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Record W4410334815 · doi:10.1016/j.cej.2025.163762

Regulating second-shell coordination in molybdenum single-atom catalysts for efficient photocatalytic nitrogen fixation

2025· article· en· W4410334815 on OpenAlexafffund
Yang Yang, Hanlin Wang, Manabu Fujii, Yao Hu, Yifan Li, Xuesong Xie, Xuehai Tan, Keren Jiang, Shengli Zhai, Ning Chen, Hao Zhang, Zhi Li

Bibliographic record

VenueChemical Engineering Journal · 2025
Typearticle
Languageen
FieldChemical Engineering
TopicAmmonia Synthesis and Nitrogen Reduction
Canadian institutionsCanadian Light Source (Canada)University of Alberta
FundersNatural Sciences and Engineering Research Council of CanadaJapan Society for the Promotion of ScienceAlberta Innovates
KeywordsPhotocatalysisMolybdenumCatalysisNitrogen atomNitrogen fixationNitrogenShell (structure)ChemistryFixation (population genetics)Atom (system on chip)PhotochemistryInorganic chemistryMaterials scienceOrganic chemistryComputer scienceBiochemistryComposite material

Abstract

fetched live from OpenAlex

• A novel molybdenum single-atom catalysts with boron coordinated in the second shell was developed. • Mo SAs/BCN exhibited superior visible-light-driven photocatalytic activity for N 2 reduction to NH 3 . • The relationship between NRR performance and local coordination structure was clarified. • The N 2 reduction pathways on Mo SAs/BCN was elucidated. Photocatalytic nitrogen (N 2 ) reduction reaction (NRR) holds great potential and sustainability compared with the Haber-Bosch process for ammonia (NH 3 ) synthesis. Precise regulation of the coordination environment in the second shell of single-atom catalysts (SACs) provides an opportunity to enhance the photocatalytic NRR performance, yet a challenge. Herein, Mo SAs/BCN featured by Mo single atoms dispersed in a carbon nitride support with second-shell B coordination is developed for photocatalytic N 2 fixation. Experimental data combined with theoretical calculations demonstrate that the second-shell B coordination can not only strengthen visible light absorption and accelerate the separation and transfer of photogenerated charge carriers, but also upshift the d-band center of Mo close to the Fermi level to improve the adsorption and activation of N 2 . Thus, Mo SAs/BCN exhibits a high NH 3 yield rate of 176.4 μmol g -1 cat. h −1 under visible light irradiation, which is 5.4 times that of CN. A distal pathway may occur on Mo SAs/BCN, and the first step of *N 2 protonation is the potential-determination step. This work reveals the significance of modulating the second-shell coordination atoms of SACs for enhancing photocatalytic activity and selectivity and offers a promising strategy for the rational design of SACs.

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)0.000
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 score0.227
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

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)0.0000.000

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 head0.218
Teacher spread0.210 · 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

Citations23
Published2025
Admission routes2
Has abstractyes

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