Comparative effectiveness of radical cystectomy versus bladder-sparing treatment for muscle-invasive urothelial carcinoma: A population-based report.
Bibliographic record
Abstract
334 Background: Radical cystectomy (RC) represents the standard of care for patients with muscle-invasive urothelial carcinoma of the urinary bladder (UCUB). Alternative organ-conserving treatments such as chemotherapy and/or radiotherapy have gained interest. We sought to compare survival outcomes of patients according to treatment modalities, in a stage-for-stage analysis. Methods: We relied on the Surveillance, Epidemiology, and End Results Medicare-linked database to identify 12,950 patients diagnosed with T2–T4a N0/x M0 UCUB between years 1992 and 2009. Treatment types include RC (n=5207), chemotherapy/radiation (n=2,669), and surveillance (n=5,074). Following instrumental variable analysis, Cox- and competing-risks regression analyses were performed for prediction of overall survival (OS) and cancer-specific mortality (CSM), respectively. All analyses were stratified according to disease stage (T2, T3, T4a). Results: After adjusting for potential confounders, OS was more favorable for RC relative to chemotherapy/radiation (hazard ratio [HR]: 1.57, 95% confidence interval [CI]: 1.02–2.40) or surveillance (HR: 1.82, 95% CI: 1.20–2.78) in patients with T2 UCUB. For the same stage, CSM rates were lower in the surgery group compared to chemotherapy/radiation (HR: 2.05, 95% CI: 1.14–3.67) or surveillance (HR: 1.95, 95% CI: 1.09–3.48). When analyses focused on individuals with more advanced disease (T3–T4a), no statistically significant difference was observed between chemotherapy/radiation relative to RC for both OS and CSM. Conclusions: In the current retrospective population-based cohort, RC was associated with improved survival outcomes relative to its alternative treatment counterparts. However, this effect was only observable in patients with T2 disease. Conversely, no difference between chemotherapy/radiation vs. surgery was noted in patients with more advanced disease stage.
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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 | 0.004 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.003 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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".