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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 Fiber Optic Sensors
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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
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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.

1,925 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.
1,925 works in the cohort · of 4,299,418page 9 of 39

Labels cover 3 of 1,925 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 1,925 of 1,925 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Novel multimode fiber for narrow-band Bragg gratings
Thomas Szkopek, V. Pasupathy, J. E. Sipe, P. W. Smith
2001· article· en· IEEE Journal of Selected Topics in Quantum Electronics· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
21
citations
affunlabeled
Frequency shift in a fiber laser resonator
Radan Slavı́k, Sophie LaRochelle
2002· article· en· Optics Letters· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
20
citations
affunlabeled
Label-Free Fiber Optic Biosensors With Enhanced Sensitivity
Jian Yang, Pawan Sandhu, Wanguo Liang, Chang‐Qing Xu, Yingfu Li
2007· article· en· IEEE Journal of Selected Topics in Quantum Electronics· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
20
citations
afffundno abstractunlabeled
Cloud-Based Solution for Permanent Fiber-Optic DAS Flow Monitoring
Jeffrey Richards, R. G. Bartlett, D. Onen, G. Crowther, Mathieu M. Molenaar, Alan Reynolds +3 more
2015· article· en· SPE Digital Energy Conference and Exhibition· Engineering
distilled prediction:candidate · noneconsensus · none
20
citations
afffundno abstractunlabeled
Polymer based optical humidity and temperature sensor
Navjot Kaur Sidhu, Parsoua Abedini Sohi, Mojtaba Kahrizi
2019· article· en· Journal of Materials Science Materials in Electronics· Engineering
distilled prediction:candidate · noneconsensus · none
19
citations
afffundunlabeled
Photonics sensing at the thermodynamic limit
George Skolianos, Arushi Arora, Martin Bernier, Michel J. F. Digonnet
2017· article· en· Optics Letters· Engineering
distilled prediction:candidate · noneconsensus · none
19
citations

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