{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,11,6]],"date-time":"2026-11-06T03:42:19Z","timestamp":1793936539497,"version":"4.8.0"},"reference-count":98,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2024,2,5]],"date-time":"2024-02-05T00:00:00Z","timestamp":1707091200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100006636","name":"Forskningsr\u00e5det om H\u00e4lsa, Arbetsliv och V\u00e4lf\u00e4rd","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100006636","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Psychiatry"],"abstract":"<jats:p>Addictive substances are prevalent world-wide, and their use presents a substantial and persistent public health problem. A wide range of digital interventions to decrease use and negative consequences thereof have been explored, differing in approach, theoretical grounding, use of specific technologies, and more. The current study was designed to comprehensively map the recent (2015-2022) extant literature in a systematic manner, and to identify neglected and emerging knowledge gaps. Four major databases (Medline, Web of Science Core Collection, and PsychInfo) were searched using database-specific search strategies, combining terms related to clinical presentation (alcohol, tobacco or other drug use), technology and aim. After deduplication, the remaining n=13,917 unique studies published were manually screened in two stages, leaving a final n=3,056 studies, the abstracts of which were subjected to a tailored coding scheme. Findings revealed an accelerating rate of publications in this field, with randomized trials being the most common study type. Several meta-analyses on the topic have now been published, revealing promising and robust effects. Digital interventions are being offered on numerous levels, from targeted prevention to specialized clinics. Detailed coding was at times made difficult by inconsistent use of specific terms, which has important implications for future meta-analyses. Moreover, we identify several gaps in the extant literature \u2013 few health economic assessments, unclear descriptions of interventions, weak meta-analytic support for some type of interventions, and limited research on many target groups, settings and new interventions like video calls, chatbots and artificial intelligence \u2013 that we argue are important to address in future research.<\/jats:p>","DOI":"10.3389\/fpsyt.2024.1233888","type":"journal-article","created":{"date-parts":[[2024,2,5]],"date-time":"2024-02-05T04:57:41Z","timestamp":1707109061000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":42,"title":["Digital interventions targeting excessive substance use and substance use disorders: a comprehensive and systematic scoping review and bibliometric analysis"],"prefix":"10.3389","volume":"15","author":[{"given":"Magnus","family":"Johansson","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Danilo","family":"Romero","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Miriam","family":"Jakobson","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nelleke","family":"Heinemans","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Philip","family":"Lindner","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2024,2,5]]},"reference":[{"key":"B1","doi-asserted-by":"publisher","first-page":"987","DOI":"10.1016\/S2215-0366(18)30337-7","article-title":"The global burden of disease attributable to alcohol and drug use in 195 countries and territories 1990\u20132016: a systematic analysis for the Global Burden of Disease Study 2016","volume":"5","author":"Degenhardt","year":"2018","journal-title":"Lancet Psychiatry"},{"key":"B2","doi-asserted-by":"publisher","DOI":"10.1111\/add.14234","article-title":"Global statistics on alcohol, tobacco and illicit drug use: 2017 status report","volume":"113","author":"Peacock","year":"2018","journal-title":"Addiction"},{"key":"B3","doi-asserted-by":"publisher","DOI":"10.1186\/s12955-017-0795-5","article-title":"Association between severity of illicit drug dependence and quality of life in a psychosocial care