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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 5 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
CIAO: wavefront sensors for GRAVITY
Silvia Scheithauer, W. Brandner, C. Deen, T. Adler, Henri Bonnet, P. Bourget +37 more
2016· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
10
citations
affunlabeled
Analytical modelling of Thirty Meter Telescope optics polarization
Ramya M. Anche, G. C. Anupama, Krishna Reddy, A. K. Sen, K. Sankarasubramanian, A. N. Ramaprakash +5 more
2015· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
9
citations
affunlabeled
Aberration correction with a magnetic liquid active mirror
E. F. Borra, Denis Brousseau, Marie-Aimée Cliche, Jocelyn Parent
2008· article· en· Monthly Notices of the Royal Astronomical Society· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
9
citations
fundno affunlabeled
Impact of laser guide star fratricide on TMT MCAO system
Lianqi Wang, Ángel Otarola, Brent L. Ellerbroek
2010· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
8
citations
affunlabeled
Tests with a Carlina-type diluted telescope
H. Le Coroller, Julien Dejonghe, Xavier Régal, R. Sottile, D. Mourard, D. Ricci +7 more
2012· article· en· Astronomy and Astrophysics· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
8
citations
afffundunlabeled
First Light Preparations of the 4m ILMT
Brajesh Kumar, Hitesh Kumar, Khushal Singh Dangwal, Himanshu Rawat, Kuntal Misra, Vibhore Negi +5 more
2022· article· en· Journal of Astronomical Instrumentation· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
8
citations
fundaboutno affunlabeled
The alignment and phasing system for the Thirty Meter Telescope
G. A. Chanan, Mitchell Troy, Ian J. M. Crossfield, Jerry E. Nelson, Terry S. Mast
2006· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
8
citations
affunlabeled
Mitigating the nonlinearities in a pyramid wavefront sensor
Finn Archinuk, Rehan Hafeez, S. Fabbro, Hossen Teimoorinia, Jean‐Pierre Véran
2023· article· en· Journal of Astronomical Telescopes Instruments and Systems· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
8
citations
aboutno affunlabeled
Injection into single mode fibers for OHANA
J. Woillez, Jean Guerin, G. Perrin, Olivier Lai, François Reynaud, C. Collin +7 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
8
citations
afffundunlabeled
Detector characterization for the JWST fine guidance sensor
Neil Rowlands, Gerry Warner, Charles Berndt, Earl Hartwig
2010· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
7
citations
affunlabeled
Extragalactic Fields Optimized for Adaptive Optics
Ivana Damjanov, Roberto Abraham, Karl Glazebrook, Peter McGregor, François Rigaut, Patrick J. McCarthy +6 more
2011· article· en· Publications of the Astronomical Society of the Pacific· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
7
citations
affunlabeled
On the verification of NFIRAOS algorithms and performance on the HeNOS bench
Matthias Rosensteiner, Paolo Turri, Etsuko Mieda, Jean‐Pierre Véran, David R. Andersen, Glen Herriot
2016· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
7
citations
affunlabeled
The HIA MCAO laboratory bench
Jean‐Pierre Véran, Eric McWeigh, David R. Andersen, Carlos Correia, Glen Herriot, John Pazder
2012· article· de· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
7
citations

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