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Record W4411218082 · doi:10.1021/acssuschemeng.4c10684

Bio-Derived Electrodes Based on a Vitamin K Cathode Material and a Mussel-Inspired Binder for Sustainable Aqueous Zinc-Ion Batteries

2025· article· en· W4411218082 on OpenAlexafffund
Alicia M. Battaglia, Jiang Tian Liu, Eloi Grignon, Dwight S. Seferos

Bibliographic record

VenueACS Sustainable Chemistry & Engineering · 2025
Typearticle
Languageen
FieldEngineering
TopicAdvanced battery technologies research
Canadian institutionsUniversity of Toronto
FundersNatural Sciences and Engineering Research Council of CanadaCanada Foundation for InnovationOntario Research Foundation
KeywordsAqueous solutionCathodeZincElectrodeMaterials scienceInorganic chemistryChemical engineeringIonChemistryNanotechnologyMetallurgyOrganic chemistry

Abstract

fetched live from OpenAlex

Due to the higher volumetric capacity of Zinc (Zn) (5855 mAh cm –3 ), greater earth abundance, safer and more stable operation, aqueous Zn-ion batteries are a promising alternative to Lithium-ion batteries. Furthermore, using organic compounds as the components of Zn-ion batteries is an appealing option for developing low-cost and sustainable batteries. With this in mind, we describe the design and application of a novel polymer based on Vitamin K ( POxaVK ) (Q theo = 176 mAh g –1 ) as a cathode material for Zn-ion batteries. Due to the poor conductivity of the polymer, we sought to improve the performance of POxaVK by combining it with a bioderived mussel-inspired polymer binder, POxaD. POxaVK electrodes prepared with the POxaD binder result in improved specific capacities, capacity retentions, and decreased resistance compared to those prepared with the canonical binder, polyvinylidene fluoride (PVDF). For example, the POxaVK cathode material with the POxaD binder gives a higher reversible capacity (101 mAh g –1 for POxaD binder vs 45 mA h g –1 for PVDF binder), improved capacity retention (88% vs 56%) and better zinc-ion diffusion (1.56 × 10 –8 cm 2 s –1 vs 1.09 × 10 –9 cm 2 s –1 ). These achievements can be ascribed to the better binding ability of the dopamine moieties of POxaD, thus resulting in overall improved structural integrity and conductivity compared to PVDF. This work highlights the potential of Vitamin K electrodes combined with a bioderived binder for improved performance relative to fluorinated binders.

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)0.001
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 score0.062
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.004
GPT teacher head0.217
Teacher spread0.213 · 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

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