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Record W2370271090

Review of Supercritical Carbon Dioxide Assisted Polymer Processing

2009· article· en· W2370271090 on OpenAlexaff
Qinmin Pan

Bibliographic record

VenueGaofenzi cailiao kexue yu gongcheng · 2009
Typearticle
Languageen
FieldMaterials Science
TopicPolymer Foaming and Composites
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsSupercritical fluidPolymerMaterials scienceSupercritical carbon dioxideChemical engineeringCarbon dioxideGlass transitionOrganic chemistryComposite materialChemistry
DOInot available

Abstract

fetched live from OpenAlex

The new research advances in polymer processing with supercritical CO2 were reviewed.The effects of supercritical CO2 on polymer processing,such as polymer modification,polymer blending,formation of polymer composites,microcellular foaming,particle production,and infusion of additives,were discussed.Its unique properties such as gas-like diffusivity and liquid-like density allow replacing conventional,often noxious,solvents with supercritical CO2.Though only a few polymers are soluble in supercritical CO2,it is quite soluble in many polymers.Dissolved CO2 causes polymers to be plasticized,resulting in considerable reduction of viscosity of molten polymer,glassy transition temperature,and growth of diffusitivity of additives,very important properties for the applications stated above.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.189
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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)0.0000.000

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 head0.016
GPT teacher head0.270
Teacher spread0.253 · 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 designBench or experimental
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

Citations1
Published2009
Admission routes1
Has abstractyes

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