Non-pegylated liposomal doxorubicin use in the treatment of bilateral breast cancer
Bibliographic record
Abstract
Breast cancer is the most common cancer between women. It is the most common cancer among residents of USA, Canada, Australia and West Europe. Metastatic breast cancer is an incurable disease. Women with metastatic breast cancer are treated with systemic therapy. In this phase of the disease treatment is palliative and its aim is to prolong and improve the quality of life. Not yet determined the optimal first-line treatment regimen. The selection should take into account the effectiveness and adverse event profile depending on the individual characteristics of patients. The most active biological agents used to treat breast cancer are anthracyclines. The use of anthracyclines is limited by their cardiotoxicity mainly as a consequence of triggering of congestive heart failure. Currently, there is a possibility to re-apply after the introduction of liposomal anthracyclines form of these drugs. Onkol. Prak. Klin. 2010; supl. A: A40–A42
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| 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 | 0.000 | 0.001 |
| 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 teacher head, 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".