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Objective: Generalized anxiety disorder (GAD) is a debilitating condition, characterized by negative interpretations about ambiguous situations. This study tested whether entirely internet-delivered interpretation training [cognitive bias modification (CBM)] versus control promotes positive interpretations and reduces worry and anxiety in individuals with GAD, with or without depression. Method: A two-arm (CBM; control) parallel-group randomized controlled experiment. Assessments were preintervention (T0), postintervention (T1), 1-month (T2) postintervention, and 3-month (T3) postintervention. Participants with GAD (with or without comorbid depression) were randomly allocated to either CBM (n = 115) or control (n = 115). Participants, but not researchers, were blind to allocated condition. Participants completed up to 10 online CBM or control sessions across 1 month. Interpretation bias [coprimary outcomes: scrambled sentence test (SST), recognition test (RT)], and number of negative thought intrusions during a breathing focus task were measured at T0 and T1. Self-reported levels of worry [Penn State Worry Questionnaire-trait (PSWQ trait); Penn State Worry Questionnaire-past week (PSWQ weekly)], anxiety [Generalized Anxiety Disorder scale (GAD-7)], depression [Patient Health Questionnaire (PHQ-9)], rumination [Ruminative Response Scale (RRS)], and repetitive negative thinking [RNT; Repetitive Thinking Questionnaire-trait (RTQ-trait)] were assessed at T0–T3. Results: The per-protocol analyses included N = 186 participants (CBM n = 94; control n = 92). As predicted, we found moderate-to-large training effects on the primary outcome of interpretation bias at T1. Secondary outcomes of negative thought intrusions at T1 and self-reported symptoms at T2 were all significantly lower in the CBM versus control condition. All but one effect (trait RNT) were sustained at T3. Conclusions: In this randomized controlled study, we found that fully online interpretation training ameliorated core features of GAD in individuals with or without comorbid depression up to 3 months posttraining. What is the public health significance of this article?: Generalized anxiety disorder (GAD) is a common debilitating problem with uncontrollable worry at its core. It often co-occurs with clinical depression. The tendency to draw negative conclusions from unclear/ambiguous information (interpretation bias) maintains worry, anxiety, and depression. This web-based study of people with GAD (with or without depression) used computerized practice in generating positive interpretations and compared this training to another (control) condition which did not alter interpretations. Positive interpretation training reduced worry, anxiety, and depression up to 3 months after training finished. The effects were due to changes in interpretation bias. Given the online nature of the interpretation training, this indicates for the first time that interpretation training can be effective when delivered remotely to people suffering from GAD with or without depression, opening up the possibility that this approach could be used to help people recover from anxiety and depression without attending a clinic. [ABSTRACT FROM AUTHOR]