Bibliographic record
Abstract
Overhead throwing subjects the shoulder and elbow to substantial stresses, resulting in unique injury patterns that need to be recognized to allow appropriate treatment and return to sport. At the elbow, the ulnar collateral ligament (UCL) is the primary static restraint to valgus stress and the most commonly injured structure. UCL reconstruction is the most frequent surgical procedure in throwers and may be performed along with ulnar nerve transposition and flexor-pronator mass procedures. Posteromedial impingement and valgus extension overload syndrome are related entities that result in intra-articular pathology, such as osteophytes or bodies lodged within the olecranon fossa, also warranting excision at the time of UCL reconstruction. Shoulder injuries involve the rotator cuff (partial-thickness articular-sided tear), labrum (superior anteroposterior labral tear), and capsule (glenohumeral internal rotation deficit). Surgical options such as cuff repair, labral debridement or repair, and capsular release or tightening therefore target these structures.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.001 |
| 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".