This study evaluates the addition of placebo to the normal treatment course of methadone in patients who are undergoing treatment for opioid use disorder. All participants will be enrolled in a methadone outpatient treatment program who have been prescribed a daily regimen of methadone. Half of the participants will be given a placebo pill (to be taken with the methadone), and the other half will be given standard treatment of care.