Generating Effective and Novel Evidence for Therapy Payment Act or the GENE Therapy Payment Act This bill allows state Medicaid programs to pay for certain gene therapy drugs through risk-sharing value-based payment agreements with drug manufacturers. The bill applies to covered outpatient drugs that provide potentially curative treatment for serious or life-threatening rare diseases or conditions after not more than three administrations.