{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,12]],"date-time":"2025-10-12T04:01:14Z","timestamp":1760241674684,"version":"build-2065373602"},"reference-count":12,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2018,7,2]],"date-time":"2018-07-02T00:00:00Z","timestamp":1530489600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJERPH"],"abstract":"<jats:p>The advances in Mobile Health (M-health) technologies has led to an increase in the numbers of alcohol and drugs applications on the commercial stores. Content analyses and reviews of applications to date have demonstrated that most of these applications are for entertainment or information purposes. More recent content analyses have identified common behavioural change techniques in substance applications. Nevertheless, there remain several limitations of existing content analyses and reviews of applications. There is an increasing prevalence of other substance-related disorders, such as that of stimulants and opioids, but the existing content analyses are limited to an analysis of alcohol and cannabis applications. Only two of the content analyses performed to date have attempted to identify applications that have their basis on a theoretical approach, based on the identification of behavioural change techniques or motivational techniques. There is a need to identify applications on the commercial stores that replicate conventional psychological interventions, or at least provide elements of conventional psychological interventions using behavioural change techniques that are integrated into the application. Further evaluative research could be done on these applications to determine if they are efficacious before using them for patient care. To address the limitation that existing content analyses have only focused on reviews of alcohol and cannabis applications, we propose for there to be updated content analyses for alcohol and cannabis, and new content analyses for other substances of abuse (such as opioids and stimulants). We like to suggest that future reviews consider keywords such as abstinence or recovery, and ones that relate to psychological therapies, such as self-determination or attention bias retraining, as commercial applications that have an underlying psychological basis might be categorised differently, under different keyword terms. We have evidence of how a better search strategy identifies previously unrecognised applications for attentional bias modification.<\/jats:p>","DOI":"10.3390\/ijerph15071389","type":"journal-article","created":{"date-parts":[[2018,7,2]],"date-time":"2018-07-02T10:56:52Z","timestamp":1530529012000},"page":"1389","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Enhancing the Quality and Utility of Content Analyses for Addictive Disorders"],"prefix":"10.3390","volume":"15","author":[{"given":"Melvyn","family":"Zhang","sequence":"first","affiliation":[{"name":"National Addictions Management Service, Institute of Mental Health, Singapore 539747, Singapore"},{"name":"Family Medicine and Primary Care, Lee Kong Chian School of Medicine, Nanyang Technological University Singapore, Singapore 308232, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tracey","family":"Wing","sequence":"additional","affiliation":[{"name":"Institute of Mental Health, Singapore 539747, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daniel S. S.","family":"Fung","sequence":"additional","affiliation":[{"name":"Institute of Mental Health, Singapore 539747, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Helen","family":"Smith","sequence":"additional","affiliation":[{"name":"Family Medicine and Primary Care, Lee Kong Chian School of Medicine, Nanyang Technological University Singapore, Singapore 308232, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2018,7,2]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"177","DOI":"10.3389\/fpsyt.2015.00177","article-title":"Enabling Psychiatrists to Explore the Full Potential of E-Health","volume":"6","author":"Zhang","year":"2015","journal-title":"Front. Psychiatry"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"67","DOI":"10.1016\/j.jsat.2017.09.006","article-title":"There is an app for that\u2014Or is there? A content analysis of publicly available smartphone apps for managing alcohol use","volume":"82","author":"Hoeppner","year":"2017","journal-title":"J. Subst. Abuse Treat."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"e247","DOI":"10.2196\/jmir.2791","article-title":"Smartphones for Smarter Delivery of Mental Health Programs: A Systematic Review","volume":"15","author":"Donker","year":"2013","journal-title":"J. Med. Internet Res."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"e9","DOI":"10.2196\/mhealth.2709","article-title":"\u201cLet\u2019s get Wasted!\u201d and Other Apps: Characteristics, Acceptability, and Use of Alcohol-Related Smartphone Applications","volume":"1","author":"Weaver","year":"2013","journal-title":"JMIR Mhealth Uhealth"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"e118","DOI":"10.2196\/jmir.4060","article-title":"Behavior change techniques in popular alcohol reduction apps: Content analysis","volume":"17","author":"Crane","year":"2015","journal-title":"J. Med. Internet Res."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"e81","DOI":"10.2196\/mhealth.4405","article-title":"Cannabis Mobile Apps: A Content Analysis","volume":"3","author":"Ramo","year":"2015","journal-title":"JMIR Mhealth Uhealth."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"e143","DOI":"10.1016\/j.amepre.2015.09.034","article-title":"Behavior Change Techniques in Apps for Medication Adherence: A Content Analysis","volume":"50","author":"Morrissey","year":"2016","journal-title":"Am. J. Prev. Med."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"410","DOI":"10.1007\/s13142-015-0352-x","article-title":"Characterising smoking cessation smartphone applications in terms of behaviour change techniques, engagement and ease-of-use features","volume":"6","author":"Ubhi","year":"2016","journal-title":"Transl. Behav. Med."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1007\/s12160-013-9486-6","article-title":"The behavior change technique taxonomy (v1) of 93 hierarchially clustered techniques: Building an international consensus for the reporting of behavior change interventions","volume":"46","author":"Michie","year":"2013","journal-title":"Ann. Behav. Med."},{"key":"ref_10","unstructured":"United Nations Office on Drugs and Crime (2018, April 12). Exexcutive Summary: Conclusions and Policy Implications. Available online: https:\/\/www.unodc.org\/unodc\/en\/scientists\/world-drug-report-2017---executive-summary-conclusions-and-policy-implications.html."},{"key":"ref_11","first-page":"47","article-title":"Smartphone applications to reduce alcohol consumption and help patients with alcohol use disorder: A state-of-the-art review","volume":"1","author":"Meredith","year":"2015","journal-title":"Adv. Health Care Technol."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"126","DOI":"10.1177\/1757913915580926","article-title":"Chimpshop and alcohol reduction\u2014Using technology to change behavior","volume":"135","author":"Cox","year":"2015","journal-title":"Perspect. Public Health"}],"container-title":["International Journal of Environmental Research and Public Health"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1660-4601\/15\/7\/1389\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T15:11:02Z","timestamp":1760195462000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1660-4601\/15\/7\/1389"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7,2]]},"references-count":12,"journal-issue":{"issue":"7","published-online":{"date-parts":[[2018,7]]}},"alternative-id":["ijerph15071389"],"URL":"https:\/\/doi.org\/10.3390\/ijerph15071389","relation":{},"ISSN":["1660-4601"],"issn-type":[{"type":"electronic","value":"1660-4601"}],"subject":[],"published":{"date-parts":[[2018,7,2]]}}}