Management of Displaced Ankle Fractures
Bibliographic record
Abstract
BACKGROUND: Ankle fractures excluding pilon fractures, account for approximately 9% of all fractures with the majority being OTA type B injuries. Although surgeons generally treat undisplaced or minimally displaced injuries nonoperatively and displaced fractures operatively, opinions diverge regarding the management of those displaced fractures with acceptable closed reduction. There is also debate about the use of biodegradable implants in operatively managed ankle fractures, the type and technique of fixation for operatively treated syndesmotic injuries as well as the approach to postoperative rehabilitation. OBJECTIVE: We aimed to review the highest level of available evidence on the operative management of ankle fractures. We focused specifically on studies comparing (1) nonoperative versus operative management of displaced ankle fractures, (2) biodegradable versus metal implants, (3) syndesmotic fixation, and (4) postoperative rehabilitation protocols.
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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) | 0.003 | 0.002 |
| Bibliometrics | 0.001 | 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 | 0.001 |
| 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".