Bibliographic record
Abstract
PURPOSE OF REVIEW: Bone metastases alone or in combination with androgen deprivation therapy-related bone loss places prostate cancer patients at greater risk for skeletal morbidities, including pain, pathologic fracture and spinal cord compression. These events significantly impair the patient's quality of life and place a significant burden on health-care resources. RECENT FINDINGS: This review focuses on the management options for reducing skeletal morbidity in patients with prostate cancer, including life-style modifications, food supplementation, osteoclast-targeted therapy and selective estrogen-receptor modulators. SUMMARY: The use of osteoclast-targeted therapy (denosumab and zoledronic acid) is supported by the strongest evidence and has been US Food and Drug Administration-approved for the treatment of patients with PCa at high risk of osteoporotic fractures and for the reduction of the risk of skeletal-related events in patients with castration-resistant prostate cancer. Ongoing trials are studying the potential role of osteoclast-targeted therapy in other settings throughout the course of the disease.
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) | 0.001 | 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) | 0.000 | 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".