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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 18 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.

venueno affno abstractunlabeled
The Hubble Space Telescope and Astrophotography
Chris Gainor
2010· article· en· Journal of the Royal Astronomical Society of Canada· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
0
citations
venueno affno abstractunlabeled
10.1016/0967-0653(96)81259-2
2000· article· en· Time to knit· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Optomechanical design for the SCUBA-2 polarimeter
Sophie Bernier, Pierre Bastien, Mélanie Leclerc, Éric Bissonnette
2007· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Extendable COTS multicomputer/CPU design for an MCAO control system
Leslie Saddlemyer, Jennifer Dunn, Malcolm J. Smith, Corinne Boyer
2003· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
How dark the sky: the JWST backgrounds
Jane R. Rigby, Paul A. Lightsey, M. García-Marín, Charles W. Bowers, Erin Smith, Alistair Glasse +14 more
2022· preprint· en· arXiv (Cornell University)· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
An iterative model for MEMS deformable mirrors
Célia Blain, Olivier Guyon, Colin Bradley, Frantz Martinache, Christophe Clergeon
2011· article· en· Centre français de recherche aérospatiale - The French Aerospace Lab· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
fundno affno abstractunlabeled
Symposium on Arts & Research 2017
2017· article· en· Index of Texas Archaeology Open Access Grey Literature from the Lone Star State· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
0
citations
affvenueunlabeled
Really large telescopes
2016· article· en· NPARC· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
CH-Earth/OpenFEWS: v1.0 release
2025· other· en· Zenodo (CERN European Organization for Nuclear Research)· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Sky coverage and tip/tilt error analysis for TMT
Richard Clare, Brent L. Ellerbroek, Jean‐Pierre Véran, Glen Herriot, David R. Andersen
2006· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
The RTC for METIS SCAO
2023· article· en· HAL (Le Centre pour la Communication Scientifique Directe)· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
The METIS warm support structure final design
Ricardo Costa, A. Amorim, André Boné, M. Filho, Frederico Carvalho, Marcelino Ngando +1 more
2022· article· en· Ground-based and Airborne Instrumentation for Astronomy IX· Physics and Astronomy
distilled prediction:candidate · stsconsensus · none
0
citations
aboutno affunlabeled
Weak gravitational lensing cross-correlations
Tilman Tröster
2017· article· en· Open Collections· Physics and Astronomy
distilled prediction:candidate · sts+scholarly_communicationconsensus · none
0
citations
aboutno affunlabeled
50 Years of Expo 67
2017· other· en· Bulletin of Miscellaneous Information (Royal Gardens Kew)· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Caribou - 116249 (C)
2009· other· en· OhioLink ETD Center (Ohio Library and Information Network)· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Watch DOWNLOAD Wonder Woman 1984 Torrent HD1080p
2020· other· en· OSF Preprints (OSF Preprints)· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Solving Canada's political rage problem
2022· other· en· Bulletin of Miscellaneous Information (Royal Gardens Kew)· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations

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