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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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IEEE Transactions on Software Engineering
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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.

213 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.
213 works in the cohort · of 4,299,418page 2 of 5

Labels cover 1 of 213 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 213 of 213 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
Usability through Software Design
Laura Carvajal, Ana M. Moreno, Marı́a-Isabel Sánchez-Segura, Ahmed Seffah
2013· article· en· IEEE Transactions on Software Engineering· Computer Science
machine prediction:candidate · noneconsensus · none
64
citations
afffundunlabeled
Template semantics for model-based notations
Jianwei Niu, Joanne M. Atlee, Nancy A. Day
2003· article· en· IEEE Transactions on Software Engineering· Computer Science
machine prediction:candidate · noneconsensus · none
58
citations
affunlabeled
Which Commits Can Be CI Skipped?
Rabe Abdalkareem, Suhaib Mujahid, Emad Shihab, Juergen Rilling
2019· article· en· IEEE Transactions on Software Engineering· Computer Science
machine prediction:candidate · noneconsensus · none
55
citations
affunlabeled
A Study of Feature Scattering in the Linux Kernel
Leonardo Passos, Rodrigo Queiroz, Mukelabai Mukelabai, Thorsten Berger, Sven Apel, Krzysztof Czarnecki +1 more
2018· article· en· IEEE Transactions on Software Engineering· Computer Science
machine prediction:candidate · noneconsensus · none
52
citations
afffundunlabeled
Dependency Smells in JavaScript Projects
Abbas Javan Jafari, Diego Elias Costa, Rabe Abdalkareem, Emad Shihab, Nikolaos Tsantalis
2021· article· en· IEEE Transactions on Software Engineering· Computer Science
machine prediction:candidate · noneconsensus · none
51
citations
affunlabeled
Engineering of Framework-Specific Modeling Languages
Michał Antkiewicz, Krzysztof Czarnecki, Matthew Stephan
2009· article· en· IEEE Transactions on Software Engineering· Computer Science
machine prediction:candidate · noneconsensus · none
50
citations
affunlabeled
A Study of C/C++ Code Weaknesses on Stack Overflow
Haoxiang Zhang, Shaowei Wang, Heng Li, Tse-Hsun Chen, Ahmed E. Hassan
2021· article· en· IEEE Transactions on Software Engineering· Computer Science
machine prediction:candidate · noneconsensus · none
48
citations
affunlabeled
Pluto: Exposing Vulnerabilities in Inter-Contract Scenarios
Fuchen Ma, Zhenyang Xu, Meng Ren, Zijing Yin, Yuanliang Chen, Lei Qiao +4 more
2021· article· en· IEEE Transactions on Software Engineering· Computer Science
machine prediction:candidate · noneconsensus · none
47
citations
affunlabeled
Whitening SOA Testing via Event Exposure
Chunyang Ye, Hans‐Arno Jacobsen
2013· article· en· IEEE Transactions on Software Engineering· Computer Science
machine prediction:candidate · noneconsensus · none
33
citations
affunlabeled
Studying the Impact of Noises in Build Breakage Data
Taher A. Ghaleb, Daniel Alencar da Costa, Ying Zou, Ahmed E. Hassan
2019· article· en· IEEE Transactions on Software Engineering· Computer Science
machine prediction:candidate · noneconsensus · none
28
citations
fundno affunlabeled
Metamorphic Testing for Web System Security
Nazanin Bayati Chaleshtari, Fabrizio Pastore, Arda Göknil, Lionel Briand
2023· article· en· IEEE Transactions on Software Engineering· Computer Science
machine prediction:candidate · noneconsensus · none
25
citations

How this was built: Screen · Findings · About