Longevity of Optical Disc Media: Accelerated Ageing Predictions and Natural Ageing Data
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
Abstract A considerable amount of uncertainty exists with respect to the lifetimes of optical disc media. In reports found in the literature, longevity for some discs is stated as less than five years, but for others, it can exceed one hundred years. The variability in the lifetime values has created a general distrust for optical discs as a reliable short or long-term storage option for information. This study was undertaken to provide some clarification about the uncertainty surrounding optical disc longevity. Using the European Computer Manufacturers Association standard ECMA-396, a recordable CD and a recordable DVD were subjected to a variety of elevated temperature and relative humidity conditions over several months. Eyring and Arrhenius predictive methods allowed longevity estimations to be made. It was found that the Arrhenius method produced realistic lifetime predictions for the recordable CD, but neither method produced reasonable figures for the recordable DVD. In addition, an analysis of naturally aged optical discs (up to seventeen years old) provided valuable data on disc lifetimes. This data also helped to validate the Arrhenius results for the recordable CD tested, but contradicted the long and unreasonable lifetime values predicted for the recordable DVD.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.001 | 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