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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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Studies in fuzziness and soft computing
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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.

63 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.
63 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 63 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 63 of 63 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Advances in Type-2 Fuzzy Sets and Systems
Alireza Sadeghian, Jerry M. Mendel, Hooman Tahayori
2013· book· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
497
citations
affno abstractunlabeled
Neural Probabilistic Language Models
Yoshua Bengio, Holger Schwenk, Jean-Sébastien Senécal, Fréderic Morin, Jean‐Luc Gauvain
2006· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
491
citations
affno abstractunlabeled
Neural Probabilistic Language Models
Yoshua Bengio, Holger Schwenk, Jean-Sébastien Senécal, Fréderic Morin, Jean‐Luc Gauvain
2006· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
132
citations
affunlabeled
Granular Computing Using Information Tables
Yiyu Yao, Ning Zhong
2002· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
100
citations
affno abstractunlabeled
Information Gain, Correlation and Support Vector Machines
Danny Roobaert, Grigoris Karakoulas, Nitesh V. Chawla
2008· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · noneconsensus · none
100
citations
affno abstractunlabeled
Spectral Dimensionality Reduction
Yoshua Bengio, Olivier Delalleau, Nicolas Le Roux, Jean-François Paiement, Pascal Vincent, Marie Claude Ouimet
2006· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · noneconsensus · none
33
citations
affno abstractunlabeled
Fuzzy Transportation and Transshipment Problems
Amarpreet Kaur, Janusz Kacprzyk, Amit Kumar
2019· book· en· Studies in fuzziness and soft computing· Social Sciences
distilled prediction:candidate · noneconsensus · none
19
citations
affno abstractunlabeled
Uncertainty in Computational Perception and~Cognition
Ashu M. G. Solo, Madan M. Gupta
2007· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
17
citations
affno abstractunlabeled
Fuzzy Based Image Segmentation
Otman Basir, Hongwei Zhu, Fakhri Karray
2003· book-chapter· en· Studies in fuzziness and soft computing· Decision Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
13
citations
affunlabeled
Granular Computing in Data Mining
Witold Pedrycz
2001· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
13
citations
affno abstractunlabeled
Observer-Dependent Image Enhancement
Hamid R. Tizhoosh
2003· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
10
citations
affunlabeled
Granular Information Retrieval
S. K. M. Wong, Yiyu Yao, Cory J. Butz
2000· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
10
citations
affno abstractunlabeled
Computation of the MinMax Measure
M. Srikanth, H. K. Kesavan, Peter Roe
2003· book-chapter· en· Studies in fuzziness and soft computing· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
5
citations
affno abstractunlabeled
Fuzzy Sensitivity Analysis and Its Application
Toshihiro Kaino, Kaoru Hirota, Witold Pedrycz
2008· book-chapter· en· Studies in fuzziness and soft computing· Decision Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
4
citations
affunlabeled
Two Values, Three Values, Many Values, No Values
Charles G. Morgan
2003· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · metaepi_narrow
3
citations
affno abstractunlabeled
Fuzzy Neural Networks
Madan M. Gupta, Noriyasu Homma, Zeng-Guang Hou
2008· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affunlabeled
Evolutionary Optimization of Fuzzy Models
Witold Pedrycz, Marek Reformat
2002· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affno abstractunlabeled
Evolving Controllers for Miniature Robots
Michael Botros
2006· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affno abstractunlabeled
Analysis of Word Embeddings Using Fuzzy Clustering
Shahin Atakishiyev, Marek Reformat
2020· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affno abstractunlabeled
Advancements and Applications
Rasoul Sabetahd, Ardashir Mohammadzadeh, Ommegolsoum Jafarzadeh, Hamid Taghavifar, R. Sakthivel, Chunwei Zhang
2025· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · noneconsensus · none
0
citations
afffundno abstractunlabeled
Adaptive Training for Combining Classifier Ensembles
Nayer Wanas, Mohamed S. Kamel
2004· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations

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