%0 Journal Article
%@ 1438-8871
%I JMIR Publications
%V 23
%N 3
%P e24850
%T A Therapeutic Relational Agent for Reducing Problematic Substance Use (Woebot): Development and Usability Study
%A Prochaska,Judith J
%A Vogel,Erin A
%A Chieng,Amy
%A Kendra,Matthew
%A Baiocchi,Michael
%A Pajarito,Sarah
%A Robinson,Athena
%+ Stanford Prevention Research Center, School of Medicine, Stanford University, Medical School Office Building, X316, 1265 Welch Road, Stanford, CA, 94305, United States, 1 650 724 3608, jpro@stanford.edu
%K artificial intelligence
%K conversational agent
%K chatbot
%K addiction
%K substance misuse
%K treatment
%K acceptability
%K feasibility
%K craving
%K psychoeducation
%K psychotherapeutic
%K mobile phone
%D 2021
%7 23.3.2021
%9 Original Paper
%J J Med Internet Res
%G English
%X Background: Misuse of substances is common, can be serious and costly to society, and often goes untreated due to barriers to accessing care. Woebot is a mental health digital solution informed by cognitive behavioral therapy and built upon an artificial intelligence–driven platform to deliver tailored content to users. In a previous 2-week randomized controlled trial, Woebot alleviated depressive symptoms. Objective: This study aims to adapt Woebot for the treatment of substance use disorders (W-SUDs) and examine its feasibility, acceptability, and preliminary efficacy. Methods: American adults (aged 18-65 years) who screened positive for substance misuse without major health contraindications were recruited from online sources and flyers and enrolled between March 27 and May 6, 2020. In a single-group pre/postdesign, all participants received W-SUDs for 8 weeks. W-SUDs provided mood, craving, and pain tracking and modules (psychoeducational lessons and psychotherapeutic tools) using elements of dialectical behavior therapy and motivational interviewing. Paired samples t tests and McNemar nonparametric tests were used to examine within-subject changes from pre- to posttreatment on measures of substance use, confidence, cravings, mood, and pain. Results: The sample (N=101) had a mean age of 36.8 years (SD 10.0), and 75.2% (76/101) of the participants were female, 78.2% (79/101) were non-Hispanic White, and 72.3% (73/101) were employed. Participants’ W-SUDs use averaged 15.7 (SD 14.2) days, 12.1 (SD 8.3) modules, and 600.7 (SD 556.5) sent messages. About 94% (562/598) of all completed psychoeducational lessons were rated positively. From treatment start to end, in-app craving ratings were reduced by half (87/101, 86.1% reporting cravings in the app; odds ratio 0.48, 95% CI 0.32-0.73). Posttreatment assessment completion was 50.5% (51/101), with better retention among those who initially screened higher on substance misuse. From pre- to posttreatment, confidence to resist urges to use substances significantly increased (mean score change +16.9, SD 21.4; P<.001), whereas past month substance use occasions (mean change −9.3, SD 14.1; P<.001) and scores on the Alcohol Use Disorders Identification Test-Concise (mean change −1.3, SD 2.6; P<.001), 10-item Drug Abuse Screening Test (mean change −1.2, SD 2.0; P<.001), Patient Health Questionnaire-8 item (mean change 2.1, SD 5.2; P=.005), Generalized Anxiety Disorder-7 (mean change −2.3, SD 4.7; P=.001), and cravings scale (68.6% vs 47.1% moderate to extreme; P=.01) significantly decreased. Most participants would recommend W-SUDs to a friend (39/51, 76%) and reported receiving the service they desired (41/51, 80%). Fewer felt W-SUDs met most or all of their needs (22/51, 43%). Conclusions: W-SUDs was feasible to deliver, engaging, and acceptable and was associated with significant improvements in substance use, confidence, cravings, depression, and anxiety. Study attrition was high. Future research will evaluate W-SUDs in a randomized controlled trial with a more diverse sample and with the use of greater study retention strategies. Trial Registration: ClinicalTrials.gov NCT04096001; http://clinicaltrials.gov/ct2/show/NCT04096001. 
%M 33755028
%R 10.2196/24850
%U https://www.jmir.org/2021/3/e24850
%U https://doi.org/10.2196/24850
%U http://www.ncbi.nlm.nih.gov/pubmed/33755028