MétaCan
Menu
Back to cohort
Record W4416302542 · doi:10.1021/acs.chemmater.6c00262

Orthogonal Solvent Mediation for Solid Composite Electrolyte Synthesis: Phase Integration via Particle Dispersion

2025· article· en· W4416302542 on OpenAlexafffund
Runqi Wu, Xiang You, Trinanjan Dey, Grace T. Flaman, Scott M. Rosendahl, Michael D. Fleischauer, Lingzi Sang

Bibliographic record

VenueChemistry of Materials · 2025
Typearticle
Languageen
FieldEngineering
TopicAdvanced Battery Materials and Technologies
Canadian institutionsNational Research Council CanadaCanadian Light Source (Canada)University of Alberta
FundersCanadian Institutes of Health ResearchAlberta InnovatesNational Research Council CanadaCanada Foundation for InnovationCanada First Research Excellence FundSocial Sciences and Humanities Research Council of CanadaUniversity of AlbertaNatural Sciences and Engineering Research Council of CanadaGovernment of Alberta
KeywordsElectrolyteComposite numberMicrostructureSolventPhase (matter)ConductivityIonic conductivityDispersion (optics)Particle (ecology)

Abstract

fetched live from OpenAlex

Ceramic-rich solid-composite electrolytes exhibit ceramic-like ionic conductivity and enhanced mechanical property, making them promising candidates for market-relevant solid-state batteries. In-depth knowledge of the microstructure within the composite electrolytes for ideal performances and their correlation with the choice of materials and processing methods are not well-understood. Herein, we report a solution-cast, free-standing composite film comprised of well-integrated ceramic (Li3InCl¬6) and binder (Styrene-Ethylene-Butylene-Styrene, SEBS) phase, which simultaneously provides Li+ transport pathways and the required mechanical support. In the formation of this unique microstructure, we mark the mediator role of dibutyl ether – a low polarity solvent that forms a non-invasive polar-ionic interaction with the electronegative metal elements at the surface of Li3InCl¬6 particles to suspend and disperse Li3InCl6 particles in the dissolved SEBS matrix, facilitating phase integration. This weak interaction only occurs at chosen conditions; increased solvent-to-ceramic ratio and interaction time can induce Li3InCl6 decomposition. Our results correlate the electrochemical performance of a ceramic-rich Li3InCl6-SEBS composite electrolyte film with its microstructure; the latter was demonstrated to be potentially tunable by altering the molecular structure of the solvent and the parameters used in composite electrolyte synthesis procedures. This work provides materials structural-level insights that underpin the design principle of solution-cast solid composite electrolytes.

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 score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

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 integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.007
GPT teacher head0.250
Teacher spread0.243 · 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

Citations0
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueChemistry of MaterialsSame topicAdvanced Battery Materials and TechnologiesFrench-language works237,207