Silent No More: <i>Elderly Women's Stories of Living with Urinary Incontinence in Long-term Care</i>
Bibliographic record
Abstract
Urinary incontinence (UI) is a prevalent health issue affecting the quality of life of many elderly women living in long-term care. Minimal consideration has been given to understanding the lived experience from women's perspectives. Using one-to-one interviews, this study explored elderly women's experiences with UI while living in long-term care facilities. Data were analyzed using thematic analysis that revealed three themes related to the meaning of UI to the women, physical implications of UI, and institutional culture of UI in long-term care. Within these three themes, the women expressed common concerns. The results of this study provided information that could influence changes in nursing practice related to individualized UI care, empowering women experiencing UI, and dispelling ageism in long-term care. The study also suggests opportunities for improving health care education related to the quality of life of women who experience UI, and the need to make the experience more visible and openly discussed as a health issue rather than the traditional condition of aging.
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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 | 0.004 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.007 |
| Scholarly communication | 0.004 | 0.007 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.002 | 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".