MétaCan
Menu
Back to cohort
Record W2071851784 · doi:10.1021/jp048777s

Formation of Multilayer Polyelectrolyte Complexes by Using Block Ionomer Micelles as Nucleating Particles

2004· article· en· W2071851784 on OpenAlexaff
Evgeniy A. Lysenko, Pavel S. Chelushkin, Tatiana K. Bronich, Adi Eisenberg, V.A. Kabanov, Alexander V. Kabanov

Bibliographic record

VenueThe Journal of Physical Chemistry B · 2004
Typearticle
Languageen
FieldMaterials Science
TopicPolymer Surface Interaction Studies
Canadian institutionsMcGill University
FundersLomonosov Moscow State University
KeywordsPolyelectrolyteMicelleCationic polymerizationDynamic light scatteringPolymer chemistryChemistryDispersion (optics)Chemical engineeringIonomerAqueous solutionCopolymerOrganic chemistryNanoparticlePolymer

Abstract

fetched live from OpenAlex

This study focuses on the complexes formed between polystyrene- block -poly( N -ethyl-4-vinylpyridinium bromide) (PS- b -PEVP) and poly(sodium methacrylate) (PMANa). These complexes were synthesized as follows. First, PS- b -PEVP is dispersed in water, which results in the formation of the micelles with insoluble PS core and cationic PEVP corona. Second, these micelles are reacted with the linear polyanion, PMANa. This leads to formation of the polyion complex micelles that are likely to have the multilayer structure: the PS core surrounded by the intermediate insoluble layer of mutually neutralized polyions and the lyophilizing shell of the polyion that is present in excess. The complexes were characterized by UV and fluorescence spectroscopy, sedimentation velocity, viscometry, static and dynamic light scattering, ζ-potential measurements, and transmission electron microscopy. The properties and stability of the complexes in aqueous dispersion depends on the ratio of charged units of the polycation and polyanion chains, Z = [PMANa]/[PEVP]. The shell can be either cationic (PEVP) if the polycation is in excess ( Z ≤ 0.3) or anionic (PMANa) if the polyanion is in excess ( Z ≥ 1.8). When Z values are intermediate 0.3 < Z < 1.8 the micelles become unstable in dispersion and precipitate. At 0.6 ≤ Z ≤ 1.3 only the insoluble complexes are formed. Overall, reacting the polyelectrolyte micelles with oppositely charged linear polyelectrolytes represents a simple and effective method of modification of polyelectrolyte micelles and synthesis of micellar dispersions of polyelectrolyte complexes.

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 score0.002

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
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)0.0000.000

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 head0.019
GPT teacher head0.283
Teacher spread0.265 · 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

Citations44
Published2004
Admission routes1
Has abstractyes

Explore more

Same venueThe Journal of Physical Chemistry BSame topicPolymer Surface Interaction StudiesFrench-language works237,207