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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.

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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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Advanced Software Engineering Methodologies
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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.

1,299 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.
1,299 works in the cohort · of 4,299,418page 4 of 26

Labels cover 1 of 1,299 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 1,299 of 1,299 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
Engineering Self-Adaptive Software Systems
Konstantinos Angelopoulos, Alessandro V. Papadopoulos, Vítor E. Silva Souza, John Mylopoulos
2018· article· en· ACM Transactions on Autonomous and Adaptive Systems· Computer Science
machine prediction:candidate · noneconsensus · none
40
citations
affunlabeled
On Composition and Reuse of Aspects
Jörg Kienzle, Yang Yu, Jie Xiong
2003· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
40
citations
affunlabeled
C-CLR
Nieraj Singh, Celina Gibbs, Yvonne Coady
2007· article· en· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
39
citations
affunlabeled
Generative design patterns
S. MacDonald, Duane Szafron, Jonathan Schaeffer, John Anvik, S. Bromling, Kai Tan
2002· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
38
citations
affunlabeled
Separating features in source code: an exploratory study
Gail C. Murphy, Albert Lai, Robert J. Walker, Martin P. Robillard
2005· article· en· Proceedings of the 23rd International Conference on Software Engineering. ICSE 2001· Computer Science
machine prediction:candidate · noneconsensus · none
37
citations
affunlabeled
Horizontal decomposition of Prevayler
Irum Godil, Hans‐Arno Jacobsen
2005· article· en· Conference of the Centre for Advanced Studies on Collaborative Research· Computer Science
machine prediction:candidate · noneconsensus · none
37
citations
affno abstractunlabeled
abc : An Extensible AspectJ Compiler
Pavel Avgustinov, Aske Simon Christensen, Laurie Hendren, Sascha Kuzins, Jennifer Lhoták, Ondřej Lhoták +4 more
2006· book-chapter· en· Lecture notes in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
37
citations
affunlabeled
Self-Adaptation in Industry: A Survey
Danny Weyns, Ilias Gerostathopoulos, Nadeem Abbas, Jesper Andersson, Stefan Biffl, Přemek Brada +10 more
2023· article· en· ACM Transactions on Autonomous and Adaptive Systems· Computer Science
machine prediction:candidate · noneconsensus · none
36
citations
affunlabeled
Dependent advice
Eric Bodden, Feng Chen, Grigore Roşu
2009· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
35
citations
affunlabeled
Agile development
Oualid Ktata, Ghislain Lévesque
2009· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
34
citations
affno abstractunlabeled
Advances in Model-Driven Security
Lucio Levi, Qin Zhang, Phu H. Nguyen, Moussa Amrani, Jacques Klein, Hans Vangheluwe +1 more
2014· book-chapter· en· Advances in computers· Computer Science
machine prediction:candidate · noneconsensus · none
34
citations
affunlabeled
The Requirements Problem for Adaptive Systems
Ivan Jureta, Alexander Borgida, Neil Ernst, John Mylopoulos
2014· article· en· ACM Transactions on Management Information Systems· Computer Science
machine prediction:candidate · noneconsensus · none
33
citations
afffundunlabeled
Merging partial behavioural models
Sebastián Uchitel, Marsha Chećhik
2004· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
machine prediction:candidate · noneconsensus · none
33
citations
affno abstractunlabeled
Autonomic Computing Now You See It, Now You Don’t
Hausi Müller, Holger M. Kienle, Ulrike Stege
2009· book-chapter· en· Lecture notes in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
32
citations
affunlabeled
Structuring operating system aspects
Yvonne Coady, Gregor Kiczales, Mike Feeley, N.C. Hutchinson, Joon Ong
2001· article· en· Communications of the ACM· Computer Science
machine prediction:candidate · noneconsensus · none
31
citations
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