Vascular stiffness in incident peritoneal dialysis patients over time
Bibliographic record
Abstract
OBJECTIVE: Vascular stiffness is prevalent in end-stage renal disease patients and predicts adverse events. This study describes the prevalence of vascular stiffness and its associated factors in a cohort of incident peritoneal dialysis (PD) patients. METHODS: In a prospective observational study of 50 patients, carotid-femoral pulse wave velocity (PWV) were conducted at baseline, 3, 6 and 12 months after initiation of PD. Aortic calcification scores (ACS) were derived using plain lateral abdominal films. We examined the association of significant changes in PWV (defined as 1 m/s or 15% change from baseline) over 6 months in conjunction with demographic and clinical data. RESULTS: The mean age was 58 years, 67% were male, and 48% were Caucasian. One third was diabetic, and 23% had pre-existing cardiovascular disease. Median eGFR was 8.7 ml/ min. ACS was strongly correlated with PWV (r = 0.62, p < 0.0001). Over 6 months, 42% demonstrated significant increases, while 23% demonstrated decreases in their PWV. Factors shown to be associated with increasing PWV were Caucasian race (OR = 4.50; CI: 0.97 - 20.83), higher phosphate (OR = 8.36; CI: 1.10 - 63.51) and a lower baseline PWV (OR = 0.67; CI: 0.45 - 0.99). Decrease in PWV was associated with the absence of calcium based phosphate binder usage (OR = 0.11; CI: 0.02 - 0.73). Changes in weight and PWV at 12 months were significantly correlated (p = 0.007, r = 0.57). CONCLUSION: In this group of incident PD patients, we demonstrate a lower prevalence of vascular calcification than in hemodialysis patients, a correlation of calcification with PWV, and an important finding that PWV can change in either direction over a short period of time, which are associated with modifiable risk factors.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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".