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Record W4409805075 · doi:10.11159/nddte25.006

Electrical Conductivity as a Control Factor in Selected Processes of Polymerization and Application of Micro and Nanoparticles

2025· article· en· W4409805075 on OpenAlexvenueno aff
Witold Musiał

Bibliographic record

VenueProceedings of the World Congress on Recent Advances in Nanotechnology · 2025
Typearticle
Languageen
FieldMaterials Science
TopicConducting polymers and applications
Canadian institutionsnot available
Fundersnot available
KeywordsNanoparticlePolymerizationConductivityMaterials scienceFactor (programming language)Electrical resistivity and conductivityNanotechnologyChemical engineeringPolymerComputer scienceComposite materialElectrical engineeringChemistryEngineeringPhysical chemistry

Abstract

fetched live from OpenAlex

Electrical conductivity is an important factor in the analysis of colloidal solutions often proposed as innovative systems for controlled drug delivery.Basic measurements of electrical conductivity include specific, molar and limiting conductivity, in the context of the conductivity of individual ions, and solvent and solution properties such as viscosity and density.Zeta potential measurements of colloidal systems are carried out as a factors informing about the potential stability of nanoparticle and microparticle dispersions [1].Many of them, in pharmaceutical practice and medical analysis, are systems of aqueous dispersions of hydrophilic polymers in water.It seems that the course of polymer synthesis processes and the assessment of the ability of polymer systems to release medicinal substances can be monitored using conductometric measurements.Although the measurement result is necessarily the result of the movement of the ion mixture, in many cases, using appropriate standard systems or conducting studies in specific systems, the electrical signal can be used as information allowing to obtain useful knowledge about important features of the system being studied.A good example is the measurement of electrical conductivity, which can reflect changes in the concentration of a drug released from a drug dosage form, as exemplified by studies of the release of iron salts from complex drug forms [2,3].Some attempts were made to apply the conductivity assays in evaluation of polymeric and liposomal preparation for topical and transdermal drug delivery [4,5].Concentrations of other components within the nanostructured or microstructured may be reflected in the conductivity studies of.In studies on the synthesis of thermosensitive polymers with potential medical and pharmaceutical applications, we have repeatedly used the measurement of electrical conductivity of polymer microspheres and nanospheres obtained in the course of free radical synthesis.An interesting aspect is the comparison of the synthesized macromolecules, formed into nanostructures or microstructures, in terms of the conductivity of their solutions, which allows drawing conclusions about contamination with unreacted substrates or the presence of ionic functional groups [6,7].In addition, the results allow, for example, estimating the end point of free radical polymerization, by identifying the asymptote on the conductivity-time graph, and indicate structural changes in the dispersions of thermosensitive polymers, along with changes in temperature and time [8,9].

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 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 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 score0.069
Threshold uncertainty score0.305

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
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 head0.005
GPT teacher head0.263
Teacher spread0.258 · 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 teacher head, 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

Citations0
Published2025
Admission routes1
Has abstractyes

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Same venueProceedings of the World Congress on Recent Advances in NanotechnologySame topicConducting polymers and applicationsFrench-language works237,207