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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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Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE
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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.

4,839 results · 1 filter active ·
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20002018
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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.
4,839 works in the cohort · of 4,299,418page 26 of 97

Labels cover 3 of 4,839 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 4,839 of 4,839 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.

affunlabeled
Virtualizing a Byzantine Crypt: challenge and impact
J.‐A. Beraldin, Michel Picard, Sabry F. El-Hakim, Guy Godin, Virginia Valzano, Adriana Bandiera
2003· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
5
citations
affunlabeled
Spline filter for target tracking
Donna L. Kocherry, Ratnasingham Tharmarasa, T. Kirubarajan
2010· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Computer Science
machine prediction:candidate · noneconsensus · none
5
citations
aboutno affunlabeled
Public feedback for better banknote design
Hans A. M. de Heij
2006· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Social Sciences
machine prediction:candidate · noneconsensus · none
5
citations
affaboutunlabeled
Low-cost multi-band ground-based imaging of the aurora
M. T. Syrjäsuo, B. J. Jackel, E. Donovan, T. Trondsen, M. Greffen
2005· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
5
citations
afffundunlabeled
Deep learning on temporal-spectral data for anomaly detection
King Ma, Henry Leung, Ehsan Jalilian, Daniel Q. Huang
2017· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Computer Science
machine prediction:candidate · noneconsensus · none
5
citations
affaboutunlabeled
Semi-autonomous UAV/UGV for dismounted urban operations
Michael Trentini, Blake Beckman
2010· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Engineering
machine prediction:candidate · noneconsensus · none
5
citations
affunlabeled
Digital in-line holographic microscopy applied to microfluidic studies
Jorge Garcı́a-Sucerquia, Wenbo Xu, S. K. Jericho, M. H. Jericho, H. J. Kreuzer
2006· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
5
citations
affunlabeled
Feature-based US to CT registration of the aortic root
Pencilla Lang, Elvis C. S. Chen, G Guiraudon, Douglas L. Jones, Daniel Bainbridge, Michael Chu +4 more
2011· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Medicine
machine prediction:candidate · noneconsensus · none
5
citations
afffundunlabeled
Flexible ultrasonic array sensors for health monitoring
Makiko Kobayashi, K.-T. Wu, Li Song, Qingde Liu, C.K. Jen
2007· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Engineering
machine prediction:candidate · noneconsensus · none
5
citations
affunlabeled
Polyimide-based fiber optic humidity sensor
Xing Li, Gino Rinaldi, Muthukumaran Packirisamy, Ion Stiharu
2004· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Engineering
machine prediction:candidate · noneconsensus · none
5
citations
affunlabeled
A novel RST-invariant digital image watermarking scheme
Dong Zheng, Jiying Zhao
2003· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Computer Science
machine prediction:candidate · noneconsensus · none
5
citations
afffundunlabeled
Performance of F2T2 tandem tunable etalon
Alan Scott, Maniyar Javed, Roberto Abraham, S. S. Eikenberry, E. J. Barton, Matthew A. Bershady +9 more
2006· article· de· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
5
citations

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