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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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Machine Learning and Data Classification
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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.

559 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.
559 works in the cohort · of 4,299,418page 1 of 12

Labels cover 1 of 559 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 559 of 559 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

fundno affunlabeled
Semi-Supervised Learning
2006· book· en· The MIT Press eBooks· Computer Science
distilled prediction:candidate · noneconsensus · none
4,308
citations
fundno affunlabeled
Automated Machine Learning
2019· book· en· ˜The œSpringer series on challenges in machine learning· Computer Science
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
1,396
citations
affunlabeled
Auto-WEKA
2013· article· en· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
1,321
citations
affunlabeled
Density Estimation Using Real NVP
2016· preprint· en· arXiv (Cornell University)· Computer Science
distilled prediction:candidate · noneconsensus · none
793
citations
affunlabeled
Evaluating Learning Algorithms
2011· book· en· Cambridge University Press eBooks· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
753
citations
affunlabeled
Maxout Networks
2013· article· en· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
607
citations
affunlabeled
Multi-Task Bayesian Optimization
2013· article· en· Digital Access to Scholarship at Harvard (DASH) (Harvard University)· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · scholarly_communication
452
citations
affunlabeled
Maxout Networks
2013· preprint· en· Computer Science
distilled prediction:candidate · noneconsensus · none
451
citations
affunlabeled
Boosting Neural Networks
2000· article· en· Neural Computation· Computer Science
distilled prediction:candidate · noneconsensus · none
303
citations
affunlabeled
ActiveClean
2016· article· en· Proceedings of the VLDB Endowment· Computer Science
distilled prediction:candidate · noneconsensus · none
244
citations
affunlabeled
Programming by optimization
2012· article· en· Communications of the ACM· Computer Science
distilled prediction:candidate · open_scienceconsensus · open_science
226
citations
affno abstractunlabeled
Lectures on the Nearest Neighbor Method
2015· book· en· Springer series in the data sciences· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · none
224
citations
fundno affunlabeled
84 Automated machine learning
2020· book-chapter· en· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
96
citations
affunlabeled
The Principles of Data-Centric AI
2023· article· en· Communications of the ACM· Computer Science
distilled prediction:candidate · metaresearch+open_scienceconsensus · open_science
91
citations
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How this was built: Screen · Findings · About