The timing of amputation of mangled lower extremities does not predict post-injury outcomes and mortality: A retrospective analysis from the ACS TQIP database
Bibliographic record
Abstract
BACKGROUND: While limb salvage does not result in improved functional outcomes among patients with a mangled lower extremity, the impact of attempted limb salvage on mortality and complications is poorly understood. The objective of this study was to evaluate the relationship between attempted limb salvage and in-hospital outcomes among patients with a mangled lower extremity. METHODS: We performed a retrospective cohort study of adults, 16 years or older, with a mangled lower extremity. Data were derived from the American College of Surgeons' Trauma Quality Improvement Program (2012-2017). We compared mortality, complications (severe sepsis, acute kidney injury [AKI], decubitus ulcers) and length of stay between patients managed with the intention of limb salvage (amputation beyond 24 hours or no amputation) and those who underwent early amputation (within 24 hours of presentation). Instrumental variable analysis was used to evaluate the relationship between management strategy and outcomes. RESULTS: We identified 5,527 patients with a mangled lower extremity, of which 901 (16.3%) underwent early amputation. Among those managed with attempted limb salvage, 42.5% underwent amputation prior to discharge. After adjusting for patient and hospital characteristics, there was no association between initial management strategy and mortality (odds ratio, 1.20; 95% confidence interval [CI], 0.83-1.74 early amputation vs. attempted limb salvage). Early amputation was associated with lower odds of AKI (OR, 0.59; 95% CI, 0.39-0.88) and a trend toward shorter length of stay (relative risk, 0.77; 95% CI, 0.52-1.14). CONCLUSION: Over half of patients who sustain a mangled lower extremity undergo amputation during their initial hospital course. While a limb salvage strategy is associated with an elevated risk of AKI, there is no association between attempted limb preservation and mortality. These findings suggest that in patients in which there is no clear indication for early amputation, attempts at limb salvage do not come at the cost of increased mortality. LEVEL OF EVIDENCE: Therapeutic study, level IV.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| 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".