Possibility of using polymer banknotes for Egyptian currency production
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
Nowdays the polymer notes became a strong substitute for paper notes, as many countries issued their currency using polymer because of their advantages over paper . The importance of this research is to explain the possibility of using polymer instead of paper in Egyptian currency, by examining the technical appropriateness with the same equipments of the banknote printing plant in central bank of Egypt. One of the most important results of this research is that the polymeric currency represented in five Canadian dollars (first sample) had significant endurance properties than the paper currency represented in Egyptian twenty pounds (Second sample), this results were achieved by comparing the endurance properties of the two materials after laboratory tests done. Also, the production process of polymer note printing is the same as the production process of paper note printing. The research recommends to print polymer currency in Egypt, due to the suitability of its operational properties and end-use, in addition the circulation life of polymer note is more than two and half times the circulation life of paper note.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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