Lipid Lowering Inefficacy of High-dose Statin Therapy Due to Concurrent Use of Phenytoin
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
HMG-CoA reductase inhibitors ("statins") are the most commonly prescribed lipid lowering agents. Most of the statins are metabolized by the CYP450 cytochrome system. A number of medications either induce or inhibit this system which leads to changes in the bioavailability of the statins and the potential for either an increase in adverse effects or reduction in efficacy. Phenytoin induces the CYP3A4 isoform of the CYP450 system and can reduce the bioavailability, and thus the efficacy of the statins metabolized by this enzyme, including atorvastatin and lovastatin. A case of a patient on multiple lipid-lowering medications, including high-dose atorvastatin whose LDL cholesterol improved significantly after discontinuation of phenytoin is presented, and a review of the literature for similar cases is discussed.
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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) | 0.001 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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