Utilization of Clinical Practice Guidelines on Incontinence
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
linical practice guidelines (CPGs) are evidence-based recommendations for best practice and have been developed with the assumption they will be embraced by practitioners; a further assumption is that clinical practice guidelines will improve the delivery of care. In this article, we provide a working definition of evidence-based practice, discuss the strengths and limitations of CPGs, describe the implementation of CPGs in the context of urinary incontinence, and consider the steps that the WOCN has taken to initiate evidence-based practice. Current issues are presented along with initiatives that have resulted in clinical practice guidelines on incontinence from the United States, United Kingdom, and Canada. On the basis of the current literature, it is concluded that clinical practice guidelines can play an important role in WOCN practice and that the implementation of guidelines may improve clinical practice. However, guidelines are only as valid as the evidence on which they are based and may not take into account gender or cultural differences or the effect that comorbid conditions can have on treatment outcomes. Finally, guidelines must follow a comprehensive approach that involves management and staff and includes education, facilitation, evaluation, feedback, and an understanding of change strategies.
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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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