Co Implanted <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si14.svg"> <mml:mstyle mathvariant="normal"> <mml:mi>Ψ</mml:mi> </mml:mstyle> </mml:math> -graphene: A Non-Noble Metal Single-Atom Catalyst for Proficient CO Oxidation Reaction
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.
Bibliographic record
Abstract
Single-Atom Catalysts (SACs) have procured heightened attention of the research community across the globe due to their astounding catalytic behaviour towards some prime chemical reactions. Herein, the catalytic performance of non-noble metal, cobalt single-atom supported over Ψ -graphene (Co@PG) addressed towards CO oxidation reaction by means of first-principles-based, dispersion corrected density functional theory (DFT) calculations. The higher diffusion barrier of Co over Ψ -graphene evidently authenticate the stronger interaction of Co with Ψ -graphene and robust stability of overall system, hence prelude the cluster formation possibility. Further, the temperate interaction of reactants (CO, O 2 ) affirms that the Co@PG is brilliantly effective in hosting and activating reactants, an indispensable condition to commence any catalytic reaction cycle. The analysis of electronic reactivity descriptors (ERDs) like d-band centre ( ϵ d ) and fractional filling of d-band ( f l ), by employing improved d-band model, emphasize that the minority-spin states of Co atom would engage predominantly in the interaction with the reactants. Latterly, CO oxidation reaction over Co@PG was carried out with two different mechanisms, viz., Langmuir-Hinshelwood (LH) and Eley-Rideal (ER) pathways for detailed analysis. Computation of minimum energy path (MEP) and activation barriers reveal that the Co@PG favours the ER mechanism, with reaction barrier of 0.19 eV and 0.27 eV for first and second half reactions respectively, both of them being highly exothermic validating the viability of the overall process. Accordingly, present investigation insinuates that Co@PG can be a potent, non-noble metal, practically operational catalyst for CO oxidation reaction.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.002 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it