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Record W2282914571 · doi:10.1155/2001/428386

Diabetes Mellitus After Liver Transplantation: Another Extrahepatic Manifestation of Hepatitis C

2001· article· en· W2282914571 on OpenAlexaffvenue
Alnoor Ramji, Eric M. Yoshida

Bibliographic record

VenueCanadian Journal of Gastroenterology · 2001
Typearticle
Languageen
FieldMedicine
TopicLiver Disease Diagnosis and Treatment
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsLiver transplantationMedicineDiabetes mellitusHepatitisTransplantationInternal medicineGastroenterologyHepatitis CEndocrinology

Abstract

fetched live from OpenAlex

The aim of this study was to determine whether the prevalence of post-transplant diabetes mellitus (PTDM) was higher in liver transplant recipients infected with hepatitis C virus (HCV).A retrospective review of 278 recipients with HCV, hepatitis B virus (HBV) and cholestatic disease (primary biliary cirrhosis and primary sclerosing cholangitis) between 1986 and 1997 was performed.Pre-transplant diabetes was higher in the HCV group.Diabetes prevalence one year after transplantation was 37% in the HCV group, 15% in the HBV group and 5% in the cholestatic group.Multivariate analysis revealed HCV and pretransplantation diabetes as independent factors for PTDM at one and two years.Immunosuppression and ribavirin use, and rejection episodes were similar.Cumulative steroid dose was lower in the HCV group.Survival was similar in patients with and without post-transplant diabetes.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.013
Threshold uncertainty score0.026

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0040.001

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.

Opus teacher head0.009
GPT teacher head0.211
Teacher spread0.202 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations2
Published2001
Admission routes2
Has abstractno

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