Controversies and Concerns in Hemodialysis Series Editor: Marcello Tonelli: Calcific Uremic Arteriolopathy Should Be Treated Conservatively
Bibliographic record
Abstract
Calcific uremic arteriolopathy (CUA) is a small vessel vasculopathy affecting mainly stage IV and V renal failure patients. It is characterized typically by non-healing, painful skin ulcerations and carries a poor prognosis. Little is known about the pathogenesis, but abnormal mechanisms of vascular calcification have been postulated to contribute. Available therapies target promotion of wound healing and lowering of elevated parathyroid hormone levels and the calcium-phosphate product. There are no prospective or randomized controlled trials to guide choice of therapeutic agents, yet available therapies may subject patients to adverse side effects, and/or increase program expenditures. Therefore, we favor a graded approach to treatment of CUA, commencing conservatively with the least harmful and most cost-efficient measures available.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".