Oncology Drug Dosing in Gilbert Syndrome Associated with <scp>UGT</scp>1A1: A Summary of the Literature
Why this work is in the frame
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Bibliographic record
Abstract
Gilbert syndrome (GS) is a hereditary condition that affects ~10% of the population. It is characterized by intermittent, unconjugated hyperbilirubinemia in the absence of hepatocellular damage and hemolysis. Although GS is often described as a benign laboratory finding, it may alter drug metabolism by decreasing the ability to conjugate drugs. Genetic polymorphisms, specifically the UGT1A1*28 allele, may reduce glucuronidation by 30% that severely impacts the ability to metabolize certain medications. Antineoplastic agents used in oncologic settings have toxic side effects, and alterations in metabolism may result in severe or even life-threatening toxicities. Many of the drug monographs provided by manufacturers contain dose adjustment parameters for hepatic function, using serum bilirubin as a surrogate marker. However, in patients with GS, hepatic function remains normal in the setting of hyperbilirubinemia, and scant literature is available to provide guidance on empirical dosage adjustment. In this review, we conducted a literature search of routinely used oncology medications and assessed the need for empirical dose adjustments in the setting of GS.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| 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