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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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Adaptive optics and wavefront sensing
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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.

1,367 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.
1,367 works in the cohort · of 4,299,418page 14 of 28

Labels cover 0 of 1,367 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 1,367 of 1,367 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
The time cost of care
2005· article· en· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Increasing observing efficiency by modeling telescope focus positions
Sarah Gajadhar, Derrick Salmon, Gregory Barrick
2008· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Much-needed improvements to the 4m CFHT mirror coating facility
Benedict Thomas, Marc Baril, Gregory Barrick, Greg Green, Grant Matsushige
2022· article· en· Advances in Optical and Mechanical Technologies for Telescopes and Instrumentation V· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Phase Correction Distribution Methods for a Woofer-Tweeter System of Deformable Mirrors
Peter J. Hampton, Rodolphe Conan, Colin Bradley, Pan Agathoklis
2007· article· en· Adaptive Optics: Analysis and Methods/Computational Optical Sensing and Imaging/Information Photonics/Signal Recovery and Synthesis Topical Meetings on CD-ROM· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Study of the precision of upper atmospheric wind field measurement
Yuanhe Tang, Lu He, Haiyang Gao, Lin Qin, Ruixia Zhang, Ci Zhu
2009· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
High-Spectral Resolution Dark Holes: Concept, Results, and Promise
William R. Thompson, Adam B. Johnson, Christian Marois, Olivier Lardière, Frédéric Grandmont, Tim Hardy +3 more
2023· preprint· en· arXiv (Cornell University)· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Design of a novel star tracker optical system
Xinping Liu, Xianyang Cai, Costel Flueraru, Shoude Chang, Chander P. Grover
2004· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Point Spread Function Reconstruction Using a Dual DM Adaptive Optics System
Onur Keskin, R. Conan, Colin Bradley
2007· article· en· Adaptive Optics: Analysis and Methods/Computational Optical Sensing and Imaging/Information Photonics/Signal Recovery and Synthesis Topical Meetings on CD-ROM· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
SpIOMM: An imaging FTS for astronomy
Frédéric Grandmont, J. Lavigne, Laurent Drissen
2003· article· en· Fourier Transform Spectroscopy· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Hybrid Robust Output Regulation for the METIS Chopper
R. Huisman, Bayu Jayawardhana
2012· article· en· University of Groningen research database (University of Groningen / Centre for Information Technology)· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Design of the Dual Conjugate Adaptive Optics Test-bed
Inna Sharf, Kevin D. Bell, D. Crampton, Joeleff Fitzsimmons, Glen Herriot, Laurent Jolıssaınt
2001· article· en· ArODES (HES-SO (https://www.hes-so.ch/))· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
0
citations
affunlabeled
Demonstration of Resonant Adaptive Mirrors
Amr Kamel, Samed Kocer, M. Taylan Daş, Lyazzat Mukhangaliyeva, Resul Saritas, Parsin Haji Reza +2 more
2021· article· en· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Innovations within the Altair real-time wavefront reconstructor
Leslie Saddlemyer, Glen Herriot, Jean-Pierre Vrran, Malcolm J. Smith, Jennifer Dunn
2004· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
UVic Woofer-Tweeter Test Bed: Status and Plans
Rodolphe Conan, Colin Bradley, Peter J. Hampton, Onur Keskin, Aaron Hilton, Célia Blain
2007· article· en· Adaptive Optics: Analysis and Methods/Computational Optical Sensing and Imaging/Information Photonics/Signal Recovery and Synthesis Topical Meetings on CD-ROM· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
CFHT MegaPrime guide and focus control system
James N. Thomas, Gregory Barrick, William Cruise, Tom Vermeulen
2004· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Performance Assessment of Laser Guide Star Wave Front Sensing
R. Conan, Colin Bradley, Peter J. Hampton, Onur Keskin, Aaron Hilton, Célia Blain
2007· article· en· Adaptive Optics: Analysis and Methods/Computational Optical Sensing and Imaging/Information Photonics/Signal Recovery and Synthesis Topical Meetings on CD-ROM· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Transect 20:1 (spring 2002)
2002· article· en· eScholarship (California Digital Library)· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affaboutunlabeled
TMT/VLOT integrated modeling
Jennifer Dunn, Scott Roberts, Dan Kerley, Joeleff Fitzsimmons, John Pazder, Glen Herriot +1 more
2004· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Simulating METIS SCAO System
M. Feldt, Horst Steuer, Carlos Correia, Andreas Obereder, Stefan Raffetseder, Thomas Bertram +1 more
2023· preprint· en· arXiv (Cornell University)· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations

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