Hospitalization Outcomes of Acute Pancreatitis in Hematopoietic Stem Cell Transplant Recipients
Bibliographic record
Abstract
Background: Acute pancreatitis (AP) carries a significant morbidity and mortality worldwide. AP is a potential complication of hematopoietic stem cell transplantation (HSCT) although its incidence remains unclear. HSCT recipients are at increased risk of AP due to various factors but the effect of AP on mortality and resource utilization in the adult population has not been studied. We investigated the impact of AP on hospitalization outcomes among patients following HSCT. Methods: We queried the National Inpatient Sample (NIS) database using the International Classification of Diseases (ICD)-10 codes. All adult patients with a diagnosis or procedure code of HSCT were included in the study. Patients were divided into those with a diagnosis of AP and those without. Sensitivity analysis was performed for patients with a length of stay greater than 28 days. The relationship between AP and mortality, length of stay, total hospitalization cost, and charges was assessed using univariate analysis followed by multivariate analysis. Results: Of the 140,130 adult patients with HSCT, 855 (0.61%) patients developed AP. There was 1.74 times higher risk of mortality in patients with AP as compared to controls (adjusted odds ratio (aOR): 1.74, P = 0.0055). There was no statistically significant difference in the length of stay, hospitalization charge, or cost before sensitivity analysis. After sensitivity analysis, 13,240 patients were included, from which 125 (0.94%) had AP. There was 3.85 times higher risk of mortality in patients who developed AP as compared to controls (aOR: 3.85, P = 0.003). There was a statistically significant increase noted in the length of stay (adj coeff: 20.3 days, P = 0.002), hospital charges (+$346,616, P = 0.017), and cost (+$121,932.4, P = 0.001) in patients with AP as compared to those who did not develop AP. Conclusion: Recipients of HSCT who develop AP have shown to have higher mortality on sensitivity analysis. This study highlights that AP in HSCT patients is associated with worse outcomes and higher resource utilization. Physicians should be aware of this association as the presence of pancreatitis portends a poor prognosis.
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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 | 0.001 | 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".