Bibliographic record
Abstract
➤ Charcot neuroarthropathy (CN) is a systemic disease that generates pathological changes in the musculoskeletal system, causing fractures, dislocations, and deformities involving the foot and ankle. ➤ A common underlying cause of CN is diabetes mellitus; a substantial risk of ulceration and deep infection contributes to a 15% rate of major amputation (i.e., at the level of the ankle or higher). ➤ The goal of both nonsurgical and surgical treatment of CN is to obtain a stable, plantigrade foot free from ulcerations; an equally important goal is to manage the patient’s diabetes and obesity. ➤ The primary indications for surgery are recurrent ulceration, substantial deformity, deep infection, and pain; common complications include nonunion, wound breakdown, and infection. ➤ The principles of thorough joint preparation, deformity correction, and minimizing soft-tissue trauma are essential when arthrodesis is performed for CN, which requires more robust (internal and/or external) fixation and prolonged off-loading.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| 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".