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Record W1994381500 · doi:10.1016/j.procs.2011.04.127

Solvation structure and gelation ability of polyelectrolytes: predictions by quantum chemistry methods and integral equation theory of molecular liquids

2011· article· en· W1994381500 on OpenAlexafffund
Olga Lyubimova, Xiangjun Liu, Sergey Gusarov, Alexander E. Kobryn, Andriy Kovalenko

Bibliographic record

VenueProcedia Computer Science · 2011
Typearticle
Languageen
FieldChemistry
TopicSurfactants and Colloidal Systems
Canadian institutionsNational Institute for NanotechnologyUniversity of Alberta
FundersNational Research Council CanadaUniversity of Alberta
KeywordsSolvationCounterionAcetonitrileAqueous solutionElectrolyteImplicit solvationChemistryPolyelectrolyteIonDensity functional theoryDilutionSolvation shellThermodynamicsPhysical chemistryComputational chemistryPolymerOrganic chemistryPhysics

Abstract

fetched live from OpenAlex

Solvation structure and gelation ability of novel oligomeric electrolyte poly(pyridinium-1,4-diyliminocarbonyl-1,4-phenylenemethylene chloride) (1·Cl) as well as its derivatives 1·X obtained by counterion substitution: X - = BF 4 -, PF 6 -, TFSA -, I -, SCN -, DCA -, ClO 4 -, SO 3CF 3 - have been studied by quantum chemistry methods and integral equation theory of molecular liquids. The interaction energy, ΔEtot, between the counterions and polymer chains has been estimated in the frame of density functional theory and COSMO model. The calculations show that ΔEtot for gel forming polyelectrolytes has rather high values. For cases when gel formation is not observed experimentally, calculated ΔEtot have generally lower values. The excess chemical potential of ions (xμion) in water, methanol, dimethylsulfoxide and acetonitrile at infinite dilution has been estimated by means of the integral equation theory of molecular liquids, 1D-RISM-KH. According to the xμion values obtained, the higher gelation ability is observed for 1·X in which counterions X - have the higher absolute values of the solvation free energies. The threedimensional solvation structure of 1·Cl in aqueous solution has been analyzed by means of 3D-RISM-KH approach. © 2011 Published by Elsevier Ltd.

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
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 head0.015
GPT teacher head0.253
Teacher spread0.238 · 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 designSimulation or modeling
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

Citations7
Published2011
Admission routes2
Has abstractyes

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