Why Some Mastectomy Patients Opt to Undergo Delayed Breast Reconstruction: Results of a Long-Term Prospective Study
Bibliographic record
Abstract
BACKGROUND: Delayed breast reconstruction is an option for women who have undergone mastectomy; however, uptake is low. The purpose of this study was to identify premastectomy and postmastectomy demographic, clinical, and psychosocial predictors of uptake of delayed breast reconstruction in the long-term survivorship period. METHODS: This was a prospective longitudinal survey study of mastectomy patients in which a repeated measures design was used to evaluate uptake of delayed breast reconstruction. Demographic, clinical, and psychosocial variables were collected before mastectomy and 1 year after mastectomy. Information regarding uptake of delayed breast reconstruction was collected at approximately 6 years after mastectomy. A predictive model was designed using a multivariate logistic regression model and Akiake information criterion stepwise algorithm. RESULTS: Ninety-six mastectomy patients were followed from before mastectomy to 75.2 months after mastectomy, and 35 women (36.5 percent) underwent delayed breast reconstruction. Women who elected for delayed breast reconstruction experienced worsening of body concerns from before mastectomy to 1 year after mastectomy, compared with women who did not elect to undergo delayed breast reconstruction (p = 0.03). Mean scores for psychological distress were significantly worse both before mastectomy and 1 year after mastectomy in women who went on to undergo delayed breast reconstruction compared with those who did not undergo delayed breast reconstruction (p = 0.034 and p = 0.022, respectively). A predictive model for the uptake of delayed breast reconstruction was developed using demographic, clinical, and psychosocial characteristics. The area under the receiver operating characteristic curve was 85 percent, indicating good precision. CONCLUSIONS: Women who are experiencing higher levels of distress, anxiety, and body concerns both before and after mastectomy appear to be significantly likely to select delayed breast reconstruction. This may have implications for postreconstruction satisfaction and psychosocial functioning. CLINICAL QUESTION/LEVEL OF EVIDENCE: Risk, III.
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How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".