Evaluation of two coated catheters in intermittent self-catheterization
Bibliographic record
Abstract
Intermittent self-catheterization (ISC) has addressed the problems of mechanical or functional urological voiding since the 1970s. Patient quality of life is enhanced by the increased independence and security offered by ISC (Lapides et al, 1972). A randomized, comparative crossover study was undertaken in two centres to evaluate the performance of SpeediCath (Coloplast) and Lofric (Astra Tech) catheters. A total of 27 subjects were recruited, all of whom had been performing ISC more than twice a day for longer than 3 months with a coated catheter. Each catheter was used for 1 week to assess catheter performance and acceptability. There were no significant differences recorded for the performance of each catheter. However, SpeediCath demonstrated favourable statistical significance in relation to ease of use, speed of use, and the concept of water as an integral part of the packaging of the catheter.
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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 | 0.006 | 0.016 |
| 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 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| 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 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".