Breast Reconstruction following Nipple-Sparing Mastectomy
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
BACKGROUND: Nipple-sparing mastectomy is a controversial option for breast cancer treatment due to locoregional recurrence and distant metastasis. In addition to these oncologic factors, technical factors such as ideal incision type or reconstructive options are also debatable. This systematic review examines current trends with nipple-sparing mastectomy, including selection criteria, locoregional and distant metastasis rates, incision choice, and reconstructive options. METHODS: Systematic electronic searches were performed in the PubMed and Ovid databases using search terms for studies reporting outcomes following nipple-sparing mastectomy and all forms of reconstruction. Studies between 1970 and 2013 were reviewed. Pooled descriptive statistics with separate analyses for incision type and reconstructive method were performed. RESULTS: Forty-eight studies met inclusion criteria, yielding 6615 nipple-sparing mastectomies for analysis. The overall pooled complication rate was 22 percent, the nipple necrosis rate was 7 percent, the locoregional recurrence rate was 1.8 percent, and the distant metastasis rate was 2.2 percent. Comparing combined patient cohorts for two-stage expander to implant, one-stage direct to implant, and autologous reconstruction demonstrated overall complication rates of 52.8, 16.7, and 23.7 percent and nipple necrosis rates of 4.5, 4.1, and 17.3 percent, respectively. Incision types were divided into five categories: radial, periareolar/circumareolar, inframammary, mastopexy, and transareolar, with nipple necrosis rates of 8.83, 17.81, 9.09, 4.76, and 81.82 percent, respectively CONCLUSIONS: Nipple-sparing mastectomy appears to be an oncologically safe option for properly selected patients, with low rates of locoregional and distant metastasis. Overall complication and nipple necrosis rates are affected by incision location and reconstruction method. Randomized controlled trials are warranted to determine best incision and reconstructive methods. CLINICAL QUESTION/LEVEL OF EVIDENCE: Therapeutic, IV.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.006 | 0.003 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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 it