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Record W4408862791 · doi:10.1016/j.surfin.2025.106289

Constructing bifunctional interfacial electric field triggered NiCo2S4 loaded 3D nanoflower CuFe LDH as self-cascade nanoreactor photo-Fenton system to efficiently degrade ciprofloxacin

2025· article· en· W4408862791 on OpenAlexaff
B. Janani, V. Vinotha Sre, Asad Syed, Abdallah M. Elgorban, Islem Abid, Ling Shing Wong, S. Sudheer Khan

Bibliographic record

VenueSurfaces and Interfaces · 2025
Typearticle
Languageen
FieldEnergy
TopicAdvanced Photocatalysis Techniques
Canadian institutionsOntario Tech University
FundersKing Saud University
KeywordsNanoreactorNanoflowerMaterials scienceBifunctionalCascadeElectric fieldChemical engineeringHydroquinoneNanotechnologyNanoparticleNanostructureOrganic chemistryCatalysis

Abstract

fetched live from OpenAlex

A catalytic heterostructure driven by nanocatalyst (NCs) induced reactive oxygen species (ROS) has been proposed as a potential tool for cleaning and degrading pharmaceutical pollutants from contaminated water. The study used a facile reflux-assisted method for the synthesis of NiCo 2 S 4 -CuFe LDH NCs (NCS@CF). The CuFe LDH 3D nanoflowers were successfully deposited onto NiCo 2 S 4 , and verified using transmission electron microscope (TEM) and scanning electron microscope (SEM) image analysis. The electronic and optical properties of NCS@CF NCs for ciprofloxacin (CIP) degradation were validated through x-ray photoelectron spectroscopy (XPS), photoluminescence (PL), electron impedance spectroscopy (EIS), and diffuse reflectance spectroscopy (UV- DRS). The NCS@CF NCs exhibits type IV isotherm with microporous nature with an average pore radius of 1.5 nm. The Mott-Schottky plot determines the n-type semiconducting nature of the materials with conduction band potential of -0.33 and -0.54 V for NiCo 2 S 4 and CuFe LDH , respectively. An interfacial electric field (IEF) was created after NCS@CF NCs formation. It followed Z scheme-type charge migration after light irradiation , facilitating dynamic electron transfer and limiting the charge recombination rate. The degradation of CIP was 97.15 % with a rate constant of 0.026 min -1, which was 8.6, 4.12 and 15 times greater than NiCo 2 S 4 with H 2 O 2 , CuFe LDH with H 2 O 2 and NCS@CF NCs without H 2 O 2 , respectively. It is attributed to the synergistic interaction of NCS@CF NCs and H 2 O 2 in free radical generation for oxidizing the pollutant. The scavenging test identified the involvement of superoxide (O 2 • - ) and hydroxyl radical (•OH) as dominant species in the catalytic process. This design strategy opens new avenues for developing highly effective photocatalysts and setting the stage for future advancements in the promising environmental remediation field. This study paves a way for manufacturing innovation in near future.

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 score0.003

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 head0.007
GPT teacher head0.257
Teacher spread0.250 · 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

Citations4
Published2025
Admission routes1
Has abstractyes

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