MétaCan
Menu
Back to cohort
Record W4412477247 · doi:10.1021/acs.chemmater.5c00733

Rethinking Electrochemical Exfoliation: Controlled Cathodic Intercalation at Low Overpotentials for High-Quality, Atomically Thin MoS<sub>2</sub> Layers without Gas Evolution-Induced Expansion

2025· article· en· W4412477247 on OpenAlexafffund
Manila Ozhukil Valappil, Teri Siu, Barbara Y. Martin, Nicholas D. Wilson, Varshini Rajakumaran, Jochen Konieczny, Jury J. Medvedev, Jianying Ouyang, Neil Graddage, Rodney D. L. Smith, Franziska Muckel, Michael A. Pope

Bibliographic record

VenueChemistry of Materials · 2025
Typearticle
Languageen
FieldMaterials Science
Topic2D Materials and Applications
Canadian institutionsNational Research Council CanadaUniversity of Waterloo
FundersWaterloo Institute for Nanotechnology, University of WaterlooNational Research Council CanadaNatural Sciences and Engineering Research Council of CanadaDeutsche Forschungsgemeinschaft
KeywordsIntercalation (chemistry)Cathodic protectionExfoliation jointMaterials scienceElectrochemistryThin filmChemical engineeringInorganic chemistryNanotechnologyGrapheneChemistryElectrodePhysical chemistry

Abstract

fetched live from OpenAlex

The cathodic electrochemical exfoliation of transition metal dichalcogenide (TMD) crystals using bulky tetraheptylammonium ions (THA + ) is now commonly used to produce high-quality, high-aspect-ratio flakes for diverse applications. However, most studies apply excessively high potential differences (−6 V to −8 V) between a crystal and counter electrode. This study reveals that applying extremely high potentials results in THA + intercalation, while simultaneously causing intercalant decomposition into heptane gas. This gas formation creates additional internal pressure that enhances the macroscopic expansion of the material beyond what would be expected from intercalation alone. To address this, we use a spring-loaded, three-electrode cell to control the working electrode potential. Using this setup, we compare the exfoliation yield and quality of micron-sized MoS 2 powders and large single crystals, both intercalated potentiostatically at –2.5 and −6 V vs the ferrocenium/ferrocene (Fc + /Fc) redox couple. At –2.5 V vs Fc + /Fc, complete THA + intercalation is achieved with minimal electrolyte decomposition and the associated macroscopic expansion. The intercalates exfoliate with high concentrations (∼0.5–1 mg/mL) of flakes that exhibit narrow thickness distributions (95% below 3 nm), and high aspect ratios ( L / t > 150). While all samples exfoliated in our 3-electrode cell exhibit strong photoluminescence and Raman spectra congruent with single-layer MoS 2, materials exfoliated at –2.5 V demonstrate superior quality, with fewer 1T phase impurities and adsorbates related to THA + decomposition as determined by X-ray photoelectron spectroscopy. These findings highlight a pathway to improve the quality of electrochemically exfoliated MoS 2, enhancing its already strong potential for future optoelectronic 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 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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
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 score0.019
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.013
GPT teacher head0.272
Teacher spread0.258 · 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.

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

Citations2
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueChemistry of MaterialsSame topic2D Materials and ApplicationsFrench-language works237,207