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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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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
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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 2 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
Metabolic pathways of clostridia for producing butanol
Reza Gheshlaghi, Jeno M. Scharer, Murray Moo‐Young, C. Perry Chou
2009· review· en· Biotechnology Advances· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
242
citations
affno abstractunlabeled
Zymomonas mobilis for Fuel Ethanol and Higher Value Products
Peter L. Rogers, Youngjin Jeon, Kyounghee Lee, Hugh G. Lawford
2007· review· en· Advances in biochemical engineering, biotechnology· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
217
citations
afffundno abstractunlabeled
Aqueous ionic liquid pretreatment of straw
Dongbao Fu, Giuseppe Mazza
2011· article· en· Bioresource Technology· Engineering
distilled prediction:candidate · noneconsensus · none
193
citations
affno abstractunlabeled
Introduction: Next generation biofuels
Peter Fairley
2011· article· en· Nature· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
189
citations
afffundno abstractunlabeled
Torrefaction of sawdust in a fluidized bed reactor
Hui Li, Xinhua Liu, Robert Legros, Xiaotao Bi, C. Jim Lim, Shahab Sokhansanj
2011· article· en· Bioresource Technology· Engineering
distilled prediction:candidate · noneconsensus · none
162
citations
venueno affunlabeled
Recent updates on lignocellulosic biomass derived ethanol - A review
Rajeev Kumar, Meisam Tabatabaei, Keikhosro Karimi, Ilona Sárvári Horváth
2016· review· en· Biofuel Research Journal· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
161
citations

How this was built: Screen · Findings · About