MétaCan
Menu
Back to cohort
Record W4416542857 · doi:10.1016/j.ceja.2025.100968

Morphological and electronic engineering of Co(OH)2/Ce(OH)3 electrocatalyst on ALD-enabled MgO modified carbon cloth electrode for glucose oxidation-coupled water splitting

2025· article· en· W4416542857 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueChemical Engineering Journal Advances · 2025
Typearticle
Languageen
FieldEnergy
TopicElectrocatalysts for Energy Conversion
Canadian institutionsConcordia University
FundersAlliance de recherche numérique du CanadaNational Research Foundation of KoreaKorea Basic Science Institute
KeywordsElectrocatalystBifunctionalWater splittingBimetallic stripOxygen evolutionElectrolysisSurface engineeringElectrolysis of water

Abstract

fetched live from OpenAlex

• MgO functionalized carbon cloth directed growth of Co(OH) 2 /Ce(OH) 3 microstructures. • Microstructure-electron engineering synergism studied for glucose electrolysis. • Co(OH) 2 /Ce(OH) 3 −MgO@CC showed outstanding bifunctional glucose electrolysis activity. • Co(OH) 2 /Ce(OH) 3 microstructures ensured highly dense, fused, and accessible active sites. • Bimetallic and structural tuning lowered electrolysis voltage by 210 mV vs. water splitting. Exploration of advanced electrocatalyst design strategies and their development to propel the efficient glucose oxidation reaction (GOR) offers a feasible replacement for the stereotypical oxygen evolution reaction, unlocking a dual-benefit platform for sustainable hydrogen production and value-added biomass conversion. For the first time, this study presents the novel functionalization of carbon cloth (CC) fibers with a MgO interlayer to strategically direct the nucleation and growth of a catalytically dynamic Co(OH) 2 /Ce(OH) 3 system, while systematically exploring the influence of microstructural modulation and electron engineering towards enhancing bifunctional GOR-assisted water splitting activity. Among all the fabricated electrodes, the Co(OH) 2 /Ce(OH) 3 −MgO@CC delivers brilliant performance toward glucose electrolysis, driven by the synergistic interplay of densely packed, well-connected, and uniformly distributed three-dimensional Co(OH) 2 /Ce(OH) 3 microstructures, coupled with an optimized electron architecture established by bimetallic engineering tailored for proficient GOR. Impressively, the self-supporting Co(OH) 2 /Ce(OH) 3 −MgO@CC, when configured as a glucose electrolyzer, only demands a low operating potential of 1.65 V to achieve the high current density of 100 mA cm -2 , representing a 210 mV reduction compared to typical alkaline water electrolysis. Overall, this research establishes a new paradigm for innovative electrocatalyst design and paves the way for advancing next-generation materials tailored for efficient glucose oxidation electrocatalysis. Morphology and electronic-structure tailored Co(OH) 2 /Ce(OH) 3 anchored on ALD-derived MgO modified carbon cloth deployed as bifunctional electrocatalysts for glucose oxidation-assisted water splitting.

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.

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)0.001
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 score0.021
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 integrity0.0000.001
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 head0.210
Teacher spread0.206 · 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