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Record W4231709529 · doi:10.1021/cen-09646-buscon18

Business Roundup

2018· article· en· W4231709529 on OpenAlexaboutno aff

Bibliographic record

VenueC&EN Global Enterprise · 2018
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicSupply Chain Resilience and Risk Management
Canadian institutionsnot available
Fundersnot available
KeywordsChief executive officerManagementQuarter (Canadian coin)ChinaInvestment (military)OfficerEngineeringBusinessPolitical scienceArchaeologyHistoryLawEconomics

Abstract

fetched live from OpenAlex

W. R. Grace’s board has elected Hudson La Force as president and CEO. La Force, who joined Grace in 2008 as chief financial officer, replaces CEO Fred Festa, who led Grace for 15 years and is now nonexecutive chairman. DuPont will spend $80 million to build a manufacturing plant in Zhangjiagang, China. The plant will compound engineering polymers and make lubricants, specialty silicones, and automotive adhesives. Pacific Industrial Development will spend $17.2 million on a 3,700-m2 technology center at its Ann Arbor, Mich., site. The investment, along with a $400,000 state grant, will create 50 new jobs and enlarge its catalyst support and electronic material businesses, the firm says. Kraton says it expects to completely restart its Panama City, Fla., pine chemicals facility by mid-first-quarter 2019. The facility was damaged in October by Hurricane Michael. Arkema will fund a chair for five years at École Polytechnique with the aim of

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: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.444
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.005

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 head0.008
GPT teacher head0.237
Teacher spread0.229 · 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
Published2018
Admission routes1
Has abstractyes

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