Hospital-level Variation in the Management and Outcomes of Patients With Adhesive Small Bowel Obstruction
Bibliographic record
Abstract
OBJECTIVE: Determine the association between the rate of early operative management for adhesive small bowel obstruction (aSBO) at the hospital-level and the incidence of morbidity and mortality. BACKGROUND: Mounting evidence of the benefits of early operation in patients with aSBO has translated to both an increase in the proportion of patients treated operatively, and the proportion of patients who undergo early operative management. However, variation in practice remains. METHODS: We identified a population-based cohort of patients (18-80 years) who were admitted with their first episode of aSBO (2005-2014). The exposures of interest were hospital characteristics and the primary outcome measure was 30-day mortality. Hierarchical logistic regression models were used to evaluate hospital-level variation on 30-day mortality, serious complications, and bowel resection. RESULTS: A total of 27,026 patients were admitted to 122 hospitals, 23% (n = 6090) were managed operatively, 7% (n = 1845) had a serious complication, and 30-day mortality was 4.2% (n = 1146). The proportion of patients managed with early operation ranged from 0% to 33% [median 10% (interquartile range: 5%-14%)]. There was a 17% lower likelihood of 30-day mortality for every 10% increase in proportion of patients managed with an early operation at the hospital-level (odds ratio: 0.83, 95% confidence interval: 0.70-0.99). CONCLUSIONS: Hospitals with a higher proportion of aSBO patients treated with an early operation had a lower likelihood of serious complications, bowel resection, and death, independent of hospital type and volume of aSBO admissions. Early operative intervention rates likely are a proxy for additional structures and processes of care focused on aSBO patients that may facilitate patient selection.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".