Acute Hepatitis Associated with “Thermogenic Fat Burner” Weight-Loss Supplementation
Bibliographic record
Abstract
Thermogenic fat burner treatments are used to increase an individual’s basal metabolic rate, thus mimicking exercise and inducing weight loss. In rare circumstances, these supplements are associated with hepatotoxicity. We describe the case of a 21-year-old male who presented with painless jaundice and a weight loss of 25% of body weight following 8 weeks of thermogenic fat burner supplementation. Laboratory investigations revealed a severe transaminase and bilirubin elevation (AST/ALT>2000 IU/L, total bilirubin=148 μmol/L). An otherwise extensive workup, including a liver biopsy, did not identify a precise cause. Two weeks after discharge, his condition stabilized with a significant improvement in his laboratory abnormalities. In this report, we discuss the likely ingredients that contributed to the patient’s condition, including Garcinia cambogia and green tea leaf extract, and review similar cases documented in the literature.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".