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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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Advanced optical system design
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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.

129 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.
129 works in the cohort · of 4,299,418page 3 of 3

Labels cover 0 of 129 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 129 of 129 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
Dynamic beam shaping for LED lighting
Vladimir Presniakov, Armen Zohrabyan, Oleksandr Sova, Seydou Bassène, Mihai Cotovanu, Aram Bagramyan +2 more
2023· article· en· Applied Optics· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Higher Order Aberrations and Refractive Error
Damber Thapa, Andre Fleck, Vasudevan Lakshminarayanan, William R. Bobier
2009· article· en· Investigative Ophthalmology & Visual Science· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Review of a High Resolution Catadioptric Optics Module
Nathalie Blanchard, Nichola Desnoyers, Anne Martel, Mathieu Demers, Bruno Tremblay, Loïc Le Noc +2 more
2010· review· en· International Optical Design Conference and Optical Fabrication and Testing· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Routes Incorporated
2016· article· en· Engineering
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Imaging
Ronian Siew
2024· book-chapter· en· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Microscopic Lenses
Dongqing Li
2015· book-chapter· en· Engineering
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About