Laboratory test interpretation in NP practice requires understanding of pre-test probability, test characteristics (sensitivity, specificity, positive and negative predictive values), and Bayesian reasoning to move from clinical suspicion to diagnostic confirmation. A confirmatory test has high specificity -- it rarely produces false positives, so a positive result reliably rules IN the diagnosis (SpIN: Specific test, Positive result, rules IN). A screening test has high sensitivity -- it rarely produces false negatives, so a negative result reliably rules OUT the diagnosis (SnNOUT: Sensitive test, Negative result, rules OUT). Key confirmatory laboratory patterns include: Troponin I/T for acute myocardial infarction (highly sensitive and specific for myocardial necrosis; serial measurements at 0, 3, and 6 hours with high-sensitivity troponin assays; rising and/or falling pattern confirms acute MI). Anti-CCP antibodies for rheumatoid arthritis (specificity >95%, superior to rheumatoid factor which has 60-80% specificity). HbA1c ≥6.5% or fasting glucose ≥126 mg/dL (confirmed on repeat testing) for diabetes mellitus. TSH with reflex free T4/T3 for thyroid disease (elevated TSH with low free T4 confirms primary hypothyroidism; suppressed TSH with elevated free T4 confirms hyperthyroidism). The NP...