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Record W4414517949 · doi:10.1021/acsapm.5c02222

Eco-friendly Superhydrophobic MWCNTs/PTFE/PEEK Powder Coating for Stable Superhydrophobicity in Extreme Environments

2025· article· en· W4414517949 on OpenAlexaff
Yuxing Bai, Haiping Zhang, Hui Zhang, Jesse Zhu, Yuanyuan Shao, Jinbao Huang

Bibliographic record

VenueACS Applied Polymer Materials · 2025
Typearticle
Languageen
FieldMaterials Science
TopicSurface Modification and Superhydrophobicity
Canadian institutionsWestern University
FundersFoshan Science and Technology BureauChina Scholarship CouncilNational Natural Science Foundation of China
KeywordsSandpaperInertCoatingThermal stabilityDurabilityFabricationComposite numberAbrasion (mechanical)Compatibility (geochemistry)

Abstract

fetched live from OpenAlex

Superhydrophobic coatings hold broad application potential but face persistent challenges in thermal protection and mechanical robustness. Conventional fabrication methods further suffer from environmental and economic inefficiency associated with the use of organic solvents and complex equipment. Herein, a ternary nano/microintegrated composite of polyether–ether–ketone, polytetrafluoroethylene, and multiwalled carbon nanotubes was rationally designed and prepared via pressure-bonding technology. And thus, an eco-friendly superhydrophobic powder coating with exceptional thermal stability and long-term durability is successfully reported (WCA of 163.78°, WSA of 1.3°). This strategy addresses the inherent limitations associated with conventional melt-extrusion and direct-blending methods, such as thermal dispersion, homogenization, pulverization, and compatibility issues, thereby achieving a synergistic enhancement of material properties. The superhydrophobic coating demonstrates superior resistance to both cold and hot liquids. Also, it exhibits exceptional thermal stability (up to 400 °C) with simultaneous mechanical reinforcement, where the intertwined structure achieves high enhancement in abrasion resistance compared to direct-blended coatings. The chemically inert and rough surface also offers resistance to aggressive inorganic/organic solvents. Long-term environmental durability is evidenced by maintaining >150° WCA after 60 days of UV-accelerated aging. The coating’s stability under thermal, mechanical, and chemical stresses allows it to outperform conventional systems, offering a facile and innovative solution for surface thermal protection in extreme conditions.

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)0.001
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 score0.004
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.001

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 head0.028
GPT teacher head0.246
Teacher spread0.218 · 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.

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

Citations2
Published2025
Admission routes1
Has abstractyes

Explore more

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