center in BRAZIL: Cross-sectional study","volume":"15","author":"Camp\u00ealo","year":"2017","journal-title":"Health Qual Life Outcomes"},{"key":"B4","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1016\/j.drugalcdep.2019.02.033","article-title":"The epidemiology of benzodiazepine misuse: A systematic review","volume":"200","author":"Votaw","year":"2019","journal-title":"Drug Alcohol Depend"},{"key":"B5","doi-asserted-by":"publisher","DOI":"10.1111\/j.1360-0443.2010.02915.x","article-title":"What economics can contribute to the addiction sciences","volume":"105","author":"Caulkins","year":"2010","journal-title":"Addiction"},{"key":"B6","doi-asserted-by":"publisher","DOI":"10.1542\/PEDS.2019-2747","article-title":"Primary substance use prevention programs for children and youth: A systematic review","volume":"146","author":"Tremblay","year":"2020","journal-title":"Pediatrics"},{"key":"B7","doi-asserted-by":"publisher","DOI":"10.1126\/sciadv.aax4043","article-title":"Advances in the science and treatment of alcohol use disorder","volume":"5","author":"Witkiewitz","year":"2019","journal-title":"Sci Adv"},{"key":"B8","doi-asserted-by":"publisher","DOI":"10.31478\/202004b","article-title":"Improving access to evidence-based medical treatment for opioid use disorder: strategies to address key barriers within the treatment system","author":"Madras","year":"2020","journal-title":"NAM Perspect"},{"key":"B9","doi-asserted-by":"publisher","DOI":"10.3109\/10826084.2014.891616","article-title":"Alcohol consumption, dependence, and treatment barriers: perceptions among nontreatment seekers with alcohol dependence","volume":"49","author":"Wallhed Finn","year":"2014","journal-title":"Subst Use Misuse"},{"key":"B10","doi-asserted-by":"publisher","first-page":"689","DOI":"10.1016\/j.psc.2017.08.004","article-title":"Internet-assisted cognitive behavioral therapy","volume":"40","author":"Andersson","year":"2017","journal-title":"Psychiatr Clinics North America"},{"key":"B11","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1186\/s12874-020-00995-z","article-title":"Using alcohol consumption diary data from an internet intervention for outcome and predictive modeling: a validation and machine learning study","volume":"20","author":"Lindner","year":"2020","journal-title":"BMC Med Res Method"},{"key":"B12","doi-asserted-by":"publisher","DOI":"10.1007\/s12529-016-9601-8","article-title":"Computer-based interventions for problematic alcohol use: a review of systematic reviews","volume":"24","author":"Sundstr\u00f6m","year":"2017","journal-title":"Int J Behav Med"},{"key":"B13","doi-asserted-by":"publisher","DOI":"10.2196\/29666","article-title":"Effects of Internet-Based Cognitive Behavioral Therapy for Harmful Alcohol Use and Alcohol Dependence as Self-help or With Therapist Guidance: Three-Armed Randomized Trial","volume":"23","author":"Johansson","year":"2021","journal-title":"J Med Internet Res"},{"key":"B14","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1146\/annurev-clinpsy-032816-044949","article-title":"Personal sensing: understanding mental health using ubiquitous sensors and machine learning","volume":"13","author":"Mohr","year":"2017","journal-title":"Annu Rev Clin Psychol"},{"key":"B15","doi-asserted-by":"publisher","DOI":"10.1080\/07448481.1987.9938995","article-title":"Computerized MAST for college health service","volume":"36","author":"Anderson","year":"1987","journal-title":"J Am Coll health: J ACH"},{"key":"B16","doi-asserted-by":"publisher","DOI":"10.1016\/0010-4809(86)90022-4","article-title":"Self-help computer conferencing","volume":"19","author":"Schneider","year":"1986","journal-title":"Comput Biomed research an Int J"},{"key":"B17","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pmed.1002714","article-title":"Effectiveness and treatment moderators of internet interventions for adult problem drinking: An individual patient data meta-analysis of 19 randomised controlled trials","volume":"15","author":"Riper","year":"2018","journal-title":"PLoS