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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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Laser Material Processing Techniques
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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.

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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.

789 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.
789 works in the cohort · of 4,299,418page 3 of 16

Labels cover 1 of 789 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 789 of 789 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.

afffundno abstractunlabeled
Cold ablation driven by localized forces in alkali halides
Masaki Hada, Dongfang Zhang, Kostyantyn Pichugin, Julian Hirscht, Michał Andrzej Kochman, Stuart A. Hayes +9 more
2014· article· en· Nature Communications· Engineering
machine prediction:candidate · noneconsensus · none
43
citations
affno abstractunlabeled
Laser micro- and nanostructuring using femtosecond Bessel beams
M. K. Bhuyan, François Courvoisier, Ho Sze Phing, Ottavia Jedrkiewicz, Sandro Recchia, P. Di Trapani +1 more
2011· article· en· The European Physical Journal Special Topics· Engineering
machine prediction:candidate · noneconsensus · none
40
citations
affno abstractunlabeled
Array of femtosecond plasma channels in fused silica
O.G. Kosareva, Tam Nguyen, N. A. Panov, Weiwei Liu, A. Saliminia, В.П. Кандидов +4 more
2006· article· en· Optics Communications· Engineering
machine prediction:candidate · noneconsensus · none
38
citations
afffundunlabeled
Recent progress in micro and nano-joining
Y. Zhou, Anming Hu, Muhammad Khan, Wei Wu, Billy Tam, Mustafa Yavuz
2009· article· en· Journal of Physics Conference Series· Engineering
machine prediction:candidate · noneconsensus · none
34
citations
aboutno affunlabeled
Mechanisms of laser cleaning
K. G. Watkins
2000· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Engineering
machine prediction:candidate · noneconsensus · none
34
citations

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