Berberine Ursodeoxycholate for the Treatment of Primary Sclerosing Cholangitis: The Search for the Elusive Pharmacologic Holy Grail Will Need to Continue
Bibliographic record
Abstract
ABSTRACT: Effective pharmacologic treatment of primary sclerosing cholangitis (PSC) remains elusive. Ursodeoxycholic acid (UDCA) is known to improve liver biochemistry, specifically serum alkaline phosphatase, in patients with PSC but has not been shown to favourably alter the natural history. Similarly, many immunomodulatory medications have been studied for the treatment of PSC, but none has been demonstrated to be of unequivocal benefit. In this issue of the Journal, a pilot study of a ursodeoxycholate berberine salt vs placebo is reported. Although improvement in serum alkaline phosphatase is reported, without a control arm with UDCA monotherapy, it is not possible to determine whether this study drug is beneficial over UDCA by itself. More study in the PSC therapeutic arena is needed.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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".