How many sunsets? Timing of surgery in adhesive small bowel obstruction
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
BACKGROUND: Best practices promulgated by the Eastern Association for the Surgery of Trauma suggest that delay in surgery for adhesive small bowel obstruction (ASBO) should not exceed 5 days. This study aimed to probe the relationship between operative delay and adverse outcomes, defined as occurrence of a complication, requirement for bowel resection, prolonged postoperative stay, or death in ASBO using the Nationwide Inpatient Sample. METHODS: We used the Nationwide Inpatient Sample for 2009. The relationship among days to surgery (preoperative days) and defined as occurrence of a defined set of complications, death during hospitalization, resection, and postoperative length of stay greater than 7 days (postoperative days > 7) was assessed, taking into account potential confounding factors using regression analysis. RESULTS: A total of 27,046 patients were identified with small bowel obstruction; 4,826 (18%) of these required surgery, and the remainder did not, staying a mean of 4 days (median, 3 days). Of the surgical group, 1,208 patients (25.0%) had Rsx, 1,527 (32%) had postoperative days of greater than 7, 138 (2.86%) died, 3,216 (66.7%) were female. Mean age was 62.2 years, mean total length of stay was 8.51 days, mean preoperative days was 1.94 days. Odds ratio (OR) of death for operated patients was 1.64 (95% confidence interval [CI], 1.11-2.19) when preoperative days was 4 or more. Postoperative days of greater than 7 was more likely if surgery preoperative days were 4 or more (OR, 1.26; 95% CIs, 1.07-1.48). No relationship between complication and preoperative days was observed. CONCLUSION: Delay in management of small bowel obstruction is associated with death and longer postoperative stays. Delay was not associated with complication or bowel resection. These data lend support to a policy encouraging observation of ASBO for no more than 5 days. LEVEL OF EVIDENCE: Epidemiologic study, level III; therapeutic study, level IV.
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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 | 0.001 | 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) | 0.000 | 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