MétaCan
Menu
Back to cohort
Record W4415801942 · doi:10.1063/5.0299462

Self-assembly of inverted phases in AB/CD diblock copolymer blends

2025· article· en· W4415801942 on OpenAlexafffund
Yuhui Yi, Jiayu Xie, Jiajia Zhou, An‐Chang Shi

Bibliographic record

VenueThe Journal of Chemical Physics · 2025
Typearticle
Languageen
FieldMaterials Science
TopicBlock Copolymer Self-Assembly
Canadian institutionsMcMaster University
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsCopolymerNanoscopic scaleNanostructureNanolithographyPolymerBlock (permutation group theory)Stability (learning theory)

Abstract

fetched live from OpenAlex

Conventional ordered phases of block copolymers are nanoscopic structures with discrete domains (spheres or cylinders) composed of the minority blocks embedded in a continuous matrix composed of the majority blocks. Inverted phases of block copolymers refer to the novel ordered structures with discrete domains composed of the majority blocks. In this work, the formation and relative stability of various inverted phases in AB/CD diblock copolymer blends are studied using self-consistent field theory. The results reveal that the ratio of the block copolymer lengths and the copolymer concentration play a crucial role in stabilizing the inverted structures, and the relative stability of various inverted phases depends sensitively on the interaction strengths. The spatial distribution of the different blocks is used to elucidate mechanisms for the formation of inverted phases. The findings provide insights into the formation of inverted phases and suggest design strategies for functional nanostructures with potential applications in nanolithography and photonic crystals.

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 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 score0.003
Threshold uncertainty score0.637

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.010
GPT teacher head0.258
Teacher spread0.248 · 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 venueThe Journal of Chemical PhysicsSame topicBlock Copolymer Self-AssemblyFrench-language works237,207