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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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ACM Transactions on Software Engineering and Methodology
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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.

200 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.
200 works in the cohort · of 4,299,418page 1 of 4

Labels cover 1 of 200 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 200 of 200 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Reducing the effort of bug report triage
John Anvik, Gail C. Murphy
2011· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
281
citations
affunlabeled
Representing concerns in source code
Martin P. Robillard, Gail C. Murphy
2007· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
215
citations
affunlabeled
Multi-valued symbolic model-checking
Marsha Chećhik, Benet Devereux, Steve Easterbrook, Arie Gurfinkel
2003· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
188
citations
affunlabeled
Status Quo in Requirements Engineering
Stefan Wagner, Daniel Méndez, Michael Felderer, Antonio Vetrò, Marcos Kalinowski, Roel Wieringa +17 more
2019· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
112
citations
affunlabeled
Peer Review on Open-Source Software Projects
Peter C. Rigby, Daniel M. Germán, Laura Cowen, Margaret‐Anne Storey
2014· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
108
citations
affunlabeled
Topology analysis of software dependencies
Martin P. Robillard
2008· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
106
citations
affunlabeled
aToucan
Tao Yue, Lionel Briand, Yvan Labiche
2015· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
98
citations
affunlabeled
Recommending Adaptive Changes for Framework Evolution
Barthélémy Dagenais, Martin P. Robillard
2011· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
98
citations
afffundunlabeled
Developing Cost-Effective Blockchain-Powered Applications
Abdullah Ahmad Zarir, Gustavo A. Oliva, Zhen Ming Jiang, Ahmed E. Hassan
2021· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
95
citations
affunlabeled
Systematizing pragmatic software reuse
Reid Holmes, Robert J. Walker
2012· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
88
citations
affunlabeled
Clone region descriptors
Ekwa Duala-Ekoko, Martin P. Robillard
2010· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
70
citations
affunlabeled
Arachne: Search-Based Repair of Deep Neural Networks
Jeongju Sohn, Sungmin Kang, Shin Yoo
2022· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
65
citations
afffundunlabeled
Degree-of-knowledge
Thomas Fritz, Gail C. Murphy, Emerson Murphy-Hill, Jingwen Ou, Emily Hill
2014· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
61
citations
affunlabeled
How Should I Improve the UI of My App?
Qiuyuan Chen, Chunyang Chen, Safwat Hassan, Zhengchang Xing, Xin Xia, Ahmed E. Hassan
2021· article· en· ACM Transactions on Software Engineering and Methodology· Social Sciences
distilled prediction:candidate · metaresearchconsensus · none
52
citations
afffundunlabeled
Quantum Software Engineering: Roadmap and Challenges Ahead
Juan M. Murillo, José Garcí­a-Alonso, Enrique Moguel, Johanna Barzen, Frank Leymann, Shaukat Ali +10 more
2025· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
51
citations
affunlabeled
The value of design rationale information
Davide Falessi, Lionel Briand, Giovanni Cantone, Rafael Capilla, Philippe Kruchten
2013· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
45
citations
afffundunlabeled
Visualizing Distributed System Executions
Ivan Beschastnikh, Perry Liu, Albert Xing, Patty Wang, Yuriy Brun, Michael D. Ernst
2020· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
41
citations
affunlabeled
Automatic Programming: Large Language Models and Beyond
Michael R. Lyu, Baishakhi Ray, Abhik Roychoudhury, Shin Hwei Tan, Patanamon Thongtanunam
2024· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
33
citations
affunlabeled
Weak Alphabet Merging of Partial Behavior Models
Dario Fischbein, Nicolás D’Ippolito, Greg Brunet, Marsha Chećhik, Sebastián Uchitel
2012· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
32
citations
affunlabeled
Towards a Consistent Interpretation of AIOps Models
Yingzhe Lyu, Gopi Krishnan Rajbahadur, Dayi Lin, Boyuan Chen, Zhen Ming Jiang
2021· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · noneconsensus · none
28
citations
afffundunlabeled
Communicating Study Design Trade-offs in Software Engineering
Martin P. Robillard, Deeksha M. Arya, Neil Ernst, Jin Guo, Maxime Lamothe, Mathieu Nassif +4 more
2024· article· en· ACM Transactions on Software Engineering and Methodology· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
25
citations
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