Study and Characterization of Polyaniline at Various Doping of LiCl wt.% Using Electrical Measurements and XRF Analysis
Why this work is in the frame
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Bibliographic record
Abstract
Polyaniline PANI samples were synthesized via chemical polymerization method. The mechanism of charge transport in these composites has been studies by measuring the DC conductivity at various lithium chloride LiCl wt.%. It shows that their activation energy decreases with increasing LiCl concentration and thus, the conductivity increases at 15 %wt. In addition, X-ray Fluorescence XRF was used to analysis the elements of PANI regarding to LiCl concentration. The elements positively detected by the XRF are Cl, Kr, SO3, Al2O3, SiO2, and ZrO2. The XRF data show a relative systematic error typically independent of the concentration. The accuracy is determined by comparing the XRF data with various LiCl wt.%.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| 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 it