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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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Algal biology and biofuel production
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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.

1,191 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.
1,191 works in the cohort · of 4,299,418page 1 of 24

Labels cover 5 of 1,191 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 1,191 of 1,191 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundno abstractunlabeled
CO2 bio-mitigation using microalgae
Bei Wang, Yanqun Li, Nan Wu, Christopher Q. Lan
2008· review· en· Applied Microbiology and Biotechnology· Energy
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
1,201
citations
affunlabeled
Biofuels from Microalgae
Yanqun Li, Mark Horsman, Nan Wu, Christopher Q. Lan, Nathalie Dubois‐Calero
2008· article· en· Biotechnology Progress· Energy
distilled prediction:candidate · insufficient_payloadconsensus · none
1,093
citations
affunlabeled
Photon management for augmented photosynthesis
Matthew D. Ooms, Cao‐Thang Dinh, Edward H. Sargent, David Sinton
2016· review· en· Nature Communications· Energy
distilled prediction:candidate · noneconsensus · none
297
citations
afffundno abstractunlabeled
Algal biofuels: Challenges and opportunities
Gustavo B. Leite, Ahmed E.M. Abdelaziz, Patrick C. Hallenbeck
2013· review· en· Bioresource Technology· Energy
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
272
citations
affunlabeled
Green chemistry and the ocean-based biorefinery
Francesca M. Kerton, Yi Liu, Khaled W. Omari, Kelly Hawboldt
2013· article· en· Green Chemistry· Energy
distilled prediction:candidate · insufficient_payloadconsensus · none
249
citations
afffundno abstractunlabeled
Effects of shear stress on microalgae – A review
Chinchin Wang, Christopher Q. Lan
2018· review· en· Biotechnology Advances· Energy
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
247
citations
affno abstractunlabeled
Microalgal drying and cell disruption – Recent advances
Kuan-Yeow Show, Duu‐Jong Lee, Joo‐Hwa Tay, Tse‐Min Lee, Jo‐Shu Chang
2014· review· en· Bioresource Technology· Energy
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
242
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
Algae lacking carbon-concentrating mechanisms
John A. Raven, Lucy Ball, John Beardall, Mario Giordano, Stephen C. Maberly
2005· article· en· Canadian Journal of Botany· Energy
distilled prediction:candidate · noneconsensus · none
184
citations
affvenueunlabeled
Management of oxidative stress by microalgae
Judith T. Cirulis, John A. Scott, Gregory M. Ross
2013· review· en· Canadian Journal of Physiology and Pharmacology· Energy
distilled prediction:candidate · insufficient_payloadconsensus · none
168
citations

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