
Damian Rouson, Jim Xia, Xiaofeng Xu
2011· other· en· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
UML Infrastructure: Core concepts
Bui Minh Duc
2007· book-chapter· en· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Automata
Béatrice Bérard, Michel Bidoit, Alain Finkel, François Laroussinie, Antoine Petit, Laure Petrucci +2 more
2001· book-chapter· en· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations

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