Metastatic Calcification of the Cardiac Conduction System with Heart Block: An Under-Reported Entity in Chronic Renal Failure Patients
Bibliographic record
Abstract
Systemic metastatic calcification is a common complication of chronic renal failure. Cardiac involvement is particularly ominous, especially when the cardiac conduction system is affected. Conduction defects, arrhythmias, and sudden death have all been reported with conduction system calcification; however, these are relatively under-reported or unrecognized causes of cardiac morbidity and mortality. We describe a 40-year-old man with Von Hippel-Lindau disease who had been maintained on hemodialysis for two years following bilateral nephrectomies for renal cell carcinoma. The patient presented with symptomatic complete heart block that had progressed from Mobitz type I atrioventricular block. Two months later, while being internally paced, the patient died unexpectedly after a complicated hospital admission. Postmortem revealed extensive vascular, myocardial, and conduction system calcification. Conduction system calcification may cause sudden death in chronic renal failure patients during hospital admission, or unexpectedly while the patient is in the community. Knowledge of this condition is necessary to detect it, as the conduction system is not routinely examined. A routine abbreviated conduction system examination is warranted for patients with systemic metastatic calcification, especially if they have sudden death or a known history of heart block.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".