Exploratory analysis of electronic medical records can detect important potential safety signals.

To achieve an acceptable false positive rate, statistical signal detection should be combined with clinical and epidemiological review.

Such review also requires a deep understanding of the analytical methods employed, and insight into data collection and medical practice in the setting at hand.