Bibliographic record
Abstract
Sitosterolemia is an autosomal recessive disorder caused by mutations in the ABCG5 or ABCG8 half-transporter genes. These mutations disrupt the mechanism that distinguishes between absorbed sterols and is most prominently characterized by hyperabsorption and impaired biliary elimination of dietary plant sterols. Sitosterolemia patients retain 15-20% of dietary plant sterols, whereas normal individuals absorb less than 1-5%. Normotensive Wistar Kyoto inbred (WKY inbred), spontaneously hypertensive rat (SHR), and stroke-prone spontaneously hypertensive rat (SHRSP) strains also display increased absorption and decreased elimination of dietary plant sterols. To determine if the genes responsible for sitosterolemia in humans are also responsible for phytosterolemia in rats, we sequenced the Abcg5 and Abcg8 genes in WKY inbred, SHR, and SHRSP rat strains. All three strains possessed a homozygous guanine-to-thymine transversion in exon 12 of the Abcg5 gene that results in the substitution of a conserved glycine residue for a cysteine amino acid in the extracellular loop between the fifth and sixth membrane-spanning domains of the ATP binding cassette half-transporter, sterolin-1. The identification of this naturally occurring mutation confirms that these rat strains are important animal models of sitosterolemia in which to study the mechanisms of sterol trafficking.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.702 | 0.628 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".