Coronary Artery Calcium Score (CAC = 0 vs. CAC > 0) — ASCVD Risk

Test Characteristics

Metric Value
False-negative rate 6% (sensitivity 94%)
False-positive rate 66% (specificity 34%)
Bayes factor (positive test) 1.5×
Bayes factor (negative test) 1/5×
Base rate 7.5% 10-year ASCVD risk (borderline-risk patients)

Interpreting Results

Scenario Prior + Result − Result
Borderline risk (5–7.5% 10-yr ASCVD) 7.5% 1.5 × 7.5% = 11%7.5%× 1.511% 1/5 × 7.5% = 1.5%7.5%÷ 51.5%
Intermediate risk (7.5–20% 10-yr ASCVD) 15% 1.5 × 15% = 22%15%× 1.522% 1/5 × 15% = 3%15%÷ 53%

CAC works best as a risk reclassifier — moving patients between risk categories — rather than a traditional diagnostic test. The Bayes factor framework is not the best fit for it. A positive result (CAC > 0) is nearly useless on its own because most adults over 50 have some coronary calcium. The clinical value is almost entirely in the negative result: a CAC of zero is one of the strongest negative risk markers in cardiology, with an annual ASCVD event rate of ~0.03% and a "warranty period" of 5-10 years.

Sources: