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Record W4412972807 · doi:10.1016/j.jcis.2025.138566

Reversed linkage-oriented intermolecular electron-transfer in isomeric covalent organic frameworks for electrochemical CO2 reduction

2025· article· en· W4412972807 on OpenAlexaff
Gang Yang, Haiyang Liu, Xian‐Zhu Fu, Jiong Wang, Subiao Liu, Jing‐Li Luo

Bibliographic record

VenueJournal of Colloid and Interface Science · 2025
Typearticle
Languageen
FieldEnergy
TopicCO2 Reduction Techniques and Catalysts
Canadian institutionsUniversity of Alberta
FundersCentral South UniversityNational Natural Science Foundation of China
KeywordsElectron transferElectrochemistryLinkage (software)Covalent bondIntermolecular forceChemistryReduction (mathematics)PhotochemistryOrganic chemistryElectrodeMoleculePhysical chemistry

Abstract

fetched live from OpenAlex

Designing specific electroactive sites and modulating their local microenvironments of covalent organic frameworks (COFs) toward electrochemical CO 2 reduction (ECR) have received increasing attention. However, the underlying impact of the change in intramolecular electron-transfer capability, caused by the tuning in electronic state of active sites, on the redox-mediated catalytic process still remains inadequately understood. In this work, we constructed a metalloporphyrin-based COF as the isomer of the representative COF-367-Co, with an identical chemical composition but a reversed imine-linkage orientation via Schiff-base condensation reaction using [meso-tetrakis(4-formylphenyl)porphyrin]cobalt (CoTFPP) and Benzidine (BD) as the precursors, denoted as CoTFPP-BD-COF, to exclusively investigate the linkage orientation as an individual variable for enhanced electron transmission efficiency toward ECR. The CoTFPP-BD-COF exhibits impressively higher CO Faradaic efficiencies (FE CO ) of over 90 % than the benchmark COF-367-Co (below 50 %) within a wide potential range of 600 mV. The experimental and computational results collectively suggest that as compared to the isomeric COF-367-Co, the reversal of imine-linkage orientation in CoTFPP-BD-COF not only enhances the CO 2 adsorption capacity of active centers in cobalt porphyrin through tuning its electronic configuration, but also facilitates the intramolecular oriented electron-transfer by suppressing its electron donor effect, thereby synergistically facilitating ECR. This study exclusively demonstrates the linkage contribution in remote electronic tuning of COFs, and uncovers its associated mechanism toward electrosynthesis.

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 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 score0.126
Threshold uncertainty score0.460

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.266
Teacher spread0.262 · 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.

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

Citations1
Published2025
Admission routes1
Has abstractyes

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