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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 and Design Patterns
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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.

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

Labels cover 0 of 120 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 120 of 120 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
Towards a Pattern Language for Networked Learning
Peter Goodyear, Paris Avgeriou, Rune Baggetun, Sonia Bartoluzzi, Symeon Retalis, Frans Ronteltap +1 more
2004· article· en· Proceedings of the International Conference on Networked Learning· Social Sciences
machine prediction:candidate · noneconsensus · none
80
citations
afffundunlabeled
Evaluating pattern catalogs
Maria Cutumisu, Curtis Onuczko, Duane Szafron, Jonathan Schaeffer, Matthew McNaughton, T. Roy +2 more
2006· article· en· Social Sciences
machine prediction:candidate · noneconsensus · none
17
citations
affunlabeled
ANALYSIS PATTERNS
Martin Fowler
2000· book-chapter· en· Cambridge University Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
14
citations
affno abstractunlabeled
Deciding on a Pattern
Jonathan C. McPhail, Dwight Deugo
2001· book-chapter· en· Lecture notes in computer science· Social Sciences
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
HCI pattern semantics in XML
Ashraf Gaffar, Ahmed Seffah, John Andrew van der Poll
2005· article· en· ACM SIGSOFT Software Engineering Notes· Social Sciences
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Pedagogical Patterns for Online Learning
Luca Botturi, Karen Belfer
2003· article· en· reroDoc Digital Library· Social Sciences
machine prediction:candidate · noneconsensus · none
9
citations
fundno affno abstractunlabeled
Middleware 2001
2001· book· en· Lecture notes in computer science· Social Sciences
machine prediction:candidate · noneconsensus · none
7
citations
affaboutunlabeled
A Dream Project Turns Nightmare
Vital Roy, Benoit A. Aubert
2003· book-chapter· en· Cases on information technology series· Social Sciences
machine prediction:candidate · noneconsensus · none
6
citations
affunlabeled
Interactive embedded examples
Michael Bruce-Lockhart, Theodore S. Norvell
2006· article· en· ACM SIGCSE Bulletin· Social Sciences
machine prediction:candidate · noneconsensus · none
4
citations
affunlabeled
An approach for classifying design artifacts
Sébastien Adam, Ghizlane El Boussaidi, Alain Abran
2015· article· en· Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge Engineering· Social Sciences
machine prediction:candidate · noneconsensus · none
3
citations
affaboutunlabeled
Multimodal navigation technology assessment
Anulipt Chandan, Edward J. KRAKIWSKY, G. Lachapelle, K. P. Schwarz
2003· article· en· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
Ajax timelines and the semantic web
Ben Martin
2007· article· en· Linux journal· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affvenueunlabeled
Asana (Product Review)
Caroline Monnin
2020· article· en· Journal of the Canadian Health Libraries Association / Journal de l Association de bilbiothèques de la santé du Canada· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
A pattern language of call processing
Greg Utas
2001· book· en· Cambridge University Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
A Taxonomy of Software Types
Andrew Forward, Timothy C. Lethbridge
2008· article· en· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Interactive embedded examples
Michael Bruce-Lockhart, Theodore S. Norvell
2006· article· en· Proceedings of the 11th annual SIGCSE conference on Innovation and technology in computer science education· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
INTRODUCTION
Dwight Deugo
2000· book-chapter· en· Cambridge University Press eBooks· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Visual Basic 2005 for programmers
Paul J. Deitel, Harvey M. Deitel
2006· book· en· CERN Document Server (European Organization for Nuclear Research)· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations

How this was built: Screen · Findings · About