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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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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.

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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.

643 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.
643 works in the cohort · of 4,299,418page 1 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. 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.

fundno affno abstractunlabeled
Encyclopedia of Optimization
Christodoulos A. Floudas, Pãnos M. Pardalos
2008· book· en· Engineering
machine prediction:candidate · noneconsensus · none
807
citations
affunlabeled
Fischer–Tropsch fuels refinery design
Arno de Klerk
2011· article· en· Energy & Environmental Science· Engineering
machine prediction:candidate · noneconsensus · none
194
citations
affno abstractunlabeled
Hydrothermal Processing in Biorefineries
Héctor A. Ruíz, Mette Hedegaard Thomsen, Heather L. Trajano
2017· book· en· Engineering
machine prediction:candidate · noneconsensus · none
156
citations
affno abstractunlabeled
QPLIB: a library of quadratic programming instances
Fabio Furini, Pietro Belotti, Antonio Frangioni, Ambros Gleixner, Leo Liberti, Andrea Lodi +5 more
2018· article· en· Mathematical Programming Computation· Engineering
machine prediction:candidate · noneconsensus · none
82
citations
affno abstractunlabeled
Process Analysis and Simulation in Chemical Engineering
Iván D. Gil, Javier Ricardo Guevara López, José Luis García Zapata, Alexander Leguizamón Robayo, Gerardo Rodríguez Niño
2015· book· en· Engineering
machine prediction:candidate · noneconsensus · none
66
citations
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How this was built: Screen · Findings · About