Immediate Breast Reconstruction with SalineFilled Implants: No Interference with the Oncologic Outcome?
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
The possible adverse effects on cancer control due to immediate breast reconstruction have been addressed recently for both silicone-filled implants and flap reconstruction. To evaluate those possible effects after immediate breast reconstruction with saline-filled implants, 49 patients reconstructed with saline-filled breast implants at the Jules Bordet Cancer Institute were studied. Selection was only based on the possibility to find a matched patient. These patients were matched with a control group of 49 matched women with breast cancer treated in the same center by mastectomy without any type of breast reconstruction. The two groups were comparable according to age at diagnosis (within 3 years), year of diagnosis (same year), stage of the tumor, histology, and nodal status. The only difference between the two groups was that radiation therapy was applied to some of the patients who were not reconstructed (due to tumor location). The results show, in terms of local recurrences, distant metastasis, and deaths, no significant difference between the two groups, even for the irradiated patients, within a mean follow-up period of 72 months (range, 24 to 108) months.
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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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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