Postmenopausal Women with DCIS Post-Mastectomy: A Potential Role for Aromatase Inhibitors
Bibliographic record
Abstract
For postmenopausal women with ductal carcinoma in situ (DCIS) where optimal local control or patient preference results in mastectomy, despite substantial risk of contralateral invasive breast cancer, tamoxifen is uncommonly prescribed based on unfavorable risk-benefit consideration. In the National Cancer Institute of Canada Clinical Trial Group (NCIC CTG) MAP.3 primary prevention trial, in postmenopausal women exemestane reduced invasive breast cancer incidence by 65% without increasing life-threatening side effects. In adjuvant breast cancer trials, the aromatase inhibitor exemestane as well as anastrozole and letrozole have all reduced new contralateral breast cancer incidence. Thus, aromatase inhibitors, and perhaps particularly exemestane, provide an option to address the risk of contralateral breast cancer in postmenopausal women with DCIS managed with mastectomy.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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".