MétaCan
Menu
Back to cohort
Record W4233428928 · doi:10.1002/app.2365

Preface

2002· article· en· W4233428928 on OpenAlexaboutno aff
Jean L. Leblanc

Bibliographic record

VenueJournal of Applied Polymer Science · 2002
Typearticle
Languageen
FieldMaterials Science
TopicPolymer Nanocomposites and Properties
Canadian institutionsnot available
Fundersnot available
KeywordsNatural rubberAutomotive industryQuarter (Canadian coin)Synthetic rubberEngineeringAgricultural economicsLibrary scienceGeographyEconomicsMaterials scienceArchaeologyComputer scienceComposite material

Abstract

fetched live from OpenAlex

Although rubber science and technology is approximately two centuries old, the greatest growth in the industry occurred in the 20th century, through a strong association with the pneumatic tire and the automotive industry.In 2000, overall rubber consumption was around 18 million tons, with natural rubber accounting for some 7250 ktons.*In Europe the rubber industry is very important, with a production of more than 3.2 million tons per year-around 61% for tire manufacturing and the rest for so-called industrial rubber goods.† About a quarter million persons are employed by manufacturers of tires and rubber goods.Such important industrial activity is supported by research and development activities, not only in companies but also in a number of university research laboratories, as reflected by the steady flow of publications dealing with rubber science and technology.The International Seminars on Elastomers have resulted from the initiative of individuals, most of them belonging to institutions or universities, and are becoming quite a tradition.The first seminar was organized in 1977 by Prof. M. Morton, at the time Director of the Institute of Polymer Science at the University of Akron, and Prof. N. Yamakzaki.Since that time, several seminars have been organized in various placesthe United States, Japan, South Korea, and Thailand-by a number of scientists engaged in rubber research (see Table I).Papers from the 3rd, 4th, and 5th seminars were published in the Journal of Applied Polymer Science, Applied Polymer Symposia, Vol.44 (1989), Vol.50 (1992), and Vol.53 (1994), respectively.A detailed historical account of those seminars was provided by Dr. K. Suchiva, Prof. J. L. White, and Prof. Y. Tanaka in the preface to a special issue of the Journal of Applied Polymer Science (Vol.78, No. 8, 2000) including contributions selected from the 7th International Seminar on Elastomers, held in Bangkok, Thailand, in December 1998.Following the success of the 7th seminar, it was decided that the next seminar would be held, for the first time, in Europe.A team of university professors and their collaborators agreed to organize the event in France.The city of Le Mans was considered an obvious site for the seminar, as significant quantities of tire tread are worn there every year in a well-known Grand Prix.

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)0.001
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation 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: Other · Consensus signal: Other
Teacher disagreement score0.541
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.001
Science and technology studies0.0020.001
Scholarly communication0.0030.003
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.4590.306

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 head0.215
Teacher spread0.199 · 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.

Study designNot applicable
Domainnot available
GenreOther

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
Published2002
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Applied Polymer ScienceSame topicPolymer Nanocomposites and PropertiesFrench-language works237,207