[no title]
Bibliographic record
Abstract
Objective: •? To compare performance of three continence management devices and absorbent pads used by men with persistent urinary incontinence (> 1yr) post treatment for prostate cancer. •? Patients and Methods •? Randomised, controlled trial of 56 men with one year follow up. •? Three devices were tested for three weeks each: sheath drainage system, body-worn urinal, penile clamp. Device and pad performance were assessed. •? Quality of life (QOL) was measured at baseline and follow-up with the King's Health Questionnaire. •? Stated (intended use) and revealed (actual use) preference for products was assessed •? Value-for-money was gathered. Results: substantial and significant differences in performance were found: •? Sheath: good for extended use (e.g. golf and travel) when pad changing is difficult. Good for keeping skin dry, not leaking, not smelling and convenient for storage and travel; •? Body-worn urinal: generally rated worse than the sheath and was mainly used for similar activities but by men who could not use a sheath (e.g. retracted penis); not good for seated activities. •? Clamp: good for short vigorous activities like swimming/exercise. Most secure, least likely to leak, most discreet but almost all men described it as uncomfortable or painful. •? Pads: good for everyday activities and best for night-time use. Most easy to use, comfortable when dry but most likely to leak and most uncomfortable when wet. •? A preference for having a mixture of products to meet daytime needs; around two thirds of men were using a combination of pads and devices after testing compared to baseline. Conclusions: this is the first trial to systematically compare different continence management devices for men •? Pads and devices have different strengths which make them particularly suited to certain circumstances and activities. •? Most men prefer to use pads at night but would choose a mixture of pads and devices during the day. •? Device limitations were important but may be overcome by better design
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.176 | 0.023 |
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".