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Record W4233584722 · doi:10.1021/la026002+

Water-Soluble Complexes from Random Copolymer and Oppositely Charged Surfactant. 1. Complexes of Poly(ethylene glycol)-Based Cationic Random Copolymer and Sodium Dodecyl Sulfate

2003· article· en· W4233584722 on OpenAlex
C. K. Nisha, Pratyay Basak, Sunkara V. Manorama, Souvik Maiti, Kizhakkedathu Jayachandran

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

VenueLangmuir · 2003
Typearticle
Languageen
FieldChemistry
TopicSurfactants and Colloidal Systems
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsCopolymerCationic polymerizationPulmonary surfactantSodium dodecyl sulfateEthylene glycolPolymer chemistryChemistryPolyelectrolyteSodiumAqueous solutionOrganic chemistryPolymer

Abstract

fetched live from OpenAlex

In this study, we investigate the complex formation behavior of random copolymers (RCPs) of methoxy poly(ethylene glycol) monomethacrylate (MePEGMA) and (3-(methacryloylamino)propyl)trimethylammonium chloride (MAPTAC) with oppositely charged surfactant sodium dodecyl sulfate (SDS), which could be used as a potential system in the field of drug/gene delivery research. A series of copolymers from MePEGMA and cationic monomer MAPTAC were synthesized and characterized by 1 H NMR and static light scattering techniques. The complexation of SDS with synthesized cationic RCPs was investigated by turbidimetric titration, steady-state fluorescence, light scattering, particle size analysis, and ζ-potential measurement. Studies revealed that these complexes are qualitatively similar to the polyion complex micelles or block ionomer complexes obtained from the block copolymers and oppositely charged surfactants. The complexes obtained appear to be micelle-like aggregates with a core formed by the dodecyl sulfate neutralized cationic unit of the polymer and a shell of threaded poly(ethylene glycol) units. The formation of hydrophobic domains occurs at an SDS concentration which is about 2 orders of magnitude lower than its critical micelle concentration. Copolymers with higher poly(ethylene glycol) content form hydrophobic domains at higher SDS concentration. The solution behavior of these complexes mainly depends on the composition of cationic and nonionic units present in the copolymers. Complexes with stoichiometric compositions of cationic units of the copolymer and SDS are electroneutral. The sizes of the complexes vary from 30 to 70 nm depending on the copolymer and the composition. The polarity index obtained from the pyrene fluorescence experiment shows that they are highly hydrated. Overall, these complexes represent an additional class of lyophilic colloids that could be used as a promising system in addressing various basic and practical problems in drug delivery challenges.

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)0.000
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 score0.020
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.224
Teacher spread0.210 · 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