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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.

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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 ·
Categories
Machine labels · sparse coverage
Evidence
An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
192 works in the cohort · of 4,299,418page 1 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
Performance modeling from software components
2004· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
126
citations
affunlabeled
Autonomic computing
2005· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
123
citations
afffundunlabeled
Global software development
2003· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
85
citations
affunlabeled
Technical debt
2013· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrow+insufficient_payloadconsensus · none
84
citations
affaboutunlabeled
Cultural patterns in software process mishaps
2005· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
61
citations
affunlabeled
Architectural knowledge and rationale
2007· article· en· ACM SIGSOFT Software Engineering Notes· Engineering
distilled prediction:candidate · metaresearchconsensus · none
56
citations
affunlabeled
ACM SIGSOFT Empirical Standards Released
2021· article· en· ACM SIGSOFT Software Engineering Notes· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · metaresearch+insufficient_payload
52
citations
affunlabeled
Effects of agile practices on social factors
2005· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
46
citations
affunlabeled
Strathcona example recommendation tool
2005· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
34
citations
affunlabeled
Technical debt in software development
2012· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
34
citations
afffundunlabeled
Merging partial behavioural models
2004· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
33
citations
affunlabeled
SableSpMT
2005· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearchconsensus · none
32
citations
affunlabeled
SCQL
2005· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
30
citations
affunlabeled
Aspect-oriented programming
2001· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
29
citations
affunlabeled
Composing features and resolving interactions
2000· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
18
citations
affunlabeled
WoSEF
2001· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
17
citations
afffundunlabeled
Designing robust Java programs with exceptions
2000· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
17
citations
affunlabeled
Global software development
2004· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
15
citations
affunlabeled
Towards using architectural knowledge
2009· article· en· ACM SIGSOFT Software Engineering Notes· Computer Science
distilled prediction:candidate · metaresearchconsensus · none
12
citations
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How this was built: Screen · Findings · About