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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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Rough Sets and Fuzzy Logic
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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.

939 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.
939 works in the cohort · of 4,299,418page 4 of 19

Labels cover 1 of 939 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 939 of 939 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
On normalization of inconsistency indicators in pairwise comparisons
Waldemar W. Koczkodaj, Jean-Pierre Magnot, Jiří Mazurek, James F. Peters, Hojjat Rakhshani, Michael Soltys +3 more
2017· article· en· International Journal of Approximate Reasoning· Computer Science
distilled prediction:candidate · noneconsensus · none
41
citations
affno abstractunlabeled
A Note on Definability and Approximations
Yiyu Yao
2007· book-chapter· en· Lecture notes in computer science· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
41
citations
affno abstractunlabeled
Multiknowledge for decision making
Qingxiang Wu, David Bell, T.M. McGinnity
2004· article· en· Knowledge and Information Systems· Computer Science
distilled prediction:candidate · noneconsensus · none
38
citations
affno abstractgemma · no categorygpt · no categorymodels split
Image Pattern Recognition Using Near Sets
Christopher J. Henry, James F. Peters
2007· book-chapter· en· Lecture notes in computer science· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
38
citations
affno abstractunlabeled
Probabilistic Rough Sets
Yiyu Yao, Salvatore Greco, Roman Słowiński
2015· book-chapter· en· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
37
citations
affno abstractunlabeled
Semantics of Fuzzy Sets in Rough Set Theory
Yiyu Yao
2004· book-chapter· en· Lecture notes in computer science· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
37
citations
affunlabeled
Survey of Rough and Fuzzy Hybridization
Pawan Lingras, Richard Jensen
2007· article· en· Proceedings of ... IEEE International Conference on Fuzzy Systems· Computer Science
distilled prediction:candidate · noneconsensus · none
36
citations
affno abstractunlabeled
Rough support vector regression
Pawan Lingras, Cory J. Butz
2009· article· en· European Journal of Operational Research· Computer Science
distilled prediction:candidate · noneconsensus · none
34
citations
affno abstractunlabeled
FRCM: A fuzzy rough c-means clustering method
Bin Yu, Zijian Zheng, Mingjie Cai, Witold Pedrycz, Weiping Ding
2024· article· en· Fuzzy Sets and Systems· Computer Science
distilled prediction:candidate · scholarly_communicationconsensus · none
32
citations
affno abstractunlabeled
Integrative Levels of Granularity
Yiyu Yao
2009· book-chapter· en· Studies in computational intelligence· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
32
citations
affno abstractunlabeled
Rough Approximations under Level Fuzzy Sets
Wei’ao Liu, JingTao Yao, Yiyu Yao
2004· book-chapter· en· Lecture notes in computer science· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
32
citations

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