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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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C&EN Global Enterprise
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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.

385 results · 1 filter active ·
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20162025
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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.
385 works in the cohort · of 4,299,418page 4 of 8

Labels cover 0 of 385 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 385 of 385 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
Vertellus buys Chemtrade units
Alex Tullo
2021· article· en· C&EN Global Enterprise· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Chemical companies stumbled in 2022
Alex Tullo
2023· article· en· C&EN Global Enterprise· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Reactions
2023· article· en· C&EN Global Enterprise· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Resilience will buy biologics maker Ology
Rick Mullin
2021· article· en· C&EN Global Enterprise· Medicine
distilled prediction:candidate · research_integrityconsensus · none
0
citations
aboutno affunlabeled
Urban wastes are high in PFAS
special to C EN Alla Katsnelson
2021· article· en· C&EN Global Enterprise· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
First-quarter chemical results fall
Alex Tullo
2023· article· en· C&EN Global Enterprise· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Canadian chemistry CROs to merge
Michael McCoy
2021· article· en· C&EN Global Enterprise· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Livent invests in new lithium process
Michael McCoy
2019· article· en· C&EN Global Enterprise· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Bain to acquire FIS
Rick Mullin
2023· article· en· C&EN Global Enterprise· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Polystyvert to build recycling plant
Alex Tullo
2023· article· en· C&EN Global Enterprise· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
ACS honors insulin development
ACS staff Sophie Rovner
2023· article· en· C&EN Global Enterprise· Medicine
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Business Roundup
2021· article· en· C&EN Global Enterprise· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Cargill launches Red Seaweed Promise
Melody Bomgardner
2019· article· en· C&EN Global Enterprise· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Alberta’s carbon edge
Alex Tullo
2022· article· ru· C&EN Global Enterprise· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Dow details bold green plans
Alex Tullo
2021· article· en· C&EN Global Enterprise· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Outlook weakens for European industry
Alex Scott
2023· article· en· C&EN Global Enterprise· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
The structure of bleach
special to C EN Mark Peplow
2021· article· en· C&EN Global Enterprise· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Europeans sense recovery
Alex Scott
2021· article· en· C&EN Global Enterprise· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Tomáš Hudlický
Alexandra A. Taylor
2023· article· cs· C&EN Global Enterprise· Chemistry
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Dow struggles in the second quarter
Alex Tullo
2023· article· en· C&EN Global Enterprise· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Evonik posts a financial loss
Alex Scott
2023· article· en· C&EN Global Enterprise· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
What’s that stuff?
Leigh Krietsch Boerner
2024· article· en· C&EN Global Enterprise· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Business Roundup
2024· article· en· C&EN Global Enterprise· Medicine
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Adulterants detected in hand sanitizers
Laura Howes
2021· article· en· C&EN Global Enterprise· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Richard W. Rees
Linda Wang
2021· article· en· C&EN Global Enterprise· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
A 2-pronged attack to get fuel from sewage
special to C EN Benjamin Plackett
2023· article· en· C&EN Global Enterprise· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Carbon capture firm raises $26 million
Michael McCoy
2019· article· en· C&EN Global Enterprise· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affunlabeled
Allen Apblett
Sara Cottle
2023· article· en· C&EN Global Enterprise· Chemistry
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Reactions
2024· article· en· C&EN Global Enterprise· Chemistry
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Mining proteins for crime scene clues
special to C EN Carolyn Wilke
2022· article· en· C&EN Global Enterprise· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
BioAmber hits targets for succinic acid
Michael McCoy
2016· article· en· C&EN Global Enterprise· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
When do standards of purity break down?
special to C EN Alla Katsnelson
2023· article· en· C&EN Global Enterprise· Chemistry
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Indorama will scale back in Europe
Alex Tullo
2023· article· en· C&EN Global Enterprise· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Cefic, VCI share pessimism
Alex Scott
2023· article· en· C&EN Global Enterprise· Energy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Dow rolls out layoffs as profits slump
Alex Tullo
2023· article· en· C&EN Global Enterprise· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Sygnature acquires NuChem
Rick Mullin
2023· article· en· C&EN Global Enterprise· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Career Ladder: Erik Luber
Alex Scott
2022· article· en· C&EN Global Enterprise· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Making insulation more climate friendly
Craig Bettenhausen
2021· article· en· C&EN Global Enterprise· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
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