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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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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
fundfunder
venuejournal
aboutaboutness

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
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Categories
Machine labels · sparse coverage
Evidence
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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 4 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.

aboutno affunlabeled
Advances in multicore software engineering
2009· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
0
citations
affunlabeled
MSR4P&S 2022 Workshop Summary
2023· article· en· ACM SIGSOFT Software Engineering Notes· Social Sciences
distilled prediction:candidate · metaresearchconsensus · none
0
citations
affunlabeled
Book review
2009· article· en· ACM SIGSOFT Software Engineering Notes
distilled prediction:candidate · metaresearch+metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
SERP4IoT'21 Workshop Report
2021· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
An Interview with Lionel Briand - ACM Fellow 2020
2021· article· en· ACM SIGSOFT Software Engineering Notes· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
0
citations
affunlabeled
Reflections on CSEE&T 2006
2006· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
An Interview with Gail Murphy - 2023 SIGSOFT Awardee
2023· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrow+insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Strategies for "Socially Distant"
2022· article· en· ACM SIGSOFT Software Engineering Notes· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
0
citations
affunlabeled
Just-in-time concern modeling
2005· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
0
citations
affunlabeled
Presentation patterns
2013· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearchconsensus · none
0
citations
affunlabeled
ASE4Games 2021 Workshop Summary
2022· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
0
citations
affunlabeled
ACM SIGSOFT FSE 2014 Conference Summary
2015· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Workshop Summary
2019· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
0
citations
affunlabeled
Abstract only
2011· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Software engineering education (SEEd)
2006· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
0
citations
affunlabeled
SERP4IoT'24 Workshop Report
2024· article· en· ACM SIGSOFT Software Engineering Notes· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
0
citations

How this was built: Screen · Findings · About