Outcome analysis of ulnar shortening osteotomy for ulnar impaction syndrome
Bibliographic record
Abstract
P ain on the ulnar side of the wrist is common and can arise from acute trauma, chronic degeneration or overuse (1). The ulnar side of wrist has been called the "black box" of the wrist because of its complex anatomy, the extensive differential diagnosis and difficulty in treatment (1). Ulnar-sided wrist pain can be frustrating to manage for both the patient and the physician, especially because significant pain can be present without any radiographic cause (2). The differential diagnosis in patients with ulnar-sided wrist pain includes ulnar impaction syndrome (UIS), degenerative arthritis, triangular fibrocartilage complex (TFCC) pathology, carpal ligament tears and instability, extensor carpi ulnaris (ECU) and flexor carpi ulnaris tendinosis, and incongruity of the distal radioulnar joint (DRUJ) The extensive range of etiologies of pain is associated with a broad age group. In the younger age groups, it is often associated with vocational injuries.
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 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| 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".