Med"},{"key":"B18","doi-asserted-by":"publisher","DOI":"10.1186\/s13722-015-0027-4","article-title":"Technology-based interventions for tobacco and other drug use in university and college students: A systematic review and meta-analysis","volume":"10","author":"Gulliver","year":"2015","journal-title":"Addict Sci Clin Pract"},{"key":"B19","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1186\/s12874-018-0611-x","article-title":"Systematic review or scoping review? Guidance for authors when choosing between a systematic or scoping review approach","volume":"18","author":"Munn","year":"2018","journal-title":"BMC Med Res Method"},{"key":"B20","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1186\/s41073-019-0064-8","article-title":"SANRA-a scale for the quality assessment of narrative review articles","volume":"4","author":"Baethge","year":"2019","journal-title":"Res integrity peer Rev"},{"key":"B21","doi-asserted-by":"publisher","DOI":"10.3163\/1536-5050.104.3.014","article-title":"). De-duplication of database search results for systematic reviews in EndNote","volume":"104","author":"Bramer","year":"2016","journal-title":"J Med Library Association: JMLA"},{"key":"B22","article-title":"An operational classification of disease prevention","volume":"98","author":"Gordon","year":"1983","journal-title":"Public Health Rep (Washington D.C.: 1974)"},{"key":"B23","doi-asserted-by":"publisher","DOI":"10.1080\/13814788.2017.1375092","article-title":"Series: Practical guidance to qualitative research. Part 4: Trustworthiness and publishing","volume":"24","author":"Korstjens","year":"2018","journal-title":"Eur J Gen Pract"},{"key":"B24","volume-title":"easyPubMed: Search and retrieve scientific publication records from PubMed.","author":"Fantini","year":"2019"},{"key":"B25","doi-asserted-by":"publisher","DOI":"10.2196\/26292","article-title":"An 8-Week Self-Administered At-Home Behavioral Skills-Based Virtual Reality Program for Chronic Low Back Pain: Double-Blind, Randomized, Placebo-Controlled Trial Conducted During COVID-19","volume":"23","author":"Garcia","year":"2021","journal-title":"J Med Internet Res"},{"key":"B26","doi-asserted-by":"publisher","DOI":"10.1177\/1357633X19899231","article-title":"A systematic review of electronic mental health interventions for Indigenous youth: Results and recommendations","volume":"27","author":"Toombs","year":"2021","journal-title":"J Telemedicine Telecare"},{"key":"B27","doi-asserted-by":"publisher","DOI":"10.1002\/14651858.CD011479.pub2","article-title":"Personalized digital interventions for reducing hazardous and harmful alcohol consumption in community-dwelling populations","volume":"9","author":"Kaner","year":"2017","journal-title":"Cochrane Database Systematic Rev"},{"key":"B28","doi-asserted-by":"publisher","DOI":"10.1002\/14651858.CD007078.pub5","article-title":"Internet-based interventions for smoking cessation","volume":"9","author":"Taylor","year":"2017","journal-title":"Cochrane Database systematic Rev"},{"key":"B29","doi-asserted-by":"publisher","first-page":"82","DOI":"10.1016\/j.drugalcdep.2019.03.016","article-title":"Short- and long-term effects of digital prevention and treatment interventions for cannabis use reduction: A systematic review and meta-analysis","volume":"200","author":"Boumparis","year":"2019","journal-title":"Drug Alcohol Depend"},{"key":"B30","doi-asserted-by":"publisher","DOI":"10.1111\/add.13819","article-title":"Internet interventions for adult illicit substance users: a meta-analysis","volume":"112","author":"Boumparis","year":"2017","journal-title":"Addict (Abingdon England)"},{"key":"B31","doi-asserted-by":"publisher","DOI":"10.2147\/PPA.S169397","article-title":"Which eHealth interventions are most effective for smoking cessation? A systematic review","volume":"12","author":"Do","year":"2018","journal-title":"Patient Preference Adherence"},{"key":"B32","doi-asserted-by":"publisher","DOI":"10.2196\/17156","article-title":"Mobile apps to reduce tobacco, alcohol, and illicit drug use: systematic review of the first decade","volume":"22","author":"Staiger","year":"2020","journal-title":"J Med