Repair of Defect in Thoracic Wall Associated with Neoplasms—Literature Review
Bibliographic record
Abstract
The major malignant tumors found on the chest wall are sarcomas, including osteosarcomas, chondrosarcomas, fibrosarcomas, and hemangiosarcomas. Treatment of cancer, as well as chronic chest wall conditions, require radical surgical excision of the involved tissues. In addition to surgery, chemotherapy plays a role as adjuvant treatment in tumors affecting the chest wall, reducing chances of metastasis and prolonging the disease. The restoration of the chest wall has the main objective to restore the respiratory function, for this, a procedure is necessary that keeps the chest closed and stable. There are many materials used for chest repair, such as autogenous, synthetic, homologous and heterologous tissues. The main objective of this literature review is to address the main malignancies that affect the chest wall, as well as the resources most used to repair the damage caused by aggressive surgery in an attempt to promote greater safety margins.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".