Contemporary radiation therapy techniques in malignant pleural mesothelioma: a case report
Bibliographic record
Abstract
Malignant pleural mesothelioma (MPM) is a rare but very aggressive neoplasm. Prognosis is poor and the disease is fatalwithin 4-8 months without treatment. Even with a trimodality treatment approach, which has been shown to produce significantmorbidity, median survival does not exceed 11 months. There is a need therefore for exploring new treatment options that canimprove both qualitative and quantitative outcomes. This case report describes locally advanced malignant pleural mesothelioma treated with a unique, customized irradiationtechnique involving a combination of 3D conformal therapy and intensity modulated radiotherapy (IMRT). This allowed fortreatment of the pleura to a high dose, while sparing the lung parenchyma. In this patient, our approach resulted in a prolongedremission. It is our hope that this stimulates new interest in the use of modern day radiation techniques in the treatment of MPM.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.006 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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".