MétaCan
Menu
Back to cohort
Record W4417030375 · doi:10.1021/acs.macromol.5c02007

Environmental Stress Cracking of Polyethylene: A Molecular-Scale Fatigue Process?

2025· article· en· W4417030375 on OpenAlexafffund
Sajjad Kavyani, João B. P. Soares, Phillip Choi

Bibliographic record

VenueMacromolecules · 2025
Typearticle
Languageen
FieldMaterials Science
TopicPolymer crystallization and properties
Canadian institutionsUniversity of ReginaUniversity of Alberta
FundersImperial Oil Limited
KeywordsCoalescence (physics)Ultimate tensile strengthBrittlenessCrackingMolecular dynamicsCompressive strength

Abstract

fetched live from OpenAlex

In a previous study, we used molecular dynamics (MD) simulations to show that environmental stress cracking (ESC) of polyethylene (PE) likely initiates with the coalescence of free volumes at the PE–ESC agent interface, modeled using nonyl ethoxylate (NE). In this work, we expand on those findings by applying tensile and compressive stresses to PE systems. The simulations reveal that tensile stress enhances free volume coalescence significantly more than compressive stress, consistent with experimental evidence that tensile stress promotes ESC, whereas compressive stress does not. We also observe that free volume coalescence occurs cyclically, and that PE chains near NE molecules experience more cyclic force fluctuations than chains in systems without ESC agents. This behavior is reminiscent of macroscopic fatigue, a brittle failure mode caused by repeated loading well below a material’s tensile strength. Since ESC is also brittle, we propose that ESC in PE, a ductile polymer, may be understood as a form of molecular-scale fatigue. The proposed mechanism involves the sustained coalescence of free volumes driven by inhomogeneous, cyclic, nonbonded force fluctuations at the NE–PE interface. These arise from the incompatibility between NE’s hydrophilic head and the hydrophobic PE chains. Notably, these force fluctuations are substantially weaker in the absence of NE or under compressive stress, conditions under which ESC does not occur, supporting the connection between cyclic molecular forces and fatigue-like failure.

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 score0.017
Threshold uncertainty score0.491

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)0.0000.000

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 head0.009
GPT teacher head0.248
Teacher spread0.239 · 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

Citations0
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueMacromoleculesSame topicPolymer crystallization and propertiesFrench-language works237,207