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
OBJECTIVE: Emphysematous pancreatitis is characterized by the presence of intraparenchymal pancreatic air in the setting of necrotizing pancreatitis. Mortality and morbidity rates approach approximately 40% and 100%, respectively. Traditionally, emphysematous pancreatitis was an indication for surgical intervention. The purpose of this review was to discuss our experience with nonoperative management of emphysematous pancreatitis. METHODS: Between July 2005 and August 2007, 5 patients with emphysematous pancreatitis were admitted to Royal University Hospital (Saskatoon, Saskatchewan, Canada). The cases are described in the context of the current literature. RESULTS: The 5 male patients ranged in age from 50 to 77 years. Four required at least 1 week in the intensive care unit. All 5 cases of emphysematous pancreatitis went on to be treated successfully with nonoperative management. Furthermore, after a minimum of 1-year follow-up, they remain out of hospital and continue to do well. CONCLUSIONS: Our data suggest that emphysematous pancreatitis may be a favorable subtype of severe pancreatitis. In well-selected patients, nonoperative management with aggressive antibiotic treatment and nutritional support may suffice.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.012 |
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