Effectiveness of various options of axillary myoplasty in patients with breast cancer
Bibliographic record
Abstract
The randomized prospective study included 48 patients with breast cancer (BC) with metastases to regional lymph nodes. All patients underwent radical mastectomy with axillary lymph node dissection (ALDE). The patients were divided into four groups. Group A (n=11) included patients who underwent covering of the axilla with the pectoralis minor muscle. Group B (n=13) included patients who underwent covering of the axilla with the serratus anterior muscle. Group C (n=10) included patients who underwent covering of the axilla with the latissimus dorsi muscle. Group D (n=14) included patients who did not undergo axillary closure after ALDE (control group). The advantage of surgical intervention in covering the axilla with the serratus anterior muscle after ALDE has been demonstrated compared to other types of myoplasty. Thus, performing myoplasty of the axillary region after ALDE for BC is an effective method in the fight against long-term lymphorrhea.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".