Internet Res"},{"key":"B33","doi-asserted-by":"publisher","DOI":"10.1111\/add.15294","article-title":"Text messaging interventions for reducing alcohol consumption among risky drinkers: Systematic review and meta-analysis","volume":"116","author":"Bendtsen","year":"2021","journal-title":"Addiction"},{"key":"B34","doi-asserted-by":"publisher","DOI":"10.1016\/j.jadohealth.2016.01.008","article-title":"Impact of a mobile E-health intervention on binge drinking in young people: the digital-alcohol risk alertness notifying network for adolescents and young adults project","volume":"58","author":"Carr\u00e0","year":"2016","journal-title":"J Adolesc health: Off Publ Soc Adolesc Med"},{"key":"B35","doi-asserted-by":"publisher","DOI":"10.1007\/s13142-017-0492-2","article-title":"A systematic review of smartphone applications for smoking cessation","volume":"7","author":"Haskins","year":"2017","journal-title":"Trans Behav Med"},{"key":"B36","doi-asserted-by":"publisher","DOI":"10.1111\/dar.12535","article-title":"Mobile phone messaging for illicit drug and alcohol dependence: A systematic review of the literature","volume":"36","author":"Tofighi","year":"2017","journal-title":"Drug Alcohol Rev"},{"key":"B37","doi-asserted-by":"publisher","first-page":"38","DOI":"10.1016\/j.jsat.2019.03.007","article-title":"Telemedicine-delivered treatment interventions for substance use disorders: A systematic review","volume":"101","author":"Lin","year":"2019","journal-title":"J Subst Abuse Treat"},{"key":"B38","doi-asserted-by":"publisher","DOI":"10.2196\/18621","article-title":"Effectiveness of individual real-time video counseling on smoking, nutrition, alcohol, physical activity, and obesity health risks: systematic review","volume":"22","author":"Byaruhanga","year":"2020","journal-title":"J Med Internet Res"},{"key":"B39","doi-asserted-by":"publisher","DOI":"10.1080\/08897077.2021.1967836","article-title":"Opioid treatment programs, telemedicine and COVID-19: A scoping review","volume":"43","author":"Chan","year":"2022","journal-title":"Subst Abuse"},{"key":"B40","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1177\/1757913920906845","article-title":"Using social media for smoking cessation interventions: a systematic review","volume":"141","author":"Luo","year":"2021","journal-title":"Perspect Public Health"},{"key":"B41","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1007\/s41811-020-00090-7","article-title":"Better, virtually: the past, present, and future of virtual reality cognitive behavior therapy","volume":"14","author":"Lindner","year":"2021","journal-title":"Int J Cogn Ther"},{"key":"B42","doi-asserted-by":"publisher","DOI":"10.2196\/24307","article-title":"Virtual reality technology use in cigarette craving and smoking interventions (I \u201cVirtually\u201d Quit): systematic review","volume":"23","author":"Keijsers","year":"2021","journal-title":"J Med Internet Res"},{"key":"B43","doi-asserted-by":"publisher","first-page":"291","DOI":"10.1007\/s40429-020-00318-8","article-title":"Wearable and wireless mHealth technologies for substance use disorder","volume":"7","author":"Goldfine","year":"2020","journal-title":"Curr Addict Rep"},{"key":"B44","doi-asserted-by":"publisher","DOI":"10.1177\/0706743719828977","article-title":"Chatbots and conversational agents in mental health: A review of the psychiatric landscape","volume":"64","author":"Vaidyam","year":"2019","journal-title":"Can J Psychiatry - Rev Can Psychiatr"},{"key":"B45","doi-asserted-by":"publisher","first-page":"2285","DOI":"10.1111\/acer.14189","article-title":"Technology-delivered cognitive-behavioral interventions for alcohol use: A meta-analysis","volume":"43","author":"Kiluk","year":"2019","journal-title":"Alcoholism-Clinical Exp Res"},{"key":"B46","doi-asserted-by":"publisher","DOI":"10.1016\/j.addbeh.2017.05.023","article-title":"Beyond face-to-face individual counseling: A systematic review on alternative modes of motivational interviewing in substance abuse treatment and prevention","volume":"73","author":"Jiang","year":"2017","journal-title":"Addictive