A Case Study of Eliminating Urinary Tract Infections for an Elderly Woman with Frequent Recurring UTIs
Bibliographic record
Abstract
This case study concerns an 84-year-old woman who suffered three UTIs in quick succession after not having had one in over a year. Rather than dealing with these infections once they appeared, it was decided to try and determine what was causing them and then treat this cause. The patient had an over-active bladder and wore incontinence protection to bed at night. One possible cause was infection that could develop from the patient sleeping in soiled incontinence protection. The patient was instructed to shower before going to bed at night and upon arising in the morning. Once this routine was established, the UTIs disappeared. At this writing, the patient has not had a UTI for six months. This success suggests the importance of incontinent women washing before bed and after waking up. For bed ridden patients, or patients in long-term care facilities where daily showers are not possible, perhaps using wet wipes after each bowel movement will also prevent UTIs from occurring.
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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 | 0.000 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.004 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".