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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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Biofuel production and bioconversion
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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.

2,047 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.
2,047 works in the cohort · of 4,299,418page 16 of 41

Labels cover 10 of 2,047 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 2,047 of 2,047 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Use of the VSB to Assess Biorefinery Strategies
Marina O.S. Dias, Tassia L. Junqueira, Isabelle Lobo de Mesquita Sampaio, Mateus Ferreira Chagas, Marcos Djun Barbosa Watanabe, Edvaldo Rodrigo de Morais +10 more
2015· book-chapter· en· Green energy and technology· Engineering
distilled prediction:candidate · noneconsensus · none
23
citations
affunlabeled
Updates on Softwood-to-Ethanol Process Development
Warren Mabee, David J. Gregg, Claudio Arato, Alex Berlin, Renata Bura, Neil R. Gilkes +4 more
2007· book-chapter· en· Humana Press eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
22
citations
afffundno abstractunlabeled
Making next-generation biofuels and biocommodities a feasible reality
Iulian Zoltán Boboescu, Florian Chemarin, Jean‐Baptiste Beigbeder, Bruna Rêgo de Vasconcelos, Rajesh Munirathinam, Thierry Ghislain +1 more
2019· article· en· Current Opinion in Green and Sustainable Chemistry· Engineering
distilled prediction:candidate · noneconsensus · none
22
citations
affunlabeled
Do Cellulose Binding Domains Increase Substrate Accessibility?
Ali R. Esteghlalian, Vinit Srivastava, Neil R. Gilkes, Douglas G. Kilburn, R. Antony J. Warren, John N. Saddler
2001· book-chapter· en· Humana Press eBooks· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
22
citations
venueno affunlabeled
Sugarcane Bagasse Ash as a Seedling Growth Media Component
Charles L. Webber, Paul M. White, Eric C. Petrie, James W. Shrefler, Merritt J. Taylor
2015· article· en· Journal of Agricultural Science· Engineering
distilled prediction:candidate · noneconsensus · none
22
citations
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