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Record W4416601064 · doi:10.1021/acsaem.5c02821

Unlocking Superior Acidic Hydrogen Evolution Reaction with Ultralow Pt: Synergistic Electronic Modulation in Trimetallic PtNiCoO <sub> <i>x</i> </sub> /Hollow Carbon Sphere Catalyst

2025· article· en· W4416601064 on OpenAlexafffund
Victor Mashindi, Maxwell W. Terban, Daniela C. de Oliveira, Beatriz D. Moreno, Ângela Albuquerque, G. Marx, E.J. Olivier, Nosipho Moloto, Dean H. Barrett

Bibliographic record

VenueACS Applied Energy Materials · 2025
Typearticle
Languageen
FieldEnergy
TopicElectrocatalysts for Energy Conversion
Canadian institutionsCanadian Light Source (Canada)
FundersLaboratório Nacional de NanotecnologiaNational Research FoundationEuropean Synchrotron Radiation FacilityCanadian Light Source
KeywordsOverpotentialTafel equationExchange current densityOxideCatalysisElectrochemistryExtended X-ray absorption fine structureX-ray photoelectron spectroscopyScanning transmission electron microscopy

Abstract

fetched live from OpenAlex

High Resolution Image Download MS PowerPoint Slide The development of electrocatalysts with low Pt loading is crucial for advancing affordable hydrogen evolution reaction (HER) technology. We report a PtNiCoO x /hollow carbon sphere (HCS) trimetallic catalyst with a Pt loading ≤ 4 wt % outperforming a commercial 20 wt % Pt/C due to strong Pt–Ni/Co oxide synergy within an HCS support. PXRD and EXAFS confirmed Pt incorporation into Ni/Co oxides, resulting in lattice contraction, weak alloying, and structural distortion that promote electronic modulation. Pair distribution function fitting revealed nanoscale domains of mixed alloy and oxide phases, while transmission electron microscopy showed uniform nanoparticles with core–shell morphology. X-ray photoelectron spectroscopy indicated metallic Pt 0 and oxidized Pt 2 + species with a 2.8 eV positive shift in Pt binding energy, evidencing charge transfer from Ni/Co oxides to Pt. Electrochemical tests yielded an onset overpotential of 0.3 mV, η 1 0 of 0.9 mV, and Tafel slope of 36 mV dec –1, matching Pt/C in exchange current density (0.614 mA cm –2 ). Stability tests showed a minor initial decline due to Ni/Co leaching followed by possible surface Pt enrichment and negligible performance loss. The data demonstrate that core–shell architecture, lattice strain, phase heterogeneity, and electronic coupling could be key to the observed high HER activity with minimal Pt loading.

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)0.001
metaresearch head score (Gemma)0.000
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 score0.073
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.000
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 head0.185
Teacher spread0.181 · 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

Citations1
Published2025
Admission routes2
Has abstractyes

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