MétaCan
Menu
Back to cohort
Record W4366820250 · doi:10.1002/smll.202301947

Multi‐Responsive Supercapacitors from Chiral Nematic Cellulose Nanocrystal‐Based Activated Carbon Aerogels

2023· article· en· W4366820250 on OpenAlexafffund
Lucas J. Andrew, Emma Gillman, Christopher M. Walters, Erlantz Lizundia, Mark J. MacLachlan

Bibliographic record

VenueSmall · 2023
Typearticle
Languageen
FieldMaterials Science
TopicSupercapacitor Materials and Fabrication
Canadian institutionsUniversity of British Columbia
FundersEuropean Social FundNatural Sciences and Engineering Research Council of CanadaMinisterio de Ciencia e InnovaciónEusko JaurlaritzaEuskal Herriko UnibertsitateaCanada Foundation for Innovation
KeywordsSupercapacitorMaterials scienceAerogelLiquid crystalNanotechnologyNanoparticleNanocrystalChemical engineeringCarbon fibersIonic liquidEnergy storageCobalt oxideSuperparamagnetismCobaltCapacitanceComposite numberMagnetizationElectrodeComposite materialOrganic chemistryCatalysisOptoelectronicsChemistry

Abstract

fetched live from OpenAlex

Abstract The development of long‐lived electrochemical energy storage systems based on renewable materials is integral for the transition toward a more sustainable society. Supercapacitors have garnered considerable interest given their impressive cycling performance, low cost, and safety. Here, the first example of a chiral nematic activated carbon aerogel is shown. Specifically, supercapacitor materials are developed based on cellulose, a non‐toxic and biodegradable material. The chiral nematic structure of cellulose nanocrystals (CNCs) is harnessed to obtain free‐standing hierarchically ordered activated carbon aerogels. To impart multifunctionality, iron‐ and cobalt‐oxide nanoparticles are incorporated within the CNC matrix. The hierarchical structure remains intact even at nanoparticle concentrations of ≈70 wt%. The aerogels are highly porous, with specific surface areas up to 820 m 2 g −1 . A maximum magnetization of 17.8 ± 0.1 emu g −1 with superparamagnetic behavior is obtained, providing a base for actuator applications. These materials are employed as symmetric supercapacitors; owing to the concomitant effect of the hierarchically arranged carbon skeleton and KOH activation, a maximum C p of 294 F g −1 with a capacitance retention of 93% after 2500 cycles at 50 mV s −1 is achieved. The multifunctionality of the composite aerogels opens new possibilities for the use of biomass‐derived materials in energy storage and sensing 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
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 score0.010
Threshold uncertainty score1.000

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)0.0010.001

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 head0.035
GPT teacher head0.244
Teacher spread0.209 · 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

Citations38
Published2023
Admission routes2
Has abstractyes

Explore more

Same venueSmallSame topicSupercapacitor Materials and FabricationFrench-language works237,207