A gas chromatographic analysis method development and validation for determination of common plasticizers in delayed release tablet dosage forms
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
A simple and efficient Gas Chromatography (GC) analysis method was developed to identify and quantify plasticizers commonly used with polymers present in delayed release tablets. The plasticizers investigated included Dibutyl Sebacate (DBS), Tributyl Phosphate (TBP) and Tributyl Acetyl Citrate (TBAC). The Gas Chromatography (GC) analysis method employs a common DB-1 GC column (30mx320m; 3.0m film). The method was shown to be specific and linear (r 2 =0.998-1.000). Both accuracy and precision were established across the analytical range (0.8-2.0mg/mL). Method applicability was demonstrated by analyzing currently marketed DR tablets from different manufacturers.
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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 | 0.011 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it