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Record W4410934186 · doi:10.1002/adfm.202505824

A Holistic Picture of the Phase Construction Process of O3‐Structured NaNi <sub>1/3</sub> Mn <sub>1/3</sub> Fe <sub>1/3</sub> O <sub>2</sub> for Sodium‐Ion Batteries

2025· article· en· W4410934186 on OpenAlexafffund
Guoyao Pang, Yang Gu, Haoxiang Zhuo, Meng Li, Kuan Wang, Jian Wang, Dongniu Wang, Jiangtao Hu, Biwei Xiao, Weidong Zhuang

Bibliographic record

VenueAdvanced Functional Materials · 2025
Typearticle
Languageen
FieldEngineering
TopicAdvancements in Battery Materials
Canadian institutionsCanadian Light Source (Canada)
FundersNatural Sciences and Engineering Research Council of CanadaCanadian Institutes of Health ResearchCanadian Light SourceGeneral Research Institute for Nonferrous MetalsNatural Science Foundation of Guangdong ProvinceNational Natural Science Foundation of China
KeywordsMaterials scienceProcess (computing)Phase (matter)SodiumCrystallographyInorganic chemistryChemical engineeringOrganic chemistryMetallurgyComputer scienceEngineeringChemistry

Abstract

fetched live from OpenAlex

Abstract The synthesis process of layered oxide cathode materials is pivotal yet underexplored in sodium‐ion battery (SIB) research. This study systematically investigates the phase construction mechanisms of O3‐structured NaNi 1/3 Mn 1/3 Fe 1/3 O 2 (NMF) through in situ heating XRD, synchrotron‐based STXM, and electrochemical analysis, focusing on decomposition, diffusion, phase transformation, and oxidation steps during the synthesis. Three precursors—co‐precipitated hydroxides, micrometer‐sized metal oxides (MO), and nanometer‐sized oxides (sand‐milled metal oxides, SMMO)—are compared, alongside sodium sources (Na 2 CO 3 , NaOH, NaHCO 3 ). Hydroxide precursors enabled a direct P3‐to‐O3 solid‐solution transition via homogeneous Na‐ion diffusion, yielding uniform structures and superior electrochemical performance (131 mAh g −1 discharge capacity). In contrast, MO precursors exhibited stepwise phase evolution: Mn 2 O 3 initiated P3 formation at 425 °C, Fe 2 O 3 promoted O3 nucleation at 675 °C, and NiO finalized the transition at 800 °C, albeit with residual impurities. Reducing precursor size (SMMO) delayed phase onset temperatures but retained diffusion‐controlled pathways. Sodium source decomposition kinetics critically influenced phase transitions: NaOH accelerated O3 formation at lower temperatures, while NaHCO 3 delayed P3‐O3 conversion. STXM revealed heterogeneous oxidation states in oxide‐derived samples, correlating with sluggish diffusion and inferior cycling stability. This work establishes that precursor uniformity and sodium source selection govern diffusion homogeneity, phase purity, and electrochemical behavior.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesMeta-epidemiology (narrow)
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 score0.044
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.011
GPT teacher head0.248
Teacher spread0.238 · 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; both teacher heads agree on what is shown here.

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

Citations13
Published2025
Admission routes2
Has abstractyes

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