Impact of class of obesity on clinical outcomes following fenestrated-branched endovascular aneurysm repair
Bibliographic record
Abstract
BACKGROUND: Obesity represents a prevalent and escalating health concern among vascular surgery patients. Evidence pertaining to the influence of body mass index (BMI) on clinical outcomes after fenestrated-branched endovascular aneurysm repair (B/FEVAR) remains unclear. This study aims to assess the effect of obesity on short- and midterm clinical outcomes among individuals undergoing B/FEVAR. METHODS: . Patients were divided into nonobese (NO) and obese cohorts according to their BMI. Outcomes were compared between the two groups subsequently. RESULTS: A total of 264 patients, 96 obese and 168 NO, were included. Patients with obesity were younger (72.8 ± 6.9 years vs 76.0 ± 7.3 years; P < .001), but had a higher prevalence of diabetes mellitus (27.1% vs 12.0%; P = .01) and dyslipidemia (80.2% vs 68.5%; P = .03). Both cohorts had similar rates of percutaneous access (37.5% for obese vs 35.1%; P = .7), and no significant differences in the rate of conversion to open access (8.3% for obese vs 4.2% for NO; P = .16). Technical success was similar between the cohorts (89% for obese vs 86%; P = .59). Major adverse events (MAEs) were higher in the NO group (13.1% vs 4.2%; P = .02). Patients in the obese cohort suffered more access site related infections (7.3% vs 1.2%; P = .01). All-cause mortality over 5 years was significantly higher in the NO group (35.1% vs 21.9%; P = .02). No statistical differences were found in spinal cord injury or dialysis requirement rates. Furthermore, on follow-up at 5 years, endoleak, branch instability, and reintervention rates were not statistically different between the two cohorts. CONCLUSIONS: Patients with obesity are on average younger; however, they were more likely to suffer access site infections compared with NO patients. They had increased survival rates on follow-up, although rates of reinterventions and endoleaks were similar between the two cohorts. Our study demonstrates that, despite higher comorbidities, patients with obesity had similar intraoperative success with decreased postoperative mortality; however, access site infections remains a significant clinical concern.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".