Direct-to-Implant Single-Stage Immediate Breast Reconstruction with Acellular Dermal Matrix
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: Direct-to-implant single-stage immediate breast reconstruction using acellular dermal matrix is a cost-effective alternative to two-stage expander-implant reconstruction. The purpose of this study was to identify predictors of direct-to-implant single-stage immediate breast reconstruction failure, defined as need for early (≤6 months) revision surgery. METHODS: The authors conducted a retrospective cohort study of all patients with direct-to-implant single-stage immediate breast reconstruction in 2010 and 2011 at three University of British Columbia hospitals. Data were compared between successful and failed single-stage reconstructions. Predictors of failure were identified using multivariate logistic regression. Patient demographics and complications were compared to a random sample of control patients with two-stage alloplastic reconstruction without acellular dermal matrix. RESULTS: Of 164 breasts that underwent direct-to-implant single-stage immediate breast reconstruction, 52 (31.7 percent) required early revision. Increasing breast cup size was the only significant predictor of early revision compared with bra size A (OR for bra size B, 4.86; C, 4.96; D, 6.01; p < 0.05). Prophylactic mastectomies showed a trend toward successful single stage (OR, 0.47; p = 0.061), whereas smoking history trended toward failure (OR, 1.79; p = 0.065). Mastectomy flap necrosis was significantly higher in direct-to-implant single-stage immediate reconstruction cases compared to two-stage controls. CONCLUSIONS: Direct-to-implant breast reconstruction can be reliably performed in a single stage in patients with small breast size. Increasing breast cup size confers a higher chance of early revision. A two-stage approach may be more cost-effective in larger breasted patients. CLINICAL QUESTION/LEVEL OF EVIDENCE: Risk, III.
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 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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 it