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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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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.

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.

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 9 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
Comparing call graphs
Ondřej Lhoták
2007· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
62
citations
affunlabeled
The MSR Cookbook: Mining a decade of research
Hadi Hemmati, Sarah Nadi, Olga Baysal, Oleksii Kononenko, Wei Wang, Reid Holmes +1 more
2013· article· en· Computer Science
machine prediction:candidate · metaresearch+bibliometricsconsensus · none
62
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
machine prediction:candidate · noneconsensus · none
61
citations
affunlabeled
Clone Refactoring with Lambda Expressions
Nikolaos Tsantalis, Davood Mazinanian, Shahriar Rostami
2017· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
61
citations
fundno affunlabeled
Humans in the traceability loop
Jane Huffman Hayes, Alex Dekhtyar
2005· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
60
citations
afffundunlabeled
Explicit programming
Avi Bryant, Andrew Catton, Kris De Volder, Gail C. Murphy
2002· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
59
citations
affno abstractunlabeled
Qualitative research in software engineering
Tore Dybå, Rafael Prikladnicki, Kari Rönkkö, Carolyn Seaman, Jonathan Sillito
2011· article· en· Empirical Software Engineering· Computer Science
machine prediction:candidate · metaresearchconsensus · none
59
citations

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