Computational study and quantum – chemical investigation on bambuterol hydrochloride compound drug: ADFT approach
Why this work is in the frame
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Bibliographic record
Abstract
Abstract The main objective of the study is to provide deep knowledge of structural and reactivity features of bambuterol hydrochloride (BB.HCl) drug compound. Theoretical calculations are done by the density functional theory (DFT) method with RB3LYP/6–31 + G (d) level and basis set. The computational study by DFT was used to explore HOMO –LUMO energies, global reactivity parameters, NLO using the aforementioned level of theory and basis set. The nature of the hydrogen and halogen bonding interactions was analyzed by NBO, AIM, and RDG analysis. Electron localization function (ELF) analysis provides new insight into the chemical bonding of bambuterol hydrochloride. The pharmaceutical potential of the drug has been considered by molecular docking procedure.
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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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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