Anterior Tibial Cortex Stress Fracture in a High Demand Professional Soccer Player
Bibliographic record
Abstract
Anterior tibia cortex consists a less common location stress fractures. Treatment and return-to-play decision making can have the greatest impact on an athlete’s career. We report a case of a 33 years old high demand professional soccer player who suffered an anterior tibia cortex stress fracture. After a short period of conservative treatment we proceeded in an intramedullary nailing, drilling on the fracture site and insertion of autologous growth factors were performed in order to assisst the healing process. He returned to full activities (every day training and official games) 9 weeks after the operation. The last radiograph 6 months post operatively showed healing of the fracture. We believe that intramedullary fixation of anterior cortex tibial stress fractures when combined with drilling and the use of growth factors helps return sooner than expected to full pre-injury levels of performance. doi:10.4021/jmc249e
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.004 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".