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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
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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 9 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.

afffundunlabeled
Multi-star calibration in starphotometry
Liviu Ivănescu, Norman T. O’Neill
2023· article· en· Atmospheric measurement techniques· 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
fundno affunlabeled
Recent progress and perspectives for GLAO and MOAO
Richard M. Myers
2010· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Optical design of the JWST fine guider sensor
Sheng Zheng, Clinton Evans
2010· 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
Reference design of deformable mirror electronics for ELT systems
Kris Caputa, Glen Herriot, Joel Niebergal, A. Zieliński
2012· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
2
citations
afffundunlabeled
Astrometry with extended-path intensity correlation
Ken Van Tilburg, Masha Baryakhtar, M.D. Galanis, Neal Weiner
2025· article· en· Physical review. D/Physical review. D.· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · 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
fundno affunlabeled
Smart X-ray optics
A. G. Michette, Sławka J. Pfauntsch, Shahin Sahraei, Matthew Shand, G. R. Morrison, David Hart +10 more
2009· article· en· Journal of Physics Conference Series· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
The International Liquid Mirror Telescope
E. F. Borra, Paul Hickson, Jean Surdej
2009· article· en· Optics and Photonics News· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
Development of a 2D precision cryogenic chopper for METIS
S.L. Paalvast, H. Janssen, Maurice Teuwen, R. Huisman, Bernhard R. Brandl, Frank Molster +1 more
2012· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
2
citations
afffundunlabeled
Present optical and mechanical design status of NFIRAOS for TMT
Jenny Atwood, Peter Byrnes, Glen Herriot, P. Welle
2008· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
2
citations
fundno affunlabeled
Post-coronagraph wavefront sensing for the TMT Planet Formation Imager
Gautam Vasisht, Ian J. M. Crossfield, Philip Dumont, B. M. Levine, Mitchell Troy, M. Shao +2 more
2006· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
SuperDARN/pydarn: pyDARN v2.1
M.T. Schmidt, Francis Tholley, N. A. Frissell, D.D. Billett, C.J. Martin, E.C. Bland +8 more
2021· article· en· Zenodo (CERN European Organization for Nuclear Research)· Physics and Astronomy
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
2
citations

How this was built: Screen · Findings · About