MétaCan
Menu
Back to cohort
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 OpenAlexafffund
Ryan Seck, Ziruo Lai, Guojun Liu

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.

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 score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
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)0.0020.001

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 head0.024
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

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

Citations3
Published2024
Admission routes2
Has abstractyes

Explore more

Same venueMacromoleculesSame topicSynthesis and properties of polymersFrench-language works237,207