Behav"},{"key":"B47","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0248262","article-title":"The efficacy of Personalized Normative Feedback interventions across addictions: A systematic review and meta-analysis","volume":"16","author":"Saxton","year":"2021","journal-title":"PloS one"},{"key":"B48","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyt.2019.00871","article-title":"Alcohol-specific computerized interventions to alter cognitive biases: A systematic review of effects on experimental tasks, drinking behavior, and neuronal activation","volume":"10","author":"Batschelet","year":"2019","journal-title":"Front Psychiatry Front Res Foundation"},{"key":"B49","doi-asserted-by":"publisher","DOI":"10.2196\/11841","article-title":"Web-based cognitive bias modification interventions for psychiatric disorders: scoping review","volume":"6","author":"Zhang","year":"2019","journal-title":"JMIR Ment Health"},{"key":"B50","doi-asserted-by":"publisher","first-page":"08","DOI":"10.1542\/peds.2015-4425","article-title":"Effective parenting interventions to reduce youth substance use: A systematic review","volume":"138","author":"Allen","year":"2016","journal-title":"Pediatrics"},{"key":"B51","doi-asserted-by":"publisher","DOI":"10.1097\/YCO.0000000000000258","article-title":"Prevention of alcohol and other drug use and related harm in the digital age: What does the evidence tell us","volume":"29","author":"Champion","year":"2016","journal-title":"Curr Opin Psychiatry"},{"key":"B52","doi-asserted-by":"publisher","DOI":"10.1016\/S2589-7500(19)30088-3","article-title":"Effectiveness of school-based eHealth interventions to prevent multiple lifestyle risk behaviors among adolescents: A systematic review and meta-analysis","volume":"1","author":"Champion","year":"2019","journal-title":"Lancet Digital Health"},{"key":"B53","doi-asserted-by":"publisher","DOI":"10.1177\/1049731518815259","article-title":"Effects of computerized interventions on risky alcohol use among youth: Systematic review","volume":"29","author":"Smedslund","year":"2019","journal-title":"Res Soc Work Pract"},{"key":"B54","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1080\/24694193.2019.1616008","article-title":"mHealth interventions to reduce alcohol use in young people: A systematic review of the literature","volume":"43","author":"Hutton","year":"2020","journal-title":"Compr Child Adolesc Nurs"},{"key":"B55","doi-asserted-by":"publisher","DOI":"10.1016\/j.amepre.2020.01.021","article-title":"Smoking-cessation interventions for U.S. Young adults: updated systematic review","volume":"59","author":"Villanti","year":"2020","journal-title":"Am J Prev Med"},{"key":"B56","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1111\/eip.13226","article-title":"Online interventions for cannabis use among adolescents and young adults: Systematic review and meta-analysis","volume":"31","author":"Beneria","year":"2021","journal-title":"Early Intervention Psychiatry"},{"key":"B57","doi-asserted-by":"publisher","DOI":"10.15288\/jsad.2018.79.686","article-title":"A meta-analysis of computer-delivered drinking interventions for college students: A comprehensive review of studies from 2010 to 2016","volume":"79","author":"Cole","year":"2018","journal-title":"J Stud Alcohol Drugs"},{"key":"B58","doi-asserted-by":"publisher","first-page":"292","DOI":"10.1080\/07448481.2018.1440579","article-title":"A meta-analysis of effectiveness of E-interventions to reduce alcohol consumption in college and university students","volume":"66","author":"Prosser","year":"2018","journal-title":"J Am Coll Health"},{"key":"B59","doi-asserted-by":"publisher","first-page":"1244","DOI":"10.1186\/s12889-019-7583-6","article-title":"A systematic review of the effectiveness of digital interventions for illicit substance misuse harm reduction in third-level students","volume":"19","author":"Dick","year":"2019","journal-title":"BMC Public Health"},{"key":"B60","doi-asserted-by":"publisher","DOI":"10.3928\/00989134-20210908-04","article-title":"Effectiveness of eHealth technology-based