Achilles Tendinopathy
Bibliographic record
Abstract
Achilles tendons are subjected to large stresses during repetitive motion—running and jumping—exposing them to rupture. The incidence of Achilles tendon rupture is steadily increasing. Ruptures affect a population of working age, with significant cost to society. Immobilization, often used for treatment after lower-leg injury, may further weaken the calf muscles-Achilles tendon-calcaneus unit. On the other hand, continuous activity may also cause more damage and lead to Achilles tendinosis. Therefore, the optimal management of Achilles tendinopathy has yet to be established. Refinements in investigational tools are now available to assess Achilles tendons but need to be validated against hard outcomes such as histology and mechanical strength. Correlating the experimental and clinical indicators of Achilles tendinopathy would provide clinicians and patients with updated guidelines for the treatment of Achilles tendinosis/rupture as well as chronicity and the prevention of re-injury.
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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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 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".