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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 SIGSOFT Software Engineering Notes
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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.

192 results · 1 filter active ·
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20002025
Publication date
Categories
Machine labels · sparse coverage
Evidence
Language
Type
Citations
An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
192 works in the cohort · of 4,299,418page 3 of 4

Labels cover 1 of 192 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 192 of 192 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Abstract only
2011· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
3
citations
affaboutunlabeled
Aspects in Architectural Description
2007· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
3
citations
affunlabeled
Relevant empirical testing research
2004· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
3
citations
affunlabeled
Better performance or better manageability?
2005· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
3
citations
aboutno affunlabeled
Open source application spaces
2005· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearchconsensus · none
3
citations
affunlabeled
Workshop report from Web2SE 2011
2011· article· en· ACM SIGSOFT Software Engineering Notes· Social Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
2
citations
affunlabeled
Genetic Improvement @ ICSE 2020
2020· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
2
citations
affunlabeled
jpf-logic
2023· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
2
citations
affunlabeled
Report on MSR 2005
2005· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
2
citations
affunlabeled
Shadow Program Committee Initiative
2021· article· en· ACM SIGSOFT Software Engineering Notes· Medicine
distilled prediction:candidate · metaresearchconsensus · none
2
citations
affunlabeled
Abstract only
2011· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
1
citations
affunlabeled
DEAS 2005
2005· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
1
citations
affunlabeled
xTAO
2005· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearchconsensus · none
1
citations
affunlabeled
Prioritizing lingering bugs
2018· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
1
citations
fundno affunlabeled
A whole new kind of engineering
2000· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
1
citations
aboutno affunlabeled
Thoughts from a Not-So-Influential Educator
2020· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
1
citations
affunlabeled
DISCOA
2005· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
1
citations
afffundunlabeled
Refinement patterns for ASTD
2012· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearchconsensus · none
1
citations
affunlabeled
SEGarage
2019· article· en· ACM SIGSOFT Software Engineering Notes· Decision Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · insufficient_payload
1
citations
affunlabeled
Implicit context
2000· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
1
citations
affunlabeled
STEP
2002· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearchconsensus · none
1
citations
affunlabeled
SST'19 - Software and Systems Traceability
2019· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
0
citations
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