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Record W2107594041 · doi:10.1177/0892705705054398

Enhancement of Processability of Rice Husk Filled High-density Polyethylene Composite Profiles

2005· article· en· W2107594041 on OpenAlex
Suhara Panthapulakkal, Samuel Law, Mohini Sain

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Thermoplastic Composite Materials · 2005
Typearticle
Languageen
FieldMaterials Science
TopicNatural Fiber Reinforced Composites
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsMaterials scienceExtrusionHigh-density polyethyleneComposite materialComposite numberPlastics extrusionMaleic anhydrideHuskPolyethylenePolymerCopolymer

Abstract

fetched live from OpenAlex

The effect of coupling agent and processing aid on the performance properties of rice husk filled high-density polyethylene (HDPE) composites was studied. Composite profiles of HDPE filled with 65% rice husk were extruded using a single screw extruder with die dimensions of 3 8 mm. Processability and performance properties of the composites were highly dependent on the concentration of the coupling agent and processing aid in the composite formulation. Attempt was made to optimize the composite formulation with respect to both coupling agent and processing aid to attain optimum mechanical and water absorption properties with an optimum extrusion rate. Incorporation of a terpolymer (ethylene-acrylic ester-maleic anhydride) based coupling agent enhanced the properties of the composites with a significant reduction in the extrusion rate. Addition of processing aid enhanced the extrusion rate and showed a negative impact on the performance properties. Composites with a coupling agent to processing aid ratio of 0.73: 0.59 by weight showed an optimum combination of performance properties and extrusion rate.

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.

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), Insufficient payload (model declined to judge)
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 score0.015
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 science0.0010.000
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 head0.239
Teacher spread0.231 · 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