STRAIN MEASUREMENT IN FABRICS. PART V: A NON-CONTACT METHOD OF DETERMINING FINITE STRAINS – APPLICATION TO STRAIN FIELDS IN INDUSTRIAL TEXTILES
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
The method of measuring strain fields in fabrics, described earlier, is applied to an example of heavy industrial fabrics. The example chosen is that of heavy woven conveyor belts. Conveyor belts are limited in their load rating and fatigue life by the means used to join them together. Two forms of joint are used, mechanical joints and spliced joints. Experimentally determined strain fields are used to explain the mechanisms of failure of each type of joint, and to assess the effectiveness of a modified joint. Measurements of strains through the thickness of spliced joints are used to contribute to the understanding of failure mechanisms in such joints.
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 | 0.003 | 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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