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Record W4409627647 · doi:10.1016/j.polymer.2025.128428

An Anti-Infective Polymer Coating to Reduce Surface Transmission of Pathogens on Personal Protective Equipment

2025· article· en· W4409627647 on OpenAlexafffund
Mya Sharma, Gurpreet Randhawa, Fei Xu, Evelyn Cudmore, Todd Hoare

Bibliographic record

VenuePolymer · 2025
Typearticle
Languageen
FieldChemistry
TopicAntimicrobial agents and applications
Canadian institutionsMcMaster University
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsCoatingPolymerTransmission (telecommunications)Personal protective equipmentMaterials scienceComposite materialComputer scienceCoronavirus disease 2019 (COVID-19)TelecommunicationsMedicineInfectious disease (medical specialty)Disease

Abstract

fetched live from OpenAlex

Face masks are vital in protecting individuals from respiratory viruses but can serve as a source of infection if improperly used or re-used. Herein, we report anti-infective polymer coatings comprised of anti-fouling poly(oligoethylene glycol methacrylate) (POEGMA) functionalized with hydrazide groups for promoting adhesion and a quaternary ammonium compound (QAC) and/or grafted ciprofloxacin as the anti-infective component. The polymers could be functionalized to the surface of spunbonded polypropylene used for face masks using a simple aqueous dip-coating process. The QAC-functionalized coatings demonstrated a 2.0 log reduction against Staphylococcus aureus , a 1.5 log reduction against Escherichia coli , and a 0.8 log reduction against Pseudomonas aeruginosa after five hours of contact time; combination coatings containing both QAC and ciprofloxacin enabled a 2.1 log reduction against S. aureus , a 4.1 log reduction against E. coli , and a 7.3 log reduction against P. aeruginosa. In parallel, the masks maintained their key mechanical properties as well as remained in full compliance with the ASTM standards for barrier face coverings in terms of breathability and particulate filtration efficacy. Thus, this coating strategy offers potential to reduce the risk of infection from mask wear or reuse. • Polymer coatings were designed for anti-bacterial activity on surgical masks. • Mask functionalization can be done continuously in <2 minutes via dip coating. • Demonstrated high efficacy against S. aureus , P. aeruginosa , and E. coli . • Mask samples maintained key wearability properties after coating.

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 score0.013
Threshold uncertainty score0.594

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.285
Teacher spread0.271 · 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

Citations1
Published2025
Admission routes2
Has abstractyes

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