The overlapping lower urinary tract symptoms of benign prostatic hyperplasia and prostatitis
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
PURPOSE OF REVIEW: To investigate the relationship, diagnosis and treatment of the overlapping lower urinary tract symptoms experienced by men diagnosed with benign prostatic hyperplasia and prostatitis. RECENT FINDINGS: Recent studies have clearly shown that men can suffer from both benign prostatic hyperplasia and prostatitis. Approximately 5-20% of men diagnosed with benign prostatic hyperplasia suffer from prostatitis-like symptoms, while over one third of men diagnosed with benign prostatic hyperplasia have had a diagnosis of prostatitis in the past. Differentiation between these two symptom-based medical conditions can be difficult because of overlapping symptoms, but pain clearly identifies those patients with chronic prostatitis. Treatment for men with co-occurring benign prostatic hyperplasia and prostatitis may include alpha-blockers, 5alpha-reductase inhibitors and phytotherapies (saw palmetto and bee pollen extract), with evidence clearly showing the benefits of alpha-blocker therapy. SUMMARY: Benign prostatic hyperplasia and chronic prostatitis are a common cause of lower urinary tract symptoms and frequently co-occur in older men. The best treatment for men with lower urinary tract symptoms associated with both benign prostatic hyperplasia and prostatitis is alpha-blockers.
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 | 0.001 | 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