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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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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 3 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. 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
A New Measure for Optical Performance
Habib Hamam
2003· article· en· Optometry and Vision Science· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
23
citations
fundaboutno affunlabeled
Adaptive optics program update at TMT
C. Boyer, Brent L. Ellerbroek
2016· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
21
citations
aboutno affunlabeled
New optical telescope projects at Devasthal Observatory
2012· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
21
citations
afffundunlabeled
Progress toward developing the TMT adaptive optical systems and their components
Brent L. Ellerbroek, Sean M. Adkins, David R. Andersen, Jenny Atwood, Corinne Boyer, Peter Byrnes +12 more
2008· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
21
citations
affunlabeled
Dynamic response of ferrofluidic deformable mirrors
Jocelyn Parent, E. F. Borra, Denis Brousseau, Anna M. Ritcey, Jean-Philippe Déry, Simon Thibault
2008· article· en· Applied Optics· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
20
citations
affunlabeled
Image Quality of Liquid‐Mirror Telescopes
Paul Hickson, Réne Racine
2007· article· en· Publications of the Astronomical Society of the Pacific· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
20
citations
affunlabeled
Control of a woofer tweeter system of deformable mirrors
Peter J. Hampton, Rodolphe Conan, Colin Bradley, Pan Agathoklis
2006· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
19
citations
affunlabeled
A simple physical model for simulating turbulent imaging
Guy Potvin, J. Luc Forand, Denis Dion
2011· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
18
citations
affunlabeled
Adaptive optics designs for an infrared multi-object spectrograph on TMT
Donald T. Gavel, Brian Bauman, Richard G. Dekany, M. C. Britton, David R. Andersen
2006· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
18
citations
aboutno affunlabeled
CFHT Image Quality and the Observing Environment
Derrick Salmon, Jean‐Charles Cuillandre, Gregory Barrick, Jim Thomas, Kevin Ho, Grant Matsushige +2 more
2009· article· en· Publications of the Astronomical Society of the Pacific· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
17
citations
afffundaboutunlabeled
Multi-CCD modelling of the point spread function
T.I Liaudat, J. G. Bonnin, Jean‐Luc Starck, Morgan A. Schmitz, Axel Guinot, M. Kilbinger +1 more
2020· article· en· Astronomy and Astrophysics· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
17
citations
fundno affunlabeled
Ultra-Thin Highly Deformable Composite Mirrors
John Steeves, Sergio Pellegrino
2013· article· en· 54th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
17
citations
affunlabeled
Deformable mirrors based on magnetic liquids
Philip Laird, E. F. Borra, Rosângela Bergamasco, Julie Gingras, L.H. Truong, Anna M. Ritcey
2004· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
16
citations
aboutno affunlabeled
Effect of telescope vibrations upon high angular resolution imaging
S. Altarac, P. Berlioz-Arthaud, Éric Thiébaut, R. Foy, Y. Y. Balega, J. C. Dainty +1 more
2001· article· en· Monthly Notices of the Royal Astronomical Society· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
16
citations
afffundaboutunlabeled
TMT NFIRAOS: adaptive optics system for the Thirty Meter Telescope
Glen Herriot, David Andersen, Jenny Atwood, Peter Byrnes, Marc-André Boucher, Corinne Boyer +16 more
2012· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
15
citations
affunlabeled
LINC-NIRVANA: MCAO toward Extremely Large Telescopes
Wolfgang Gäessler, Carmelo Arcidiacono, Sebastian Egner, Thomas Herbst, David R. Andersen, Harald Baumeister +32 more
2005· article· en· Comptes Rendus Physique· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
14
citations
fundno affunlabeled
Monte Carlo simulation framework for TMT
Konstantinos Vogiatzis, George Z. Angeli
2008· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
14
citations
afffundunlabeled
Pointing control for the SPIDER balloon-borne telescope
J. A. Shariff, P. A. R. Ade, M. Amiri, S. J. Benton, J. J. Bock, J. Richard Bond +42 more
2014· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
14
citations
affunlabeled
Dome and mirror seeing estimates for the Thirty Meter Telescope
John Pazder, Konstantinos Vogiatzis, George Z. Angeli
2008· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
14
citations
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