Folding Sleeves — Variations on a Theme of the Earthworm
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 earthworm is a pressurised fluid tube whose peristaltic locomotion is facilitated by distinct structural features. The envelope of the earthworm incorporates two primary morphological and structural systems: A skeletal system, formed by a helical network of collagen fibres, and a continuous system composed of a stretchable membrane. The two systems closely interact under internal fluid pressure to produce the peristaltic locomotion. The paper presents applications of foldable sleeves or tubes, simulating the morphological and kinematical aspects of the earthworm locomotion, focusing on the combination of skeletal and compatible stressed-skin systems to produce a functional envelope. Several skeletal and stressed-skin structural systems and their combinations are presented, making extensive use of physical models. These systems are characterised by helical morphological features, which preserve the main kinematical characteristics of earthworm locomotion.
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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 | 0.000 |
| Open science | 0.000 | 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