Extended duration of faecal diversion is associated with increased ileus upon loop ileostomy reversal
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 timing of ileostomy reversal has been the subject of controversy, with researchers investigating the safety of early versus late stoma closure. Anecdotally, a longer duration of faecal diversion is associated with a greater incidence of postoperative ileus. We sought to investigate the association between duration of diversion and postoperative ileus. METHOD: We conducted an institutional retrospective cohort study on 173 patients undergoing ileostomy closure between 2012 and 2018. Our primary outcome was ileus; secondary outcomes included postoperative complications and descriptive factors. We investigated the association between duration of diversion and ileus using several analyses to ensure that time was treated appropriately as a continuous, nonlinear variable. RESULTS: In all, 20.2% of patients had an ileus. Multivariate analysis did not identify a significant association between any independent predictors and ileus, although there was a trend towards increased risk of ileus with increasing duration of diversion. When treated as a categorical variable, a duration of diversion >328 days independently increased the odds of ileus (OR = 3.25, P = 0.033). Duration of diversion was associated with days to first flatus and to first diet (P = 0.025 and P = 0.004, respectively). When patients received nasogastric intubation, the mean duration of intubation was 3.2 days. CONCLUSION: Greater duration of diversion was associated with a trend towards increased risk of ileus; this risk tripled when diversion lasted more than 328 days.
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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 | 0.001 |
| 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) | 0.001 | 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