Point: urologists should take an active role in the diagnosis and treatment of hypogonadism in the aging male.
Bibliographic record
Abstract
Andropause is a problem that can be identified in some men as distinct from the changes associated with aging or chronic disease. These men have mild hypogonadism and a clinical picture that is well within the scope of urologists to identify and manage. Andropause is neither life threatening nor trivial and there are clinical guidelines published that will help to refine the understanding and definition of this condition. The character of andropause is distinct from profound hypogonadism in its relation to age, the scope and degree of contributing symptoms and the marginal reduction in testosterone. Testosterone is the established treatment for some men with andropause and the links between testosterone and cancer of the prostate create an overlap in management that places a premium on urological expertise. Obviously men with cancer of the prostate must not be given testosterone and some men may have clinical andropause and undetected cancer of the prostate. However, current understanding points to the fact that there is no additional risk from re-establishing a normal androgen environment (androgen replacement) in terms of initiating a new cancer of the prostate while testosterone will encourage growth of an established cancer. Therefore, the natural good practice of urology, and only urology, intrinsically encompasses the major issues inherent in the medical collision of cancer of the prostate and testosterone replacement. The good practice of urology includes the use of androgen replacement therapy in men who need it and have been assessed for the presence of cancer of the prostate.
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 | 0.003 | 0.024 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.003 | 0.007 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.017 | 0.013 |
| Insufficient payload (model declined to judge) | 0.073 | 0.051 |
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".