Bibliographic record
Abstract
The egg case of the spider A.amoena is composed of multiple layers of silk,including a frame of yellow silk,an outer cover with layers of gray-green,pale brown,and white silk,and an inner cover of brown silk.SEM shows the outer cover threads consist of six large diameter(4.8-6.8 μm)cylindrical gland monofilaments with numerous smaller diameter(0.26-0.76 μm)fibers.The number of small-diameter fibers varies with layer;it is high in outer layers and decreases in inner layers.Small diameter fibers are absent from the inner cover,which consisted entirely of fibers made with six strands of large diameter(5.2 μm)cylindrical gland monofilaments.The chemical makeup(mole fraction of alanine,serine,and glycine)of the outer cover strands is intermediate between that of inner cover silk and aciniform gland silk.These observations support Matthew's hypothesis that the small diameter fibers are produced by the aciniform glands.Spiders appear to use relatively few gland silks in varying combinations to achieve different physical,chemical(e.g.,color,diameter,amino acid composition)and functional(mechanical properties,resistance,etc)characteristics in different layers of the egg case providing protections for eggs or spiderlings.
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.
How this classification was reachedexpand
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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".