TY - JOUR AU - Bell, Imogen AU - Arnold, Chelsea AU - Gilbertson, Tamsyn AU - D’Alfonso, Simon AU - Castagnini, Emily AU - Chen, Nicola AU - Nicholas, Jennifer AU - O’Sullivan, Shaunagh AU - Valentine, Lee AU - Alvarez-Jimenez, Mario PY - 2023 DA - 2023/12/13 TI - A Personalized, Transdiagnostic Smartphone Intervention (Mello) Targeting Repetitive Negative Thinking in Young People With Depression and Anxiety: Pilot Randomized Controlled Trial JO - J Med Internet Res SP - e47860 VL - 25 KW - repetitive negative thinking KW - rumination KW - anxiety KW - depression KW - mobile app KW - just-in-time adaptive interventions KW - youth mental health KW - adolescent KW - mobile phone AB - Background: Repetitive negative thinking (RNT) is a key transdiagnostic mechanism underpinning depression and anxiety. Using “just-in-time adaptive interventions” via smartphones may disrupt RNT in real time, providing targeted and personalized intervention. Objective: This pilot randomized controlled trial evaluates the feasibility, acceptability, and preliminary clinical outcomes and mechanisms of Mello—a fully automated, personalized, transdiagnostic, and mechanistic smartphone intervention targeting RNT in young people with depression and anxiety. Methods: Participants with heightened depression, anxiety, and RNT were recruited via social media and randomized to receive Mello or a nonactive control over a 6-week intervention period. Assessments were completed via Zoom sessions at baseline and at 3 and 6 weeks after baseline. Results: The findings supported feasibility and acceptability, with high rates of recruitment (N=55), uptake (55/64, 86% of eligible participants), and retention (52/55, 95% at 6 weeks). Engagement was high, with 90% (26/29) and 59% (17/29) of the participants in the Mello condition still using the app during the third and sixth weeks, respectively. Greater reductions in depression (Cohen d=0.50), anxiety (Cohen d=0.61), and RNT (Cohen d=0.87) were observed for Mello users versus controls. Mediation analyses suggested that changes in depression and anxiety were accounted for by changes in RNT. Conclusions: The results indicate that mechanistic, targeted, and real-time technology-based solutions may provide scalable and effective interventions that advance the treatment of youth mental ill health. Trial Registration: Australian New Zealand Clinical Trials Registry ACTRN12621001701819; http://tinyurl.com/4d3jfj9f SN - 1438-8871 UR - https://www.jmir.org/2023/1/e47860 UR - https://doi.org/10.2196/47860 UR - http://www.ncbi.nlm.nih.gov/pubmed/38090786 DO - 10.2196/47860 ID - info:doi/10.2196/47860 ER -