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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
fundfunder
venuejournal
aboutaboutness

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 6 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
High strehl and high contrast for the ELT instrument METIS
M. Feldt, Thomas Bertram, Carlos M. Correia, Olivier Absil, M. Vázquez, Hugo Coppejans +5 more
2024· article· en· Experimental Astronomy· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
6
citations
affunlabeled
Nanoengineered liquid mirrors shaped by thermal fields
L.H. Truong, E. F. Borra, Rosângela Bergamasco, Nicolas Caron, Philip Laird, Anna M. Ritcey
2005· article· en· Applied Optics· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
6
citations
afffundunlabeled
Locally magnifying imager
Jocelyn Parent, Simon Thibault
2011· article· en· Optics Express· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
6
citations
fundno affunlabeled
High accuracy DIMM measurements for the TMT site testing program
Lianqi Wang, Matthias Schöck, G. A. Chanan, Warren Skidmore, Edison Bustos, Juan Seguel +1 more
2006· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
6
citations
affunlabeled
The Woofer-Tweeter experiment
Rodolphe Conan, Peter J. Hampton, Colin Bradley, Onur Keskin
2006· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
6
citations
aboutno affunlabeled
Designing the METIS SCAO and LTAO systems
R. Stuik, M. Feldt, S. Hippler, Thomas Bertram, Silvia Scheithauer, Andreas Obereder +5 more
2016· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
6
citations
affunlabeled
Liquid deformable mirror for advanced sub-optical system testing
Simon Thibault, Denis Brousseau, E. F. Borra
2010· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
6
citations
fundno affunlabeled
Robustness of Thirty Meter Telescope primary mirror control
Douglas G. MacMynowski, Chris Shelton, Lewis C. Roberts
2010· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
6
citations
affaboutunlabeled
Adaptive optics control system development
Peter J. Hampton, Jean‐Pierre Véran, Colin Bradley, Aaron Hilton, Pan Agathoklis
2003· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
6
citations
affaboutunlabeled
Giant Magellan Telescope site testing: PWV statistics and calibration
J. E. Thomas-Osip, G. Prieto, Andrew McWilliam, M. M. Phillips, Patrick J. McCarthy, Matt Johns +2 more
2010· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
6
citations
fundno affunlabeled
Control system modeling for the Thirty Meter Telescope primary mirror
Douglas G. MacMynowski, J. C. Shelton, Lewis C. Roberts, M. M. Colavita, Mark J. Sirota
2011· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
6
citations
fundno affunlabeled
Thermal performance prediction of the TMT telescope structure
Myung‐Haing Cho, Andrew Corredor, Konstantinos Vogiatzis, George Z. Angeli
2009· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
6
citations
affunlabeled
Integrated opto-mechanical tolerance analysis
Frédéric Lamontagne, Nathalie Blanchard, Simon Paradis, Nichola Desnoyers
2022· article· en· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · none
6
citations
affaboutunlabeled
First on-sky results, performance, and future of the HiCIBaS-LOWFS
Denis Brousseau, Guillaume Allain, Simon Thibault, Cédric Vallée, Mireille Ouellet, Jean‐Pierre Véran +1 more
2018· article· en· Adaptive Optics Systems VI· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
5
citations
affno abstractunlabeled
Imaging capability of the Mitaka VSOP correlator
S. Horiuchi, Seiji Kameno, Rd Nan, Katsunori M. Shibata, Makoto Inoue, Hideyuki Kobayashi +3 more
2000· article· en· Advances in Space Research· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
5
citations
afffundunlabeled
Orbit Recovery for Band-Limited Functions
Dan Edidin, Matthew Satriano
2024· article· en· SIAM Journal on Applied Algebra and Geometry· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
5
citations
affaboutunlabeled
Canadian very large optical telescope technical studies
Scott Roberts, C. L. Morbey, Dennis R. Crabtree, R. G. Carlberg, D. Crampton, Timothy J. Davidge +9 more
2003· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
5
citations
affunlabeled
Optimal Active Control of a Deformable Mirror
A. Chellabi, Yury Stepanenko, S. Dost
2009· article· en· Journal of Vibration and Control· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
5
citations

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