Androgen Deprivation Therapy: Minimizing Exposure and Mitigating Side Effects
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Despite common and occasionally serious side effects, androgen deprivation therapy (ADT) is widely used in the management of prostate cancer at all stages and presentations. ADT is frequently used in situations in which evidence of benefit is lacking, such as combined with definitive radiotherapy for favorable-risk prostate cancer, or in the primary management of elderly patients with low-risk disease. In intermediate- and high-risk disease, the role of ADT is being challenged and is decreasing in importance, as the ability to deliver very high biologically effective doses becomes more widely available, especially through the combination of external radiotherapy and brachytherapy. Appropriately selecting patients for ADT according to established indications will minimize the number exposed, whereas systematic patient education before initiating treatment can ameliorate the side effects. Minimizing the exposure to ADT and efforts to mitigate the side effects may have a beneficial effect on quality of life for many men with prostate cancer.
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.
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 it