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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 and biorefinery technologies
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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.

19 results · 1 filter active ·
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20182025
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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.
19 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 19 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 19 of 19 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Biohydrogen - Advances and Processes
Carlos Ricardo Soccol, Satinder Kaur Brar, Kugen Permaul, Kannan Pakshirajan, Júlio César de Carvalho
2024· book· en· Biofuel and biorefinery technologies· Pharmacology, Toxicology and Pharmaceutics
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
12
citations
affno abstractunlabeled
Pretreatment Technologies for Second-Generation Bioethanol Production
Kristell Atziry Bahena-Molina, Sushant Sunder, Ambarish Ganesan, Rahul Saini, Carlos S. Osorio‐González, Satinder Kaur Brar
2022· book-chapter· en· Biofuel and biorefinery technologies· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
5
citations
affno abstractunlabeled
Renewable Residues as Feedstock for Drop-in Biofuel Production
Luis Fernando Flores, Carlos S. Osorio‐González, Rahul Saini, Satinder Kaur Brar
2024· book-chapter· en· Biofuel and biorefinery technologies· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
4
citations
affno abstractunlabeled
Techno-economical Aspects of Biodiesel Plants
Syed Ali Ammar Taqvi, Mohamed Elsholkami, Ali Elkamel
2018· book-chapter· en· Biofuel and biorefinery technologies· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affno abstractunlabeled
Currently and Future Legislation in Drop-in Biofuel Production
Gaurav Bhardwaj, Lachi Wankhede, Rahul Saini, Carlos S. Osorio‐González, Satinder Kaur Brar
2024· book-chapter· en· Biofuel and biorefinery technologies· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affno abstractunlabeled
Microbial Alkane/Alkene as Drop-in Biofuel
Sumit Sharma, Shikha Singh, Saurabh Jyoti Sarma, Satinder Kaur Brar
2024· book-chapter· en· Biofuel and biorefinery technologies· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
1
citations
affno abstractunlabeled
Yeast-Based Drop-in Biofuels
Malvika Sharma, Kerthika Devi Athiyappan, Makary Nasser, Chloe Tan, Guneet Kaur
2024· book-chapter· en· Biofuel and biorefinery technologies· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affno abstractunlabeled
Lipases and Phospholipases as Biocatalysts for Biodiesel Production
Reema Kumar, Khyati Y. Joshi, Lachi Wankhede, Gaurav Bharadwaj, Satinder Kaur Brar
2025· book-chapter· en· Biofuel and biorefinery technologies· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Biohydrogen Production by Photosynthetic Microorganisms
Jean Carlos Viccari Pereira, Rahul Saini, Satinder Kaur Brar
2024· book-chapter· en· Biofuel and biorefinery technologies· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Biohydrogen Production in Anaerobic Reactors
Reema Kumar, Rahul Saini, Satinder Kaur Brar, Guneet Kaur
2024· book-chapter· en· Biofuel and biorefinery technologies· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About