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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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Process Optimization and Integration
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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.

643 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.
643 works in the cohort · of 4,299,418page 12 of 13

Labels cover 1 of 643 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 643 of 643 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

venueno affno abstractunlabeled
10.1016/b978-0-08-049973-4.50011-8
2000· book-chapter· en· Time to knit· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
venueaboutno affunlabeled
Keywords — 2003
2003· article· en· The Canadian Journal of Chemical Engineering· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Periodic Operation
2005· other· en· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Petrochemical Network Planning
2010· other· en· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Distillation Column Control
2006· other· en· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
fundaboutno affunlabeled
Author biographies
2024· other· en· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
fundno affunlabeled
Convex optimization of bioprocesses
2021· preprint· en· arXiv (Cornell University)· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
venueaboutno affunlabeled
Errata
2003· article· en· The Canadian Journal of Chemical Engineering· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
Conversations in Chemical Engineering
2025· article· en· The Canadian Journal of Chemical Engineering· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About