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
BACKGROUND: Current data on the clinical course of patients with acute cholecystitis managed with percutaneous cholecystostomy (PC) are limited by small sample size and imperfect follow-up. We present the characteristics and clinical course of a population-based cohort with acute cholecystitis managed with PC. METHODS: We designed a retrospective cohort study using administrative databases capturing all emergency department (ED) visits and hospital admissions within a geographic region with a population of more than 13 million. From all adults with a first emergency admission for acute cholecystitis from 2004 to 2011, those managed with PC were included in the cohort. The cumulative incidences of subsequent cholecystectomy and death were calculated, considering death a competing risk to cholecystectomy. Polytomous logistic regression was then used to examine differences in patient characteristics across outcome status at 1 year: cholecystectomy, dead without cholecystectomy, or alive without cholecystectomy. Moreover, the risk of a gallstone-related ED visit or hospital admission after discharge was estimated using the Kaplan-Meier method. RESULTS: Of 27,718 patients with acute cholecystitis, 890 (3.3%) underwent PC. The cohort was elderly with a mean (SD) age of 75 (14) years, and 14% were in the intensive care unit on the day of PC. In-hospital mortality was 5%. By 1 year after PC, only 40% had undergone cholecystectomy, while an additional 18% had died without cholecystectomy. The risk of a gallstone-related ED visit or hospital admission was 49% by 1 year after discharge. CONCLUSION: While PC is often performed with the intent of delayed cholecystectomy, less than half of patients actually go on to surgery. High mortality and likely ongoing contraindications to surgery preclude intervention in most patients, although the risk of gallstone-related ED visit or hospital admission remains high. Further prospective investigation is warranted to clarify the potential mortality and quality-of-life gains from elective cholecystectomy following PC. LEVEL OF EVIDENCE: Prognostic study, level III.
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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