Non traumatic lower extremity amputations in younger patients: an 11‐year retrospective study
Bibliographic record
Abstract
The purpose of this study was to assess morbidity and mortality in patients undergoing non traumatic lower extremity amputations ≤65 years to identify the specific needs of these younger patients. A retrospective study was conducted to determine the demographics, comorbidity and mortality with below-knee amputations and above-knee amputations from 1998 to 2008. A total of 203 amputations were performed on 176 patients who were ≤65 years. Major comorbidities and associated physical findings were peripheral vascular disease, diabetes, pain, gangrene, hypertension, ulcer, local wound infection and hypercholesterolemia. Compared to patients who were not deceased post-amputation, those deceased had a higher prevalence of diabetes, renal failure, coronary artery disease (CAD) and sepsis. Significant predictors of mortality were renal failure (hazard ratio [HR] = 4·19; 95% CI 1·96-8·93), CAD (HR = 3·33; 95% CI 1·42-7·81) and amputation site (above-knee) (HR = 3·26; 95% CI 1·51-7·04). This study showed that younger patients may benefit from an interdisciplinary approach in treating local foot ulcers aggressively and optimising their cardiovascular, renal and diabetic risk factors.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".