Pancreatic Panniculitis Associated with Acinar Cell Pancreatic Carcinoma
Bibliographic record
Abstract
BACKGROUND: Pancreatic panniculitis is a rare entity, occurring in less than 2% of patients with pancreatic disorders. Skin manifestations may precede the diagnosis of a pancreatic disease by many months. When treatable, correction of the underlying pancreatic disorder may lead to prompt resolution of the panniculitis. OBJECTIVE: We present the case of a 74-year-old-man with a history of chronic pancreatitis who presented with an acute onset of tender, nonulcerating nodules. The clinical and histologic features of pancreatic panniculitis are discussed, with a brief review of the differential diagnosis and clinical approach to panniculitis. CONCLUSIONS: Pancreatic panniculitis is a recognizable clinical entity with characteristic histologic features that may resolve with treatment of the underlying pancreatic disorder. The algorithm-based clinical approach to panniculitis presented in this study is a practical tool designed to guide clinicians in ordering investigations and determining the appropriate management for patients presenting with subcutaneous nodules.
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.
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 | 0.002 |
| 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".