Understanding Urinary Incontinence After Radical Prostatectomy: A Nursing Framework
Bibliographic record
Abstract
Prostate cancer is one of the most prevalent malignancies diagnosed in North American men. Typically, men diagnosed with localized prostate cancer have two options for curative treatment: radiation therapy or radical prostatectomy (RP). Many men choose RP to remove the cancer; however, the intervention has two possible side effects that patients dread: erectile dysfunction and urinary incontinence (UI). At least 50% of men who undergo RP suffer from UI, which can lead to embarrassment, loss of a sense of control, depression, and decreased social interactions. The Human Response to Illness Model provides a framework to gain a comprehensive understanding of the physiologic, pathophysiologic, behavioral, and experiential perspectives as well as personal and environmental factors related to UI following RP. Knowledge gained from these perspectives will help nurses design strategies that facilitate coping and improve outcomes in men with UI following RP.
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.005 | 0.002 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.004 |
| 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".