MétaCan
Menu
Back to cohort
Record W2046608849 · doi:10.1021/ma000147a

Surface Enrichment of Poly(trifluorovinyl ether)s in Polystyrene Blends

2000· article· en· W2046608849 on OpenAlexaff
Yumin Yuan, Molly S. Shoichet

Bibliographic record

VenueMacromolecules · 2000
Typearticle
Languageen
FieldMaterials Science
TopicSurface Modification and Superhydrophobicity
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsPolystyreneX-ray photoelectron spectroscopyContact anglePolymerSolventPolymer chemistryMaterials scienceEtherChemical engineeringTolueneMicaChloroformFluorocarbonChemistryOrganic chemistryComposite material

Abstract

fetched live from OpenAlex

Surface modification can be achieved with polymer blends when one component of the system is more surface active than the others. Numerous factors affect the interfacial properties, including the type and concentration of polymers, the solvent, and the interface. Blends of polystyrene (PS) and poly(trifluorovinyl ether) (PTFVE) having a fluorocarbon backbone and an oligoether pendant group were cast as films from chloroform or toluene. The air−polymer interface was investigated and found to be enriched with PTFVE at very low bulk concentrations (<1 wt %) as determined by XPS and contact angle analysis. Both surface fluorine and oxygen increased with bulk PTFVE content. Interestingly, PTFVE-enriched surfaces were increasingly hydrophilic with PTFVE content, indicating that oligoether groups were dominant at the outermost layer. This observation was confirmed by angle-resolved XPS and ToF SIMS. AFM of PTFVE cast on mica indicated the presence of large aggregates on the order of 200 nm in diameter. We hypothesize that PTFVE in PS/PTFVE blends form similar structures at the interface, with aggregates having PTFVE cores and oligoether coronas, thereby accounting for oligoether pendant groups, and not fluorocarbon backbone, at the air−polymer interface. The nature of the solvent influenced the surface properties of the blends; films cast from toluene, which is a better solvent for PS than chloroform, required greater PTFVE content in the bulk for surface activity than those cast from chloroform. Furthermore, the type of PTFVE used affected surface activity and the resulting surface hydrophilicity.

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 head0.014
GPT teacher head0.249
Teacher spread0.235 · 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

Citations40
Published2000
Admission routes1
Has abstractyes

Explore more

Same venueMacromoleculesSame topicSurface Modification and SuperhydrophobicityFrench-language works237,207