Retransplantation for hepatitis C: Results of a U.S. multicenter retransplant study
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
It is widely perceived that outcomes are relatively poor following retransplantation (reTX) for recurrent of hepatitis C virus (HCV) infection. Transplant centers debate the utility of offering another liver to these patients. A U.S. study group was formed to retrospectively compare survival after reTX in patients with recurrent HCV (histologically proven) and those transplanted for other indications greater than 90 days after first transplantation, from 1996 to 2004. Patients were divided into 3 groups; group 1: HCV reTX (n = 43), group 2: non-HCV reTX (n = 73), and group 3: recurrent HCV but no reTX (n = 156). They were predominantly male, Caucasian, with mean age of 47.2 yr. The commonest indications for non-HCV reTX were chronic rejection (36%), hepatic artery thrombosis (31%) and recurrent primary sclerosing cholangitis (17%). Duration of hospitalization, number of intensive care unit (ICU) days, and time interval from listing to transplantation or reTX were similar between reTX groups. The 1-yr and 3-yr survival rates after reTX were also similar for HCV reTX and non-HCV reTX groups (1 yr, 69% vs. 73%; 3 yr, 49% vs. 55%). Model for End-Stage Liver Disease (MELD) scores were not predictive of survival from reTX. However, with a MELD score of >30 in the non HCV group, survival was <50%. In the recurrent HCV not undergoing reTX group, 30% were reevaluated for reTX but only 15% were listed for reTX and the 3-yr survival was 47%. The most common reasons for not listing for reTX were recurrent HCV within 6 months (22%), fibrosing cholestatic hepatitis (19%), and renal dysfunction (9%). In conclusion, patients retransplanted for recurrent HCV had similar 1-yr and 3-yr survival when compared to patients undergoing reTX for other indications. MELD scores were not predictive of post-reTX survival. Survival was <50% in the non-HCV reTx group with MELD score of >30. Many patients with recurrent HCV are not considered for reTX and die from recurrent disease.
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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 | 0.001 | 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