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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 7 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.

affno abstractunlabeled
Adaptive Optics
Robert K. Tyson, Vasudevan Lakshminarayanan
2012· article· en· Journal of Modern Optics· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
5
citations
affaboutunlabeled
NFIRAOS project update: preparing for construction
Jenny Atwood, Peter Byrnes, Jeffrey Crane, Joeleff Fitzsimmons, Glen Herriot, Krzysztof Caputa +16 more
2024· article· en· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Six Degree-of-Freedom Positioner for Optical Components
Robert A. Gaunt, Scott Roberts, André Anthony
2003· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
4
citations
afffundaboutunlabeled
The 4m International Liquid Mirror Telescope Project
Jean Surdej, Bhavya Ailawadhi, Talat Akhunov, E. F. Borra, Monalisa Dubey, Naveen Dukiya +9 more
2024· article· en· Bulletin de la Société Royale des Sciences de Liège· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
4
citations
aboutno affunlabeled
How to make METIS SCAO work
Thomas Bertram, Olivier Absil, Peter Bizenberger, Bernhard R. Brandl, W. Brandner, Florian Briegel +17 more
2024· article· en· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
4
citations
aboutno affunlabeled
The METIS AO system: bringing extreme adaptive optics to the mid-IR
R. Stuik, Laurent Jolıssaınt, Sarah Kendrew, S. Hippler, Bernhard R. Brandl, L. Venema +4 more
2010· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
4
citations
affno abstractunlabeled
Force Limited Vibration Testing Applied to the JWST FGS OA
Y. Soucy, Peter Klimas
2011· book-chapter· en· Conference proceedings of the Society for Experimental Mechanics· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
4
citations
affunlabeled
CGH null test design and fabrication for off-axis aspherical mirror tests
Min Wang, Daniel Asselin, P. Topart, Jonny Gauvin, Philippe Berlioz, Bernd Harnisch
2006· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
4
citations
aboutno affunlabeled
POL-2: A Polarimeter for SCUBA-2
Pierre Bastien, Éric Bissonnette, P. A. R. Ade, G. Pisano, G. Savini, Tim Jenness +2 more
2005· article· en· ORCA Online Research @Cardiff (Cardiff University)· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
4
citations
affunlabeled
Flowdown of the TMT astrometry error budget(s) to the IRIS design
Matthias Schöck, David R. Andersen, John A. Rogers, Brent L. Ellerbroek, Eric M. Chisholm, Jennifer Dunn +6 more
2016· article· en· CaltechAUTHORS (California Institute of Technology)· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
4
citations
affaboutunlabeled
Optical design of the SCUBA-2 IFTS
Mélanie Leclerc, Brad G. Gom, David A. Naylor
2008· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
AIROPA III: testing simulated and on-sky data
Paolo Turri, Jessica R. Lu, Gunther Witzel, Anna Ciurlo, Tuan Do, A. M. Ghez +4 more
2022· article· en· Journal of Astronomical Telescopes Instruments and Systems· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
4
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
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

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