Spider Silk: an excellent candidate as toughest biomaterial
Bibliographic record
Abstract
Spider silk is stupendous tough biomaterial on earth which consists almost entirely of large proteins. It is biocompatible, biodegradable, has high tensile potency, and flexibility. Spiders produce seven different types of silk for specific function. Dragline silk of the golden skin orb-weavers, Nephila clavipes and Araneus diadematus, are the strongest silk fibres, having high potency and high breaking power. Collecting natural spider silks from webs is a very complicated and prolonged process because of spider’s aggressive nature. Therefore, recombinant DNA technology is the most feasible solution to produce spider silk at large scale. Numbers of biomaterials are created using recombinant spider silk such as films, scaffolds, non-woven meshes, hydrogels etc. Spider silk contains molecules that are known to have antimicrobial and hypoallergenic properties. The complete biodegradability of the spider silk makes it more beneficial than that of man-made fibres.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".