Evaluation of the Factors Related to Postmastectomy Breast Reconstruction
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
A retrospective study was conducted in 75 consecutive patients requiring postmastectomy breast reconstruction over a period of 30 months. Each woman was offered one of the following four reconstructive options: free transverse rectus abdominis musculocutaneous flap (total number of reconstructions, n = 34); latissimus dorsi musculocutaneous flap (with or without expander and implant, n = 14); endoscopically assisted harvest of the latissimus dorsi muscle (with expander and implant, n = 13); and application of expander and implant only (n = 12). Of those patients originally selected for retrospective study, six did not meet the short-term prognostic criteria, and concerted attempts to contact two others proved unsuccessful. The remaining 67 patients were examined for the clinically assessed aesthetic appearance of the reconstructed breast(s), the subjective self-assessment of patient satisfaction, and the possible development of postoperative complications. Of these patients, six required bilateral surgery, which accounts for a final sample size of 73 individual breast reconstructions. The 67 individual patients were assessed after a minimum time of 6 months postreconstruction and became the sampling units for analysis. The free transverse rectus abdominis musculocutaneous flap procedure was the preferred method of breast reconstruction in 34 of 73 patients (47 percent), provided that it was generally agreed that the patient could endure a prolonged operation and that there was sufficient unscarred abdominal tissue available. Thereafter, postmastectomy radiotherapy at the chest wall became the primary criterion for assignment of a patient to a particular surgical procedure. Whenever radiotherapy resulted in poor-quality skin at the chest wall, endoscopically assisted transfer of latissimus dorsi muscle flap was considered to be the optimal treatment (13 of 73 patients, or 18 percent). Body mass index and smoking were secondary factors that were taken into account when this alternative technique was being considered.In the absence of radiotherapy, and provided that the chest wall was minimally scarred, patients who were reluctant to have reconstruction with autologous tissue were treated with expander and implant only (12 of 73, or 16 percent). This third procedure is a physically less arduous ordeal for the patient and was therefore the choice for all patients for whom a prolonged operation was not a realistic option. The fourth (and final) surgical procedure, latissimus dorsi musculocutaneous flap (with or without expander and implant), was selected for all patients with a better quality of skin over the chest wall, those whose abdomen was extensively scarred, and those who were on a general surgeon's operating list to undergo immediate breast reconstruction after mastectomy (14 of 73, or 19 percent). Equally good aesthetic results could be demonstrated with each of the four treatment options, provided that the reconstructive procedure selected was optimal for the individual patient and in accordance with the criteria described above. A variety of potential risk factors were considered for association with postoperative complications, including prescribed medication, obesity, smoking behavior, use of radiotherapy, and the recorded aggregated operative time. Of these, only body mass index (p < 0.001) and use of steroids (p = 0.016) were identified as having statistically significant effects on the incidence of adverse events.Finally, the general level of satisfaction expressed by the patient was highly correlated with a good appearance of the reconstructed breast, the physical comfort experienced while wearing a brassiere, and the general mobility of the unsupported reconstruction.
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.001 | 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