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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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Optical Coatings and Gratings
Retraction
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Study design
Label agreement
Label status

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.

491 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
491 works in the cohort · of 4,299,418page 7 of 10

Labels cover 0 of 491 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 491 of 491 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.

aboutno affunlabeled
صوت خراسان العدد 2
2022· other· ar· Bulletin of Miscellaneous Information (Royal Gardens Kew)· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
fundno affno abstractunlabeled
Front Matter: Volume 9884
Proceedings of SPIE
2016· paratext· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
fundno affunlabeled
Front Matter: Volume 9019
Proceedings of SPIE
2014· paratext· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
fundno affunlabeled
Front Matter: Volume 7139
Proceedings of SPIE
2008· paratext· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Design of complex optical coatings
Pierre G. Verly, Daniel Poitras
2018· book-chapter· en· Elsevier eBooks· Materials Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
MTO Volume 12 issue 6 Cover and Front matter
Yanbin Wang, M. Gribelyuk, A. Domenicucci, J. Bruley, John G. Gaudiello, M. Kawasaki +20 more
2004· article· en· Microscopy Today· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
afffundunlabeled
Effect of porosity on optical properties of chiral films
Jason B. Sorge, Andy C. van Popta, Jeremy C. Sit, Michael J. Brett
2005· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Materials Science
machine prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
Front Matter: Volume 8609
2013· paratext· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
fundno affunlabeled
Front Matter: Volume 9951
Alves de Oliveira, David L. Aronstein, Sandra E. Balderas-Mata, Andrew Bartoszyk, Josh Berrier, Andreas S. Beutler +85 more
2016· paratext· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
fundno affno abstractunlabeled
Front Matter: Volume 9923
2016· paratext· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
fundno affunlabeled
Front Matter: Volume 9130
2014· paratext· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
fundno affunlabeled
Front Matter: Volume 9947
2016· paratext· de· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Front Matter: Volume 10521
Jan J. Dubowski, Andrei V. Kabashin, Lunyou Cao, David B. Geohegan
2018· paratext· en· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Design of complex optical coatings
Pierre G. Verly
2013· book-chapter· en· Elsevier eBooks· Materials Science
machine prediction:candidate · noneconsensus · none
0
citations
fundno affno abstractunlabeled
Front Matter: Volume 8763
Proceedings of SPIE
2013· paratext· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
venueno affno abstractunlabeled
Dynamic holographic gratings
Rouslan Birabassov
2001· article· en· Library and Archives Canada (Government of Canada)· Materials Science
machine prediction:candidate · noneconsensus · none
0
citations

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