Evaluation of chronic prostatitis/chronic pelvic pain syndrome
Bibliographic record
Abstract
Chronic prostatitis/chronic pelvic pain syndrome (CP/CPPS) is a common condition defined as chronic (at least 3 months) pain or discomfort in the pelvic region, variably associated with lower urinary tract symptoms, sexual dysfunction and psychosocial consequences with considerable impact on quality of life. Since the exact pathophysiology underlying CP/CPPS is still unknown, no specific test for a definitive diagnosis is available. The main objectives for evaluation are to exclude differential diagnoses associated with pelvic pain and to identify the individual clinical profile or “picture” relevant for a tailored treatment concept. Keystones of basic evaluation include a thorough patient history and comprehensive assessment of symptoms based on subjective outcome measures, like the National Institutes of Health Chronic Prostatitis Symptom Index (NIH-CPSI), and clinical phenotyping classification systems, such as UPOINTs. Further diagnostic procedures are adapted to the patient. An effective personalized multi-modal treatment concept relies on this accurate basic evaluation and regular follow-ups to monitor treatment response with the option for modification.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".