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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 Research Journal
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Retraction
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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.

205 results · 1 filter active ·
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20142025
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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.
205 works in the cohort · of 4,299,418page 1 of 5

Labels cover 0 of 205 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 205 of 205 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

venueno affunlabeled
A review on conversion of biomass to biofuel by nanocatalysts
Mandana Akia, Farshad Yazdani, Elahe Motaee, Dezhi Han, Hamidreza Arandiyan
2014· review· en· Biofuel Research Journal· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
259
citations
venueno affunlabeled
Microalgal biomass pretreatment for bioethanol production: a review
Jesús Velazquez-Lucio, Rosa M. Rodríguez‐Jasso, Luciane Maria Colla, Aidé Sáenz‐Galindo, Daniela E. Cervantes-Cisneros, Cristóbal N. Aguilar +2 more
2018· review· en· Biofuel Research Journal· Energy
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
215
citations
venueno affunlabeled
Recent updates on biogas production - a review
Ilona Sárvári Horváth, Meisam Tabatabaei, Keikhosro Karimi, Rajeev Kumar
2016· review· en· Biofuel Research Journal· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
179
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
venueno affunlabeled
Towards nanotechnology-based biofuel industry
Abdul‐Sattar Nizami, Mohammad Rehan
2018· article· en· Biofuel Research Journal· Engineering
distilled prediction:candidate · research_integrityconsensus · none
119
citations
venueno affunlabeled
Recent trends in biodiesel production
Meisam Tabatabaei, Keikhosro Karimi, Ilona Sárvári Horváth, Rajeev Kumar
2015· article· en· Biofuel Research Journal· Engineering
distilled prediction:candidate · noneconsensus · none
100
citations
affvenueunlabeled
Machine learning in biohydrogen production: a review
Avinash Alagumalai, Hua Song, Somchai Wongwises, Rodrigo Ledesma‐Amaro, Omid Mahian, Mikhail А. Sheremet +1 more
2023· review· en· Biofuel Research Journal· Energy
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
72
citations
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