Bibliographic record
Abstract
Benign prostatic hyperplasia (BPH) is a condition involving the proliferation of smooth muscle and epithelial cells within the transition zone of the prostate. The process by which this takes place is not precisely known. It does require that testosterone and 5-alpha reductase convert it to dihydrotestosterone (DHT) which is the active androgen within the prostate. The growth of the prostate results from an imbalance between cell growth and cell death. Obstruction occurs via compression of the urethra by the resulting hyperplastic nodules, as well as increased smooth muscle tone and resistance within the enlarged gland. It is an almost universal process in men beginning in their 40’s; it increases to a prevalence of 60% by age 60 and 80% by age 80.1 This results in progressive bladder outlet obstruction (BOO) and lower urinary tract symptoms (LUTs). Patients can range from being asymptomatic to severely symptomatic. In the most extreme cases, it can result in complete urinary retention and renal dysfunction. The annual economic impact of BPH has been estimated at nearly $4 billion in the Unites States.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.003 |
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".