Challenges faced by people with a stoma: peristomal body profile risk factors and leakage
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
Aim: The Ostomy Life Study 2019 aimed to obtain a better understanding of the challenges faced by people with stoma. Methods: Online survey with participants from 17 countries. Findings: Of the 54 614 individuals invited to take part, 5187 responded; 62% of the respondents avoided physical and social activities because of their stoma and 37% had never consulted their stoma care nurse to have the fit of their stoma product checked. In a subgroup receiving questions on leakage (n=4209), output under the baseplate and leakage onto clothes were experienced within the previous month by 76% and 26% of respondents, respectively. Higher chance of leakage was associated with an irregular stoma shape and peristomal body profile; a stoma level at or below the skin surface; and the presence of creases, folds and other changes in the peristomal area. Conclusion: Leakage and access to a stoma care nurse to provide the necessary care and guidance remain important concerns for individuals with a stoma.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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