Investigation of the Role of Serum Matrix Gla-Protein as a Biomarker of Calcific Aortic Valve Disease
Bibliographic record
Abstract
Background: Calcific aortic valve disease (CAVD) is a major contributor to cardiovascular morbidity and mortality. Circulating total uncarboxylated Matrix ?-carboxyglutamate (Gla) protein (t-ucMGP) is a promising biomarker for rapid screening of subjects prone to cardiovascular calcification who may need more invasive vascular diagnostics. Preliminary data show that low t-ucMGP levels are indicative for prevalent vascular calcification. Hence, the aim of our study was to investigate the possible role of circulating t-ucMGP as a biomarker may help in identification patients with CAVD, taking into consideration that CAVD is a form of vascular calcification.Methods & Materials: We analyzed serum t-ucMGP levels by enzyme-linked immunosorbent assay (ELISA) in 50 patients with echocardiographically proven CAVD and 21 control subjects.Results: Serum t-ucMGP levels were significantly lower in patients with CAVD (29.29±12.18 nmol/l) compared to the control group (36.84±21.79 nmol/l, p = 0.003).Conclusion: Serum t-ucMGP may help as a noninvasive biomarker for identification of these patients.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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".