interventions in reducing substance misuse among older adults: A systematic review","volume":"47","author":"Kazemi","year":"2021","journal-title":"J Gerontological Nurs"},{"key":"B61","doi-asserted-by":"publisher","DOI":"10.2196\/25952","article-title":"Benefits of digital health resources for substance use concerns in women: scoping review","volume":"8","author":"Quilty","year":"2021","journal-title":"JMIR Ment Health"},{"key":"B62","doi-asserted-by":"publisher","first-page":"291","DOI":"10.1080\/15504263.2019.1652381","article-title":"Are computer-based treatment programs effective at reducing symptoms of substance misuse and mental health difficulties within adults? A systematic review","volume":"15","author":"Dugdale","year":"2019","journal-title":"J Dual Diagnosis"},{"key":"B63","doi-asserted-by":"publisher","DOI":"10.1177\/1357633X17748991","article-title":"A systematic review of technology-assisted interventions for co-morbid depression and substance use","volume":"25","author":"Holmes","year":"2019","journal-title":"J Telemedicine Telecare"},{"key":"B64","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1093\/alcalc\/agaa147","article-title":"Digital interventions for people with co-occurring depression and problematic alcohol use: A systematic review and meta-analysis","volume":"15","author":"Schouten","year":"2021","journal-title":"Alcohol Alcoholism"},{"key":"B65","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1111\/add.15724","article-title":"A systematic review of behavioral smoking cessation interventions for people with severe mental ill health-what works","volume":"25","author":"Spanakis","year":"2021","journal-title":"Addiction"},{"key":"B66","doi-asserted-by":"publisher","DOI":"10.2196\/19688","article-title":"Effectiveness of digital interventions for reducing behavioral risks of cardiovascular disease in nonclinical adult populations: systematic review of reviews","volume":"23","author":"Gold","year":"2021","journal-title":"J Med Internet Res"},{"key":"B67","doi-asserted-by":"publisher","DOI":"10.2196\/21061","article-title":"Digital technology interventions for risk factor modification in patients with cardiovascular disease: systematic review and meta-analysis","volume":"9","author":"Akinosun","year":"2021","journal-title":"JMIR MHealth UHealth"},{"key":"B68","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1002\/pon.5261","article-title":"The effectiveness of distance-based interventions for smoking cessation and alcohol moderation among cancer survivors: A meta-analysis","volume":"29","author":"Mujcic","year":"2020","journal-title":"Psycho-Oncology"},{"key":"B69","doi-asserted-by":"publisher","first-page":"22","DOI":"10.3390\/ijerph18199952","article-title":"eHealth interventions to treat substance use in pregnancy: A systematic review and meta-analysis","volume":"18","author":"Silang","year":"2021","journal-title":"Int J Environ Res Public Health [Electronic Resource]"},{"key":"B70","doi-asserted-by":"publisher","DOI":"10.2196\/10859","article-title":"Technology-based alcohol interventions in primary care: systematic review","volume":"21","author":"Ramsey","year":"2019","journal-title":"J Med Internet Res"},{"key":"B71","doi-asserted-by":"publisher","DOI":"10.5271\/sjweh.3839","article-title":"Effectiveness of occupational e-mental health interventions: A systematic review and meta-analysis of randomized controlled trials","volume":"45","author":"Phillips","year":"2019","journal-title":"Scandinavian J Work Environ Health"},{"key":"B72","doi-asserted-by":"publisher","DOI":"10.1159\/000511191","article-title":"Preventive interventions for young adults in nightlife: coproduction for a systematic literature assessment followed by a stakeholder dialogue process","volume":"27","author":"Brunn","year":"2021","journal-title":"Eur Addict Res"},{"key":"B73","doi-asserted-by":"publisher","DOI":"10.2196\/13000","article-title":"Digital education for health professions on smoking cessation management: systematic review by the digital health education collaboration","volume":"21","author":"Semwal","year":"2019","journal-title":"J