Bibliographic record
Abstract
Malignant pleural mesothelioma （MPM） is a rare thoracic malignancy associated with very poorprognosis.Extrapleural pneumonectomy （EPP）, a very invasive surgery where en bloc resection of ipsilateralpleura, lung, and a part of diaphragm and pericardium is required, is performed with curative intent.However, EPP remains to be cytoreductive rather than radical surgery for MPM, because its goal ismacroscopic complete resection. In this context, preoperative chemotherapy with cisplatin and pemetrexed,followed by EPP and postoperative hemithoracic radiation is currently considered as “standardtherapy”for resectable MPM.Results of recent major clinical trials on trimodality treatment （TMT） for MPM were not encouraging；TMT was completed in approximately 50％ of enrolled patients, and overall survival ranged 14 to18.4 months. However, in Toronto trial, median survival reached to 59 months in patients who had nomediastinal node involvement and completed the entire TMT. This fact clearly illustrates that patientselection plays a key roll in MPM treatment.An all-Japan clinical study on TMT feasibility is currently underway.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 0.003 |
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".