Extended duration of faecal diversion is associated with increased ileus upon loop ileostomy reversal
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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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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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; 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".