Population-Based Use of Sphincter-Preserving Surgery in Patients With Rectal Cancer
Bibliographic record
Abstract
BACKGROUND: Treatment of rectal cancer in North America has been associated with lower rates of sphincter-preserving surgery in comparison with other regions. It is unclear if these lower rates are due to patient, tumor, or treatment factors; thus, the potential to increase the use of sphincter-preserving surgery is unknown. OBJECTIVE: The aim of this study is to identify the factors associated with the use of sphincter-preserving surgery and to quantify the potential for an increase in sphincter preservation. DESIGN: This population-based retrospective cohort study used patient-level data collected through a comprehensive, standardized review of hospital inpatient and outpatient medical records and cancer center charts. SETTINGS: This study was conducted in all hospitals providing rectal cancer surgery in a Canadian province. PATIENTS: All patients with a new diagnosis of rectal cancer from July 1, 2002 to June 30, 2006 who underwent potentially curative radical surgery were included. MAIN OUTCOME MEASURES: Logistic regression was used to identify factors associated with receiving a permanent colostomy. Patients were categorized as having received an appropriate or potentially inappropriate colostomy based on a priori determined patient, tumor, operative, and pathologic criteria. RESULTS: Of 466 patients who underwent radical surgery, 48% received a permanent colostomy. There was significant variation in the rate of sphincter-preserving surgery among the 10 hospitals that provided rectal cancer care (12%-73%, p = 0.0001). On multivariate analysis, male sex, low tumor height, and increasing tumor stage were associated with the receipt of a permanent colostomy. Among patients who received a permanent stoma, 65 of 224 (29%) patients received a potentially inappropriate stoma. On multivariate analysis, male sex and treatment in a medium- or low-volume hospital was associated with the receipt of a potentially inappropriate colostomy. LIMITATIONS: This study was limited by its retrospective design. CONCLUSIONS: These data suggest that the receipt of a permanent colostomy by many patients with rectal cancer may be inappropriate, and there is potential to increase the use of sphincter-preserving surgery in patients with rectal cancer.
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 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".