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Record W2472159075 · doi:10.1021/acs.macromol.6b00949

Adhesion and Detachment Mechanisms between Polymer and Solid Substrate Surfaces: Using Polystyrene–Mica as a Model System

2016· article· en· W2472159075 on OpenAlexafffund
Hongbo Zeng, Jun Huang, Yu Tian, Lin Li, Matthew Tirrell, Jacob N. Israelachvili

Bibliographic record

VenueMacromolecules · 2016
Typearticle
Languageen
FieldEngineering
TopicAdhesion, Friction, and Surface Interactions
Canadian institutionsUniversity of Alberta
FundersBasic Energy SciencesNatural Sciences and Engineering Research Council of Canada
KeywordsMicaPolystyreneAdhesivePolymerAdhesionMaterials scienceChemical engineeringNanotechnologyComposite materialPolymer chemistryLayer (electronics)

Abstract

fetched live from OpenAlex

The adhesion and detachment of polymer and solid substrate surfaces play important roles in many engineering applications such as for designing adhesives, biomedical adhesives, adhesive tapes, robust protective coatings, biomedical scaffolds, prosthetic devices (e.g., artificial joints and implants), and fabrication of micro- and nanoelectromechanical devices. In this work, a surface forces apparatus (SFA) coupled with top-view optical microscopy was employed to measure the adhesion between thin polystyrene (PS) films and a mica substrate to probe their detachment behaviors. Various factors, including molecular weight (MW), contact time, and polarity-enhancing UV/ozone treatment, were examined. The results show that increased chain-end density, chain mobility, and segment polarity can all contribute to enhanced adhesion strength for both the “symmetric” PS–PS and “asymmetric” PS–mica systems but attributed to different adhesion/detachment mechanisms. For the asymmetric PS–mica system, the increased chain-end density (lower MW), increased chain mobility, and increased polarity (induced by UV/ozone treatment) facilitate the rearrangement of the polystyrene chains and the development of mainly “polar” interactions such as dipole–dipole, dipole–induced dipole, and attractive hydrogen bond interactions between the polar groups on the UV-treated PS (the π-electron clouds of the phenyl rings) and the highly polar mica surface. For the symmetric PS–PS system, the enhanced adhesion is mainly due to the interdiffusion, interdigitation, interpenetration, and entanglement of chains across the polymer–polymer contact interface. Importantly, during the separation of a UV/ozone-treated PS surface from mica, “stick–slip” detachment was observed, resulting in a residue of concentric polymer rings left on the mica surface. Our results provide new fundamental and practical insights into the adhesion, detachment, and damage (wear) mechanisms of polymer–polymer and polymer–solid surfaces.

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 integrity0.0000.001
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 head0.016
GPT teacher head0.241
Teacher spread0.226 · 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

Citations67
Published2016
Admission routes2
Has abstractyes

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