Bibliographic record
Abstract
PURPOSE OF REVIEW: Bone metastases in the advanced stages of prostate cancer have a detrimental effect on the quality of life, resulting in skeletal-related events and pain and place a significant burden on healthcare resources. Improvements in prostate cancer treatment have led to a longer survival of patients. Therefore, quality of life is of growing interest and importance. Successful management and prevention of the complications of bone metastasis in those patients remains, however, clinically challenging. RECENT FINDINGS: Recently, radium-223 was approved as a treatment for bone metastasis in patients with prostate cancer, joining zoledronic acid, denosumab and other radiopharmaceuticals in the clinical armamentarium. Radium-223 has shown to improve overall survival in patients with bone metastasis. SUMMARY: This review focuses on the recent landmark studies on zoledronic acid, denosumab and radium-223 for patients with metastatic prostate cancer and gives a comprehensive overview of their mechanism of action, efficacy, dosage and safety profile.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".