MétaCan
Menu
Back to cohort
Record W4384131044 · doi:10.1007/s12598-023-02300-5

Bimetallic active site nuclear‐shell heterostructure enables efficient dual‐functional electrocatalysis in alkaline media

2023· article· en· W4384131044 on OpenAlexaff
Yu Cheng, Xi Zhou, Qinmin Pan, Lifang Zhang, Yufeng Cao, Tao Qian

Bibliographic record

VenueRare Metals · 2023
Typearticle
Languageen
FieldEnergy
TopicElectrocatalysts for Energy Conversion
Canadian institutionsUniversity of Waterloo
FundersNational Natural Science Foundation of China
KeywordsOverpotentialElectrocatalystWater splittingMaterials scienceBimetallic stripBifunctionalHeterojunctionOxygen evolutionChemical engineeringElectron transferNanotechnologyCatalysisChemistryElectrodeOptoelectronicsPhotochemistryPhotocatalysisElectrochemistryPhysical chemistryMetal

Abstract

fetched live from OpenAlex

Abstract Hydrogen, as a green and clean next‐generation fuel, is a key to achieving the goal of carbon neutrality. Constructing an electrocatalyst with bifunctional hydrogen evolution and oxygen evolution activity in the same electrolyte is a key technology for producing hydrogen via water splitting. Herein, a bimetallic active site catalyst, which possessed an edge‐riched MoS 2 nanoflakes array vertically growing on cubic CoS 2 , forming a nuclear‐shell heterogeneous configuration, termed CSC‐MoS 2 @CoS 2 . was reported The optimal CSC‐MoS 2 @CoS 2 ‐24 possessed good dual‐functional electrocatalytic activity (hydrogen evolution (HER), 10 mA·cm −2 @241.5 mV and oxygen evolution (OER), 10 mA·cm −2 @350 mV). Especially, CSC‐MoS 2 @CoS 2 ‐24 exhibited an extremely high mass activity for HER, and only required an overpotential of ~ 550 mV when reaching a large current density of 1422 mA·mg −1 , which was 20.6‐fold that of the bulk CoS 2 (69 mA·mg −1 ), as well as exhibiting stability of up to 100 h. The good electrocatalytic performance was attributed to the nuclear‐shell heterostructure of MoS 2 @CoS 2 hybrid could bring critical synergies, improving efficient mass transfer and electron transfer processes between CoS 2 and MoS 2 , which collaboratively promoted the electrocatalytic kinetics. It is foreseeable that the method proposed in this work will have guiding value for the preparation of dual‐functional electrocatalysts with multi‐interface heterostructures by assembling layered sulfides on cubic sulfides.

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 score0.002

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 integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.011
GPT teacher head0.213
Teacher spread0.202 · 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

Citations23
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueRare MetalsSame topicElectrocatalysts for Energy ConversionFrench-language works237,207