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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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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
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aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

159 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.
159 works in the cohort · of 4,299,418page 3 of 4

Labels cover 1 of 159 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 159 of 159 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Attributes of a great requirements engineer
Larissa Pires Barbosa, Sávio Freire, Paulo Maciel, Marcos Kalinowski, Zadia Codabux, Rodrigo Spínola
2024· article· en· Journal of Systems and Software· Computer Science
distilled prediction:candidate · noneconsensus · none
6
citations
afffundunlabeled
API usage templates via structural generalization
May Mahmoud, Robert J. Walker, Jörg Denzinger
2024· article· en· Journal of Systems and Software· Computer Science
distilled prediction:candidate · noneconsensus · none
3
citations
afffundno abstractunlabeled
Preserving knowledge in software projects
Omar Alam, Bram Adams, Ahmed E. Hassan
2012· article· en· Journal of Systems and Software· Computer Science
distilled prediction:candidate · noneconsensus · none
3
citations
fundno affunlabeled
Data catalog tools: A systematic multivocal literature review
Marco Tonnarelli, Indika Kumara, Stefan Driessen, Damian A. Tamburri, Willem‐Jan van den Heuvel, Patrick Oor
2025· article· en· Journal of Systems and Software· Decision Sciences
distilled prediction:candidate · metaresearchconsensus · none
1
citations
afffundno abstractunlabeled
Continuous learning of event-based systems by using pre-conceptual schemas
Paola Andrea Noreña Cardona, Elizabeth Suescún, Carlos Mario Zapata Jaramillo, Bogdan Scaunasu, Geoffrey Elliot, Hans‐Arno Jacobsen +1 more
2025· article· en· Journal of Systems and Software· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About