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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.

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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 machining processes and optimization
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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
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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.

1,190 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.
1,190 works in the cohort · of 4,299,418page 22 of 24

Labels cover 0 of 1,190 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 1,190 of 1,190 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Bayesian Model Updating for Chatter in Milling
Ali Ebrahimi-Tirtashi, Keivan Ahmadi
2025· article· en· Journal of Manufacturing and Materials Processing· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Ultrasonic-Assisted Turning
Luc Laperrière, Gunther Reinhart
2014· book-chapter· en· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Adaptive Feedforward Chatter Suppression in Machining
Ahmad Ghasempoor, Israr Ahmed Siddiqui
2003· article· en· SAE technical papers on CD-ROM/SAE technical paper series· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Gear Hobbing
Sami Chatti, Luc Laperrière, Gunther Reinhart, Tullio Tolio
2019· book-chapter· en· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Ekofickan
2020· other· en· Epsilon Archive for Student Projects (University of Southampton)· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Episode 0 - 2016 in Review
2016· other· en· Bulletin of Miscellaneous Information (Royal Gardens Kew)· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
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How this was built: Screen · Findings · About