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Record W7065757001

Extrusion of CO₂/n-pentane blends in polystyrene

2005· article· en· W7065757001 on OpenAlexvenueno aff

Bibliographic record

VenueNPARC · 2005
Typearticle
Languageen
FieldMaterials Science
TopicPolymer Foaming and Composites
Canadian institutionsnot available
Fundersnot available
KeywordsExtrusionRheologyPlasticizerPolystyreneHomogeneity (statistics)Plastics extrusionFoaming agentSolubility
DOInot available

Abstract

fetched live from OpenAlex

Blends of CO₂ and n-pentane were extruded in polystyrene. Rheological characterization of the system using the on-line slit die showed that n-pentane is a more effective plasticizer than CO₂ on an equivalent molar basis. This is consistent with previous findings indicating that larger gas molecules create more internal spacing at the molecular level. Solubility and homogeneity of the blends was also probed using ultrasonic monitoring. It was observed that degassing pressure in CO₂/n-pentane blends was CO₂-dependant only. This feature enables to increase the global gas loading in a foaming system in order to improve the expansion ratio without compromising on the gas pressure exiting the die, which may cause extrusion defects. Moreover, adding a lower diffusing agent such as n-pentane is expected to decrease the overall diffusion rate of the blend. Foam characterization results revealed that incorporating n-pentane to CO₂ lowered the density further while producing foam samples comtaining virtually no open-cells as compared to its pure CO₂ counterpart.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

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)0.0010.000

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 head0.008
GPT teacher head0.233
Teacher spread0.225 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations0
Published2005
Admission routes1
Has abstractyes

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Same venueNPARCSame topicPolymer Foaming and CompositesFrench-language works237,207