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
BACKGROUND: Despite similar rates of voiding dysfunction in older men and women, most funded research has focused on women. Strategic treatment plans for managing urinary incontinence and other lower urinary tract symptoms in men are limited by sparse or absent direct clinical evidence with most interventions supported by data extrapolated from studies in women. OBJECTIVES: To explore what is known about the epidemiology and etiology of incontinence in men, highlight some of the gaps in the current knowledge, address limitations in existing research, and consider future directions in men's continence care. METHODS: Existing literature on urinary incontinence in men was analyzed to generate a plan for future research. RESULTS: Gaps in our knowledge of urinary incontinence in men remain in the areas of etiology, psychosocial consequences, and treatment efficacy. CONCLUSIONS: Clinical research addressing incontinence in men is critical to explore the barriers or facilitators to seeking care, elucidate the biomechanical aspects of pelvic floor function, provide a clear description of the natural history of bladder dysfunction, and highlight the quality of life impact from incontinence.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it