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Record W2167826950 · doi:10.1002/sia.5146

Influence of F <sup>‐</sup> doping on the microstructure, surface morphology and electrochemical properties of the lead dioxide electrode

2012· article· en· W2167826950 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.

Bibliographic record

VenueSurface and Interface Analysis · 2012
Typearticle
Languageen
FieldChemistry
TopicElectrochemical Analysis and Applications
Canadian institutionsMinistry of Education and Child Care
FundersPeople's Government of Jilin ProvinceNational Natural Science Foundation of China
KeywordsLead dioxideElectrodeElectrochemistryElectrolysisX-ray photoelectron spectroscopyScanning electron microscopeMaterials scienceOxygen evolutionAnodeDopingMicrostructureAnalytical Chemistry (journal)Chemical engineeringChemistryMetallurgyComposite materialElectrolyte

Abstract

fetched live from OpenAlex

The lead dioxide electrode (PbO 2 ) with Ti substrate and SnO 2 ‐Sb 2 O 5 intermediate layer was doped by F ‐ ion through the potentiostatic anode co‐deposition method. The content of F in the coating can be controlled by adjusting deposition potential. The effect of F ‐ doping on the composition, surface morphology and electrochemical properties of the PbO 2 electrode was characterized by X‐ray diffraction, scanning electron microscope, X‐ray photoelectron spectroscopy and electrochemical measurement methods. The results have confirmed that the content of β‐PbO 2 increases with increasing that of F, and the doping can make the β‐PbO 2 grains become fine and the electrode surface become smooth; the specific surface areas and conductivity increase, and the initial potential of oxygen evolution shifts toward positive direction compared with the free‐doped PbO 2 electrode; the oxygen evolution potential increases with the increasing of the F ‐ content in the PbO 2 film electrode. The bulk electrolysis result demonstrated that the performances of the F‐PbO 2 electrode for anodic oxidation aniline have been improved to some extent. Copyright © 2012 John Wiley &amp; Sons, Ltd.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.031
Threshold uncertainty score0.547

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.009
GPT teacher head0.227
Teacher spread0.218 · 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