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Record W4256188994 · doi:10.1021/cen-09840-buscon18

Business Roundup

2020· article· en· W4256188994 on OpenAlexaboutno aff

Bibliographic record

VenueC&EN Global Enterprise · 2020
Typearticle
Languageen
FieldEnvironmental Science
TopicChemistry and Chemical Engineering
Canadian institutionsnot available
Fundersnot available
KeywordsBusinessAgricultural scienceProduction (economics)Agricultural economicsCommerceEconomicsEnvironmental science

Abstract

fetched live from OpenAlex

Evonik Industries will close its DL-methionine plant in Wesseling, Germany, and focus production at its plants in Belgium, the US, and Singapore. But the firm says it will spend about $30 million to expand capacity for methionine intermediates in Wesseling. Barentz International will buy Maroon Group, a rival distributor of chemicals and life sciences ingredients, for an undisclosed sum. Based in Avon, Ohio, Maroon has about 300 employees and annual sales of $500 million. BASF says it will close a glufosinate facility in Muskegon, Michigan, and one plant in Knapsack, Germany, by 2022, a move that affects 100 jobs. The company will still make the herbicide at other sites in Germany, the US, and Canada. Chevron Phillips Chemical has completed what it calls the first US commercial-scale production of polyethylene from feedstocks derived from mixed plastic waste. The company is attempting to secure pyrolysis oil that it would need to

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.636
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.004
GPT teacher head0.185
Teacher spread0.181 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2020
Admission routes1
Has abstractyes

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