Bibliographic record
Abstract
Glioblastoma multiforme (GBM) are among the most devastating neoplasms claiming the lives of patients within a median of 1 year after diagnosis. Treatment of GBM requires a multidisciplinary approach. Treatments include surgery, radiotherapy, chemotherapy and so on. Temozolomide (TMZ) has emerged as an active agent against malignant gliomas. On the basis of the work by the European Organisation for Research and Treatment of Cancer/National Cancer Institute of Canada, concurrent radiotherapy and the oral alkylating agent TMZ followed by adjuvant TMZ has become the standard of care for patients with newly diagnosed GBM, although the methylation status of the O(6)-mehylguanine-DNA methyltransferase promoter is predictive for survival of GBM patients. Gliadel is a biodegradable polymer wafer impregnated with carmustine. Gliadel has been one of the few treatment modalities to demonstrate a statistical benefit in patients with malignant glioma. These new FDA approved drugs advanced the treatment of malignant glioma, but more progress is needed. Patients require improvements in chemotherapy, surgery, radiotherapy, molecular targeted therapy, immunotoxin using the convection-enhanced delivery and more.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".