Med Internet Res"},{"key":"B74","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.6588","article-title":"Blending face-to-face and internet-based interventions for the treatment of mental disorders in adults: systematic review","volume":"19","author":"Erbe","year":"2017","journal-title":"J Med Internet Res"},{"key":"B75","doi-asserted-by":"publisher","DOI":"10.18553\/jmcp.2021.27.4.528","article-title":"The effectiveness and value of digital health technologies as an adjunct to medication-assisted therapy for opioid use disorder","volume":"27","author":"Tice","year":"2021","journal-title":"J Managed Care Specialty Pharm"},{"key":"B76","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.9873","article-title":"Feasibility and effects of digital interventions to support people in recovery from substance use disorders: systematic review","volume":"20","author":"Nesvag","year":"2018","journal-title":"J Med Internet Res"},{"key":"B77","doi-asserted-by":"publisher","DOI":"10.1093\/eurpub\/ckz022","article-title":"A systematic review of trial-based economic evaluations of internet- and mobile-based interventions for substance use disorders","volume":"31","author":"Buntrock","year":"2019","journal-title":"Eur J Public Health"},{"key":"B78","doi-asserted-by":"publisher","DOI":"10.2196\/27751","article-title":"Ecological momentary assessment and mHealth interventions among men who have sex with men: scoping review","volume":"23","author":"Clark","year":"2021","journal-title":"J Med Internet Res"},{"key":"B79","doi-asserted-by":"publisher","DOI":"10.2196\/22477","article-title":"eHealth interventions to address sexual health, substance use, and mental health among men who have sex with men: systematic review and synthesis of process evaluations","volume":"23","author":"Meiksin","year":"2021","journal-title":"J Med Internet Res"},{"key":"B80","doi-asserted-by":"publisher","DOI":"10.2196\/publichealth.7129","article-title":"Randomized controlled trials of technology-based HIV\/STI and drug abuse preventive interventions for African American and Hispanic youth: systematic review","volume":"3","author":"Cordova","year":"2017","journal-title":"JMIR Public Health Surveillance"},{"key":"B81","doi-asserted-by":"publisher","DOI":"10.1007\/s10903-021-01209-4","article-title":"Promoting culturally tailored mHealth: A scoping review of mobile health interventions in Latinx communities","volume":"23","author":"Gonzalez","year":"2021","journal-title":"J Immigrant Minority Health"},{"key":"B82","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1007\/s11121-019-01038-w","article-title":"Preventing substance use among indigenous adolescents in the USA, Canada, Australia and New Zealand: A systematic review of the literature","volume":"21","author":"Snijder","year":"2020","journal-title":"Prev Sci"},{"key":"B83","doi-asserted-by":"publisher","DOI":"10.1093\/ntr\/ntw391","article-title":"The methodological quality and effectiveness of technology-based smoking cessation interventions for disadvantaged groups: A systematic review and meta-analysis","volume":"20","author":"Boland","year":"2018","journal-title":"Nicotine Tobacco Res"},{"key":"B84","doi-asserted-by":"publisher","DOI":"10.1177\/2055207619901085","article-title":"A retrospective analysis of NIH-funded digital health research using social media platforms","volume":"6","author":"Nebeker","year":"2020","journal-title":"Digital Health"},{"key":"B85","doi-asserted-by":"publisher","DOI":"10.1016\/j.invent.2021.100425","article-title":"Technology and psychotherapeutic interventions: Bibliometric analysis of the past four decades","volume":"25","author":"Zale","year":"2021","journal-title":"Internet Interventions"},{"key":"B86","doi-asserted-by":"publisher","DOI":"10.1016\/j.invent.2020.100331","article-title":"Consensus statement on the problem of terminology in psychological interventions using the internet or digital components","volume":"21","author":"Smoktunowicz","year":"2020","journal-title":"Internet