Recurrence and Mortality after Breast-Conserving Surgery without Radiation
Bibliographic record
Abstract
Background: Breast-conserving surgery (bcs) and radiation therapy (rt) are the standard of care for early breast cancer; studies have demonstrated that adjuvant rt confers a protective effect with respect to recurrence, although no randomized trials have shown a survival benefit. Methods: This retrospective cohort study used Ontario data linked through ices to examine patients treated for breast cancer between 1 April 2007 and 31 March 2014. The primary outcome was death or recurrence. Outcomes were compared between patients who did and did not receive rt. Results: The total cohort size was 26,279. The hazard ratios (hrs) for various outcomes were significantly higher for patients who did not receive rt than for patients who did: recurrence or death combined [hr: 2.49; 95% confidence interval (ci): 2.25 to 2.75], recurrence (hr: 2.33; 95% ci: 1.91 to 2.84), and death (hr: 2.28; 95% ci: 2.03 to 2.56). The hr for death was 1.81 (95% ci: 1.65 to 1.99) for patients having stage ii cancer compared with those having stage i disease. The hr for death was 1.97 (95% ci: 1.74 to 2.22) for patients having high comorbidity compared with those having little comorbidity. Conclusions: Adjuvant rt carries a protective effect with respect to recurrence and survival in patients with early-stage breast cancer. That survival benefit has not been appreciated in previous randomized trials and underscores the importance of rt as a component of breast cancer treatment.
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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 | 0.000 | 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 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".