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
We present the findings from a comprehensive standardized test conducted on four distinct unprinted banknote substrates. The assessment will primarily focus on evaluating the resistance of these substrates to soiling, based on their performance after undergoing accelerated ageing tests. The accelerated ageing tests applied were aimed to reproduce as close as posible the real circulation conditions. The project encompassed various important components, including the implementation of a gradual accelerated ageing procedure on the samples; comprehensive image analysis from image acquisition to image processing; development of a metric to quantify the level of soiling; statistical analysis of the obtained data and the establishment of a statistical model to estimate the relative mean-life of each substrate; and the interpretation of the results regarding to resistance to soiling and estimated performance in circulation. A key to this project is the Banknote Accelerated Ageing Device (BAAD). This cutting-edge equipment together with the deterioration method employed has proven to be very effective in simulating the soiling and mechanical deterioration observed under real circulation conditions. Overall, the results and analyses presented contribute to a better understanding of the factors influencing substrate performance and can inform decision-making processes in selecting appropriate materials for specific conditions. Another significant finding is that our method showcase the effectiveness in the formally and statistically evaluation of the artificial ageing processes of different substrates. This capability not only saves valuable time but also reduces costs associated with more labor- intensive studies.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.008 |
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