Use of timed alarm device for pediatric daytime urinary incontinence: Meta-analysis of comparative studies
Bibliographic record
Abstract
INTRODUCTION: This meta-analysis aimed to determine the comparative effectiveness of timed alarm device-assisted urotherapy vs. standard urotherapy alone in managing pediatric daytime urinary incontinence (pDUI). METHODS: A systematic literature search was performed in December 2021, with an update search in July 2022. Comparative studies assessing the pDUI treatment effectiveness of timed alarm device-assisted urotherapy vs. urotherapy alone were identified and evaluated according to Cochrane collaboration recommendations. The assessed outcome includes pDUI complete response and adherence rates. Relative risk (RR ) with 95% confidence intervals (CI) was extrapolated. A random-effects model was used to pool effect estimates. Heterogeneity was assessed with sensitivity and subgroup analysis performed according to study design and comparative group characteristics. GRADE criteria were used to assess evidence certainty. (PROSPEROCRD 42022299173). RESULTS: Four studies (three randomized controlled trials [RCTs] and one retrospective cohort) with 635 cases were included. The pooled effect estimates of pDUI complete response showed no differences between intervention groups (RR 1.20, 95% CI 0.81, 1.76). Pooled effect estimates for treatment adherence were generated from two studies, which showed significantly better adherence for the timed-alarm device group (RR 2.97, 95% CI 1.46, 6.06). Significant interstudy heterogeneity was noted; the source is likely from the study design and comparator device characteristics. The quality of evidence was assessed to be of very low certainty. CONCLUSIONS: Based on very low certainty evidence, timed alarm device-assisted urotherapy does not seem to have the advantage of complete treatment response over standard urotherapy alone in managing pDUI; however, a timed-alarm device is likely able to improve urotherapy treatment adherence.
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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 | 0.028 | 0.052 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.021 | 0.059 |
| Bibliometrics | 0.008 | 0.007 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".