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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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Color Science and Applications
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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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aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

408 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
408 works in the cohort · of 4,299,418page 4 of 9

Labels cover 1 of 408 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 408 of 408 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.

afffundunlabeled
Gaussian-Based Hue Descriptors
Hamidreza Mirzaei, Brian Funt
2015· article· en· IEEE Transactions on Pattern Analysis and Machine Intelligence· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
5
citations
venueno affunlabeled
Enhancing Color Selection in HSV Color Space
Toni Kusnandar, Judhi Santoso, Kridanto Surendro
2024· article· fr· Ingénierie des systèmes d information· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
5
citations
affunlabeled
Cascading convolutional temporal color constancy
Matteo Rizzo, Cristina Conati, Daesik Jang, Hui Hu
2023· article· en· Journal of Electronic Imaging· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
4
citations
afffundunlabeled
Multispectral color constancy: real image tests
Milan Mosny, Brian Funt
2007· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Dynamic length colour palettes
Mahmoud Afifi
2019· article· en· Electronics Letters· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
4
citations
afffundunlabeled
Multispectral Colour Constancy
Milan Mosny, Brian Funt
2006· article· en· Color and Imaging Conference· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Maximum Entropy Models of Surace Reflectance Spectra
James J. Clark, Sandra Skaff
2006· article· en· 2005 IEEE Instrumentationand Measurement Technology Conference Proceedings· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
4
citations
afffundunlabeled
Intersecting Color Manifolds
Brian Funt, Hamidreza Mirzaei
2011· article· en· Color and Imaging Conference· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
3
citations
affno abstractunlabeled
White Balance
Rajeev Ramanath, Mark S. Drew
2014· book-chapter· en· Physics and Astronomy
machine prediction:candidate · insufficient_payloadconsensus · none
3
citations
afffundunlabeled
Design of Farthest-Point Masks for Image Halftoning
Reza Shahidi, Cecilia Moloney, Giovanni Ramponi
2004· article· en· EURASIP Journal on Advances in Signal Processing· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Polymer Color Properties: Neural Network Modeling
Usman Saeed, Jamal Alsadi, Sharif Ahmad, Ghaus Rizvi, Daniel Ross
2014· article· en· Advances in Polymer Technology· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Neutralizing paintings with a projector
Ian E. Bell
2003· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
3
citations
aboutno affunlabeled
Visual perception of surface wetness
Masataka Sawayama, Shin’ya Nishida
2015· article· en· Journal of Vision· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
3
citations
afffundunlabeled
Auto White-Balance Correction for Mixed-Illuminant Scenes
Mahmoud Afifi, Marcus A. Brubaker, Michael S. Brown
2022· preprint· en· 2022 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Color Space Identification for Image Display
Martin Vézina, Djemel Ziou, Fatma Kerouh
2015· book-chapter· en· Lecture notes in computer science· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
2
citations
afffundunlabeled
Off the beaten path with total internal reflection
Lorne Whitehead, Michele Mossman
2006· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
2
citations

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