Identifying and mitigating biases in EHR laboratory tests.

•Laboratory test measurement patterns provide separate information from test’s values.•Measurement patterns are shaped by the healthcare process and patient health states.•We found 3 laboratory measurement patterns: outpatient, inpatient, mixture of both.•Without separating ordering reasons, using lab tests in research can bias results.