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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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Software Engineering Research
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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.

3,468 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.
3,468 works in the cohort · of 4,299,418page 14 of 70

Labels cover 10 of 3,468 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 3,468 of 3,468 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
Temporal analysis of API usage concepts
Gias Uddin, Barthélémy Dagenais, Martin P. Robillard
2012· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
41
citations
affunlabeled
A linked data platform for mining software repositories
Iman Keivanloo, Christopher Forbes, Aseel Hmood, Mostafa Erfani, Christopher Neal, George Peristerakis +1 more
2012· article· en· Mining Software Repositories· Computer Science
machine prediction:candidate · noneconsensus · none
41
citations
afffundunlabeled
JDeodorant
Davood Mazinanian, Nikolaos Tsantalis, Raphael Stein, Zackary Valenta
2016· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
40
citations
afffundunlabeled
Suade: Topology-Based Searches for Software Investigation
Frédéric Weigand Warr, Martin P. Robillard
2007· article· en· Proceedings/Proceedings - International Conference on Software Engineering· Computer Science
machine prediction:candidate · noneconsensus · none
39
citations
affunlabeled
Classifying stack overflow posts on API issues
Md Ahasanuzzaman, Muhammad Asaduzzaman, Chanchal K. Roy, Kevin A. Schneider
2018· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
38
citations
affunlabeled
Extracting rights and obligations from regulations
Nadzeya Kiyavitskaya, Nicola Zeni, Travis D. Breaux, Annie I. Antón, James R. Cordy, Luisa Mich +1 more
2007· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
38
citations
affunlabeled
JQuery
Edward J. McCormick, Kris De Volder
2004· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
38
citations
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