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: Urinary incontinence is a common clinical problem, particularly in older adults. This review was designed to review current and recently updated information on the epidemiology of urinary incontinence in men. RECENT FINDINGS: There are an increasing number of urinary incontinence studies outside Europe and North America. However, overall, the trend indicates no remarkable increase in the number of publications relative to all areas. Prevalence studies have produced estimates with very wide ranges, mainly due to methodological differences. Studies have also examined risk factors and impact of urinary incontinence, including lifestyle, comorbidities and medications. SUMMARY: Recent research has focused less on urinary incontinence in men compared with women, despite urinary incontinence being relatively common and burdensome in men worldwide and strongly associated with age. Thus, the population burden is likely to increase with future demographic shifts. A wide variety of risk factors have been identified, and studies have shown that urinary incontinence can have substantial negative impacts on various clinical outcomes and quality of life.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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