Standardized assessment of complications in a contemporary series of <scp>E</scp>uropean patients undergoing radical cystectomy
Bibliographic record
Abstract
OBJECTIVES: To examine postoperative complications in a contemporary series of patients after radical cystectomy using a standardized reporting system, and to identify readily available preoperative risk factors. METHODS: Using the modified Clavien-Dindo classification, we assessed the 90-day postoperative clinical course of 535 bladder cancer patients who underwent radical cystectomy and urinary diversion (ileal conduit n = 349, ileal neobladder n = 186) between June 2003 and February 2012 at a single institution. All Martin criteria for standardized reporting of complications were met. Uni- and multivariable analyses for prediction of complications were carried out; covariates included body mass index, Charlson Comorbidity Index, age, sex, American Society of Anesthesiologists Score, neoadjuvant chemotherapy, prior abdominal or pelvic surgery, localized tumor and urinary diversion type. RESULTS: The 90-day rates for overall (Clavien-Dindo classification I-V) and high-grade complications (Clavien-Dindo classification III-V), as well as mortality (Clavien-Dindo classification V), were 56.4, 18.7 and 3.9%, respectively. Infections (16.4%), bleeding (14.2%) and gastrointestinal complications (10.7%) were the most common adverse outcomes. Independent risk factors for overall complications were body mass index (odds ratio 1.08) and Charlson Comorbidity Index ≥3 (odds ratio 1.93). Risk factors for high-grade complications were Charlson Comorbidity Index ≥3 (odds ratio 1.86), American Society of Anesthesiologists Score ≥3 (odds ratio 1.92) and body mass index (odds ratio 1.07, all P < 0.03). CONCLUSIONS: Radical cystectomy is associated with significant morbidity; nevertheless, the majority of complications are minor. Charlson Comorbidity Index, American Society of Anesthesiologists Score and body mass index might help to identify patients at risk for high-grade complications after radical cystectomy.
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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 | 0.002 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| 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 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".