Interventions"},{"key":"B87","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.8.3.e23","article-title":"Directions for the international society for research on internet interventions (ISRII)","volume":"8","author":"Ritterband","year":"2006","journal-title":"J Med Internet Res"},{"key":"B88","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.1923","article-title":"CONSORT-EHEALTH: improving and standardizing evaluation reports of Web-based and mobile health interventions","volume":"13","author":"Eysenbach","year":"2011","journal-title":"J Med Internet Res"},{"key":"B89","doi-asserted-by":"publisher","DOI":"10.1002\/14651858.CD004148.pub3","article-title":"Effectiveness of brief alcohol interventions in primary care populations","author":"Kaner","year":"2007","journal-title":"Cochrane Database systematic Rev"},{"key":"B90","doi-asserted-by":"publisher","first-page":"1","DOI":"10.2147\/SAR.S362864","article-title":"Efficacy of cognitive behavioral therapy for alcohol and other drug use disorders: is a one-size-fits-all approach appropriate","volume":"14","author":"Magill","year":"2023","journal-title":"Subst Abuse Rehabil"},{"key":"B91","doi-asserted-by":"publisher","DOI":"10.1007\/s40429-018-0198-7","article-title":"Brief interventions in primary care: an evidence overview of practitioner and digital intervention programs","volume":"5","author":"Beyer","year":"2018","journal-title":"Curr Addict Rep"},{"key":"B92","doi-asserted-by":"publisher","DOI":"10.2196\/35159","article-title":"Digital health interventions for delivery of mental health care: systematic and comprehensive meta-review","volume":"9","author":"Philippe","year":"2022","journal-title":"JMIR Ment Health"},{"key":"B93","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyt.2018.00051","article-title":"e-addictology: an overview of new technologies for assessing and intervening in addictive behaviors","volume":"9","author":"Ferreri","year":"2018","journal-title":"Front Psychiatry"},{"key":"B94","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.8807","article-title":"Reported theory use by digital interventions for hazardous and harmful alcohol consumption, and association with effectiveness: meta-regression","volume":"20","author":"Garnett","year":"2018","journal-title":"J Med Internet Res"},{"key":"B95","doi-asserted-by":"publisher","first-page":"27","DOI":"10.3991\/ijim.v7i4.3226","article-title":"Native apps vs. Mobile web apps","volume":"7","author":"Jobe","year":"2013","journal-title":"Int J Interactive Mobile Technol (iJIM)"},{"key":"B96","doi-asserted-by":"publisher","DOI":"10.1038\/s41386-018-0247-x","article-title":"Identifying substance use risk based on deep neural networks and Instagram social media data","volume":"44","author":"Hassanpour","year":"2019","journal-title":"Neuropsychopharmacology"},{"key":"B97","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.9019","article-title":"Privacy, trust, and data sharing in web-based and mobile research: participant perspectives in a large nationwide sample of men who have sex with men in the United States","volume":"20","author":"Rendina","year":"2018","journal-title":"J Med Internet Res"},{"key":"B98","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1016\/j.drugpo.2016.05.013","article-title":"Realizing the technological promise of smartphones in addiction research and treatment: An ethical review","volume":"36","author":"Capon","year":"2016","journal-title":"Int J Drug Policy"}],"container-title":["Frontiers in Psychiatry"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fpsyt.2024.1233888\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,2,5]],"date-time":"2024-02-05T04:57:45Z","timestamp":1707109065000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fpsyt.2024.1233888\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,2,5]]},"references-count":98,"alternative-id":["10.3389\/fpsyt.2024.1233888"],"URL":"https:\/\/doi.org\/10.3389\/fpsyt.2024.1233888","relation":{},"ISSN":["1664-0640"],"issn-type":[{"value":"1664-0640","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,2,5]]},"article-number":"1233888"}}