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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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Image and Signal Denoising Methods
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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.

1,335 results · 1 filter active ·
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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.
1,335 works in the cohort · of 4,299,418page 11 of 27

Labels cover 0 of 1,335 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 1,335 of 1,335 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Image De-blurring Using Shearlets
Amirhossein Firouzmanesh, Pierre Boulanger
2012· article· en· Computer Science
distilled prediction:candidate · noneconsensus · none
7
citations
affunlabeled
An adaptive Monte Carlo approach to nonlinear image denoising
Alexander Wong, Akshaya Mishra, Paul Fieguth, David A. Clausi
2008· article· en· Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
7
citations
affunlabeled
Edge-Based Perceptual Image Coding
Yi Niu, Xiaolin Wu, Guangming Shi, Xiaotian Wang
2011· article· en· IEEE Transactions on Image Processing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
7
citations
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