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Record W3108268477 · doi:10.1111/dom.14284

Extended‐release naltrexone/bupropion and liver health: Pooled, post hoc analysis from four randomized controlled trials

2020· article· en· W3108268477 on OpenAlexaff
Harpreet S. Bajaj, Melonie Burrows, Jessica Blavignac, Emilia Paron, Fernando Camacho, Errol Gould, Maxime Barakat

Bibliographic record

VenueDiabetes Obesity and Metabolism · 2020
Typearticle
Languageen
FieldMedicine
TopicLiver Disease Diagnosis and Treatment
Canadian institutionsUniversity of WaterlooBausch Health (Canada)LMC Diabetes & Endocrinology (Canada)
FundersOrexigen Therapeutics
KeywordsMedicinePost-hoc analysisWeight lossInternal medicinePlaceboOverweightFatty liverBupropionGastroenterologyBody mass indexObesityDiseasePathology

Abstract

fetched live from OpenAlex

Abstract Sustained weight loss improves liver histology in non‐alcoholic fatty liver disease. This post hoc analysis of four phase III, 56‐week, randomized controlled trials investigated if extended‐release naltrexone and bupropion (NB) affects alanine aminotransferase (ALT) and Fibrosis‐4 (FIB‐4) index in adults with overweight or obesity. Two thousand and seventy‐three subjects (NB = 1310; placebo = 763; 79.0% female; 81.6% Caucasian) had baseline mean weight 101 kg, body mass index 36.2 kg/m 2 , ALT 26.9 IU/L and FIB‐4 0.79. At 56 weeks, NB‐treated subjects experienced more weight loss than placebo (8.7 vs. 3.2 kg, respectively, P < .0001). Weight loss, independent of treatment, was associated with improved ALT and FIB‐4 ( P < .0001). There was a significant independent effect of NB on change from baseline for FIB‐4 ( P < .0001), but not for ALT ( P = .54). Categorical ALT response (from above to within normal ranges: 10‐40 IU/L for men; 7‐35 IU/L for women) and achievement of 25% and 50% reduction in ALT were greater for NB versus placebo, and independently affected by weight loss ( P < .0001), but not treatment. NB‐associated weight loss may improve liver health by normalizing ALT values for those with high baseline levels.

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)0.016
metaresearch head score (Gemma)0.018
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.016
Threshold uncertainty score0.084

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0160.018
Meta-epidemiology (narrow)0.0040.001
Meta-epidemiology (broad)0.0130.022
Bibliometrics0.0020.002
Science and technology studies0.0000.001
Scholarly communication0.0030.002
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0060.000

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.

Opus teacher head0.023
GPT teacher head0.262
Teacher spread0.239 · 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 designMeta-analysis
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

Citations27
Published2020
Admission routes1
Has abstractyes

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