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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
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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 8 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.

affunlabeled
Nanoengineered parabolic liquid mirrors
E. F. Borra, Denis Brousseau, G. Gagné, Luc Faucher, Anna M. Ritcey
2006· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
3
citations
afffundno abstractunlabeled
LMI-based distributed<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si4.gif" overflow="scroll"><mml:mrow><mml:msub><mml:mrow><mml:mi>H</mml:mi></mml:mrow><mml:mrow><mml:mi>∞</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math>control of the Thirty Meter Telescope’s primary mirror
Baris Ulutas, Afzal Suleman, Edward J. Park
2015· article· lv· Mechatronics· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
3
citations
fundno affunlabeled
High-contrast imaging with a self-coherent camera
Raphaël Galicher, Pierre Baudoz, Gérard Rousset
2013· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
3
citations
affunlabeled
Alternative pyramid wavefront sensors
Maaike van Kooten, Jean‐Pierre Véran, Colin Bradley
2017· article· en· Journal of Astronomical Telescopes Instruments and Systems· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Robo-AO: An Autonomous Laser Adaptive Optics and Science System
Christoph Baranec, Reed Riddle, A. N. Ramaprakash, Nicholas M. Law, Shriharsh P. Tendulkar, S. R. Kulkarni +12 more
2011· article· en· Imaging and Applied Optics· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
3
citations
afffundunlabeled
Multiwavelength imaging concepts for exoplanet detection
David Lafreniére, René Doyon, Réne Racine, Christian Marois, Daniel Nadeau
2004· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
3
citations
affunlabeled
Gemini-North Multiobject Spectrograph Stability Performance
Richard Murowinski, J. R. Allington‐Smith, Steven Beard, D. Crampton, Roger L. Davies, Colin G. Dickson +6 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
3
citations
affaboutunlabeled
Aerodynamic modeling of the Canadian Very Large Optical Telescope
Joeleff Fitzsimmons, Glen Herriot, Laurent Jolıssaınt, Scott Roberts, Kevin Cooper, Mahmoud Mamou
2004· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
3
citations
affunlabeled
First performance of the GeMS+GMOS system
Pascale Hibon, Benoît Neichel, Vincent Garrel, Benjamin Prout, François Rigaut, Alice de Koning +7 more
2014· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
3
citations
aboutno affunlabeled
Making the diamond vortex phase masks for the METIS instrument
Pontus Forsberg, Petri Karvinen, Samuel Ronayette, Markku Kuittinen, Olivier Absil, Lorenzo König +5 more
2024· article· en· Diamond and Related Materials· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Speckle statistics in direct and coronagraphic imaging
Rémi Soummer, C. Aimé, André Ferrari, Anand Sivaramakrishnan, Laurent Jolıssaınt, James P. Lloyd +3 more
2005· article· en· Proceedings of the International Astronomical Union· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Design and analysis of the NFIRAOS thermal optics enclosure
Joeleff Fitzsimmons, David Andersen, Jenny Atwood, Peter Byrnes, Glen Herriot, Alexis Hill +1 more
2016· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
2
citations
afffundaboutunlabeled
Optical turbulence profiling with SloDAR in the Canadian High Arctic
Jérôme Maîre, Etsuko Mieda, Eric Steinbring, Richard Murowinski, James R. Graham, R. G. Carlberg +3 more
2014· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
The Talbot effect's impact on the high contrast imaging modes of METIS
André Boné, Tibor Agócs, Olivier Absil, Christian Delacroix, A. Amorim, Jeff Lynn
2020· article· en· Advances in Optical and Mechanical Technologies for Telescopes and Instrumentation IV· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
GPI 2.0: performance evaluation of the wavefront sensor’s EMCCD
Clarissa R. Do Ó, Saavidra Perera, Jérôme Maîre, Jayke S. Nguyen, Daniel Levinstein, Quinn Konopacky +23 more
2022· article· en· Adaptive Optics Systems VIII· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
2
citations
fundno affunlabeled
High fidelity optical modeling for the TMT
Carl Nissly, Byoung-Joon Seo, Mitchell Troy, George Z. Angeli, Myung‐Haing Cho, Brent L. Ellerbroek +4 more
2011· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
2
citations
affaboutunlabeled
VLOT: a modest Canadian 20-m telescope
Dennis R. Crabtree, Scott Roberts, Joeleff Fitzsimmons, John Pazder, Glen Herriot, Malcolm J. Smith +2 more
2004· article· de· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations

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