Comprehensive evaluation of a benzimidazole-1,3,4-oxadiazole derivative for corrosion protection of C38 steel in HCl: Experimental, molecular dynamics, monte carlo, and in silico pharmacokinetic approaches
Bibliographic record
Abstract
In this study, 2-methyl-5-(2-methyl-1H-benzimidazol-5-yl)-1,3,4-oxadiazole, a novel heterocyclic compound derived from 1,3,4-oxadiazole, is synthesised and thoroughly characterised. Mass spectrometry, FTIR-ATR spectroscopy, ¹H-NMR, and ¹³C-NMR were used for structural elucidation. This compound's ability to inhibit corrosion in C38 steel in 1 M hydrochloric acid was examined using both stationary (potentiodynamic polarisation) and non-stationary (electrochemical impedance spectroscopy, EIS) electrochemical techniques. The inhibitor considerably decreased the corrosion current density, as shown by the Tafel polarisation curves, and its effectiveness improved with increasing concentration. Nyquist plots supported these results by showing that charge transfer resistance increased with immersion time, indicating stable surface adsorption and efficient protection. Monte Carlo (MC) and Molecular Dynamics (MD) simulations were performed on the Fe(110) surface in the presence of a simulated acidic aqueous environment in order to obtain molecular-level understanding of the inhibitor's adsorption behaviour. These simulations supported the high inhibition efficiency observed in experiments by confirming strong adsorption energies and stable conformations of the inhibitor on the metallic surface. Moreover, molecular docking studies revealed the compound's multi-target binding affinities, which frequently outperformed reference ligands and indicated the possibility of wider biological applications. Although hepatotoxicity was noted as a possible concern that required additional biological validation, in silico ADME and toxicity profiling showed generally positive pharmacokinetic properties. This multidisciplinary strategy, which combines computational modelling, pharmacological profiling, and experimental electrochemistry, highlights the potential of this benzimidazole–oxadiazole derivative as a dual-purpose corrosion inhibitor and bioactive candidate.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".