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Record W4405333346 · doi:10.1021/acs.macromol.4c02127

Poly(3,4-epoxycyclohexylmethyl acrylate) Synthesis and Use in the Preparation of an Exceptionally Hard yet Flexible Organic Polymer Coating

2024· article· en· W4405333346 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueMacromolecules · 2024
Typearticle
Languageen
FieldMaterials Science
TopicSynthesis and properties of polymers
Canadian institutionsQueen's University
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsAcrylatePolymerCoatingAcrylate polymerPolymer sciencePolymer chemistryMaterials scienceChemical engineeringChemistryOrganic chemistryCopolymerNanotechnology

Abstract

fetched live from OpenAlex

Despite the commercial availability of 3,4-epoxycyclohexylmethyl acrylate (ECMA), its homopolymerization is not reported. In this study, liquid viscous poly(3,4-epoxycyclohexylmethyl acrylate) (PECMA) is synthesized via free radical polymerization and fractionated to obtain samples with varying molecular weights. After casting with a cationic photoinitiator and photocuring of the resultant film to cross-link the epoxide groups via ring-opening polymerization, a hard solid coating is formed. For fully cured coatings, hardness ( H ) increases with the molecular weight of PECMA. At a weight-average molecular weight ( M w ) of 14.5 kDa, the H value of the fully cured coating reached 0.78 ± 0.02 GPa, over five times that of poly(ethylene terephthalate) (PET) and three times that of polystyrene (PS), representing the highest H value reported for an organic material. This exceptional hardness correlates with excellent wear resistance, as no wear tracks are observed after 250 abrasion cycles with steel wool under 13 kPa. The coating also exhibits high transparency, with 97% transmittance at 500 nm for a 50 μm-thick film, and remains thermally stable up to 300 °C. These properties indicate that PECMA holds significant potential for diverse applications.

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.

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 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 score0.008
Threshold uncertainty score0.629

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.024
GPT teacher head0.271
Teacher spread0.247 · 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