Direct-to-implant Breast Reconstruction with Autoderm
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: Traditional transverse mastectomies yield suboptimal results in women with higher body mass index, wide breast footprint, and ptotic breasts. An option for this patient population is a reduction-pattern style mastectomy, and recruiting an inferiorly based dermal flap using the lower mastectomy flap. This is analogous to a vascularized dermal matrix supporting the lower pole of the implant, termed “Autoderm” breast reconstruction. This allows for aesthetically appealing skin reduction mastectomies with the added safety of a vascularized dermal flap to facilitate an immediate direct-to-implant breast reconstruction. This study assesses patient satisfaction using the validated BRECON-31 questionnaire to enhance shared-decision making with women contemplating breast reconstruction. Methods: A 2-year retrospective review of women who underwent Autoderm direct-to-implant breast reconstruction comparing patients who underwent unilateral and bilateral reconstruction in terms of characteristics, complications, and BRECON-31 scoring. Results: Overall patient scores were high (81.6 of 100). In particular, women scored very high on self-image (85.0), arm concerns (86.4), intimacy (87.4), satisfaction (88.3), and expectations subscales (85.5). Women choosing bilateral reconstruction outperformed unilateral reconstruction in every subgroup, but only attained statistical significance in the “self-consciousness” subgroup. Compared with a historical cohort of a mix of implant reconstruction types, Autoderm patients showed improved satisfaction (88.3 versus 82.5; P = 0.07) and breast appearance (73.9 versus 66.8; P = 0.06), approaching significance. Safety was demonstrated by low major complications (4.7%) and low implant loss rates (2.3%). Conclusions: Autoderm breast reconstruction is a safe option in women with large, ptotic breasts, with patients reporting high satisfaction using a validated instrument.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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