Vaginal entrapment of bathwater: a source of extra-urethral incontinence
Bibliographic record
Abstract
This report presents 2 cases of females (a prepubertal and a pre-menopausal female) with dribbling "incontinence" caused by vaginal entrapment of bathwater. In the first case, an 8-year-old girl presented with a history of bothersome wetness of her underwear, noted mainly in the morning. History revealed that she bathed almost nightly. She was instructed to shower or bath only, each for one week. The wetting occurred only after bathing. In the second case, a 39-year-old female, G2P2 with normal genitalia noted occasional, yet significant, dribbling into her underwear only after baths. She concluded this to be bathwater accumulating in her vagina, which she evacuates digitally. The differential diagnosis of dribbling incontinence in females of any age should include the extra-urethral cause of entrapped fluids of immersion. Although this condition may be rare, it is simple to rule out on history based on its temporal association with fluid immersion. Once diagnosed, the management is behavioural.
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.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".