A Population-Based Assessment of the Burden of Acute Pancreatitis in the United States
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
OBJECTIVES: The aim of this study is to investigate the incidence and mortality of emergency department (ED) visits in the United States attributed to acute pancreatitis (AP) and quantify predictors of admission and mortality. METHODS: Using the nationwide ED sample, all ED visits between 2006 and 2009 for AP were extracted. Multivariable analyses were fitted for prediction of admission and mortality. RESULTS: A weighted sample of 1,224,121 patient visits with AP was captured. Of those, 75.4% resulted in admission and 0.7% died. Between 2006 and 2009, the incidence of AP ED visits increased from 9.9 to 10.6 per 10,000 person-years. Patients were more likely to be admitted if sicker (Charlson Comorbidity Index score ≥ 3; OR, 6.48; P < 0.001) and if the etiology of pancreatitis was alcoholic versus biliary (OR, 2.20; P < 0.001). They were more likely to die if sicker (Charlson Comorbidity Index score ≥ 3; OR, 1.51; P < 0.001) and covered with Medicare or Medicaid versus private insurance (OR, 1.40; P < 0.001 and OR, 1.45; P < 0.001, respectively). CONCLUSIONS: Emergency department visits for AP represent a significant burden on US health care. Although mortality is lower than previously reported, significant disparities exist in patients presenting with AP with regard to admission and mortality rates. Further investigations are needed to assess these disparities.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 it