Pancreatitis in Systemic Lupus Erythematosus: Frequency and Associated Factors — A Review of the Hopkins Lupus Cohort
Bibliographic record
Abstract
OBJECTIVE: Pancreatitis is a rare but potentially life-threatening complication of systemic lupus erythematosus (SLE). Vasculitis of the gastrointestinal tract is the most commonly proposed mechanism. We determined the frequency of SLE-related pancreatitis in the Hopkins Lupus Cohort. METHODS: A large prospective cohort of 1811 patients with SLE was reviewed and clinical and laboratory measures of SLE patients who developed pancreatitis were compared to patients who did not develop pancreatitis. RESULTS: Four percent of patients with SLE had pancreatitis due to SLE. The best multivariate model of clinical and laboratory associations included hypertriglyceridemia, psychosis, pleurisy, gastritis, and anemia. CONCLUSION: Hypertriglyceridemia appears to be a strong associate of pancreatitis in SLE, but antiphospholipid antibodies are not. SLE patients with psychosis and pleurisy are at increased risk for pancreatitis.
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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 | 0.005 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.008 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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".