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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 2 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
Tackling down the low wind effect on SPHERE instrument
Jean-François Sauvage, Thierry Fusco, Masen Lamb, J. H. Girard, Martin Brinkmann, Andrés Guesalaga +14 more
2016· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
41
citations
affunlabeled
MCAO for Gemini South
Brent L. Ellerbroek, François Rigaut, Brian Bauman, Corinne Boyer, Stephen L. Browne, R. A. Buchroeder +15 more
2003· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · insufficient_payloadconsensus · none
36
citations
fundno affunlabeled
Clio: a 5-μm camera for the detection of giant exoplanets
Melanie Freed, Philip M. Hinz, Michael R. Meyer, N. Mark Milton, Michael Lloyd‐Hart
2004· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
33
citations
affunlabeled
The Subaru coronagraphic extreme AO project: first observations
Frantz Martinache, Olivier Guyon, Christophe Clergeon, Vincent Garrel, Célia Blain
2012· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
32
citations
affunlabeled
Data reduction pipeline for the Gemini Planet Imager
Jérôme Maîre, Marshall D. Perrin, René Doyon, Étienne Artigau, Jennifer Dunn, Donald T. Gavel +11 more
2010· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
31
citations
affunlabeled
The Large Zenith Telescope: A 6 m Liquid‐Mirror Telescope
Paul Hickson, Thomas Pfrommer, R. Cabanac, Arlin Crotts, Ben A. Johnson, V. de Lapparent +5 more
2007· article· en· Publications of the Astronomical Society of the Pacific· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
31
citations
affunlabeled
Status and performance of the Gemini Planet Imager adaptive optics system
Vanessa P. Bailey, Lisa Poyneer, Bruce Macintosh, Dmitry Savransky, Jason Wang, Robert J. De Rosa +11 more
2016· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
28
citations
aboutno affunlabeled
METIS: The Mid-infrared ELT Imager and Spectrograph
Bernhard R. Brandl, Felix Bettonvil, R. van Boekel, Adrian M. Glauser, Sascha P. Quanz, Olivier Absil +9 more
2021· article· en· arXiv (Cornell University)· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
25
citations
affunlabeled
The MOAO system of the IRMOS near-infrared multi-object spectrograph for TMT
David R. Andersen, S. S. Eikenberry, Murray Fletcher, William Gardhouse, Brian Leckie, Jean‐Pierre Véran +6 more
2006· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
25
citations
fundno affunlabeled
Wind buffeting of large telescopes
Douglas G. MacMynowski, Torben Andersen
2010· article· en· Applied Optics· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
25
citations
affunlabeled
Altitude, Elevation, and Seeing
Réne Racine
2005· article· en· Publications of the Astronomical Society of the Pacific· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
24
citations

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