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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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Algal biology and biofuel production
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Abstract
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Study design
Label agreement
Label status

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
aboutaboutness

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
Evidence
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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 19 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. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affunlabeled
JoVE Video Dataset
M. Reza Roushan, Chuchi Chen, Parisa Ahmadi, Valerie C. A. Ward
2023· article· pt· Energy
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
venueno affunlabeled
The Key to A Sustainable Future- Algal Biofuel
Alivia Ghosh, Payel Naskar, Satabdi Dey, Souvik Mukherjee, Santanu Biswas, Ritu Das +4 more
2023· article· en· Journal of Survey in Fisheries Sciences· Energy
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Cover Image, Volume 11, Issue 2
Shijian Ge, Pascale Champagne, William C. Plaxton, Gustavo B. Leite, Francesca Marazzi
2017· paratext· en· Biofuels Bioproducts and Biorefining· Energy
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
fundno affunlabeled
Front-matter
2023· book-chapter· en· IWA Publishing eBooks· Energy
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
venueno affno abstractunlabeled
10.1016/s0967-0653(96)90774-7
2000· article· en· Time to knit· Energy
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
venueno affunlabeled
10.51847/iAgep5D
2000· article· en· Time to knit· Energy
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Conceptual Models
Saeid Kadkhodaei, Farahnaz Sadat Golestan Hashemi, Morvarid Akhavan Rezaei, Sahar Abbasiliasi, Joo Shun Tan, Hamid Rajabi Memari +4 more
2018· book-chapter· en· SpringerBriefs in systems biology· Energy
machine prediction:candidate · noneconsensus · none
0
citations
venueno affno abstractunlabeled
10.1016/0967-0653(96)86599-9
2000· article· en· Time to knit· Energy
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
venueno affno abstractunlabeled
Copper nanoparticles Synthesis supported in diatoms
Cristian Miranda, Felipe Sanhueza
2019· article· en· Proceedings of the World Congress on Recent Advances in Nanotechnology· Energy
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Brown Algae
Christopher E. Lane, Gary W. Saunders
2006· other· en· Encyclopedia of Life Sciences· Energy
machine prediction:candidate · noneconsensus · none
0
citations
venueno affno abstractunlabeled
10.1016/0967-0653(96)81872-2
2000· article· en· Time to knit· Energy
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
afffundunlabeled
Global Metabolome Analysis of <i>Dunaliella tertiolecta, Phaeobacter italicus R11</i> Co-cultures using Thermal Desoprtion - Comprehensive Two-dimensional Gas Chromatography - Time-of-Flight Mass Spectrometry (TD-GC×GC-TOFMS)
Michael Armstrong, René Oscar Arredondo Campos, Catherine C. Bannon, A. Paulina de la Mata, Rebecca J. Case, James J. Harynuk
2021· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Energy
machine prediction:candidate · noneconsensus · none
0
citations
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