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Businelle MS, Perski O, Hébert ET, Kendzor DE. Mobile Health Interventions for Substance Use Disorders. Annu Rev Clin Psychol 2024; 20:49-76. [PMID: 38346293 DOI: 10.1146/annurev-clinpsy-080822-042337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/15/2024]
Abstract
Substance use disorders (SUDs) have an enormous negative impact on individuals, families, and society as a whole. Most individuals with SUDs do not receive treatment because of the limited availability of treatment providers, costs, inflexible work schedules, required treatment-related time commitments, and other hurdles. A paradigm shift in the provision of SUD treatments is currently underway. Indeed, with rapid technological advances, novel mobile health (mHealth) interventions can now be downloaded and accessed by those that need them anytime and anywhere. Nevertheless, the development and evaluation process for mHealth interventions for SUDs is still in its infancy. This review provides a critical appraisal of the significant literature in the field of mHealth interventions for SUDs with a particular emphasis on interventions for understudied and underserved populations. We also discuss the mHealth intervention development process, intervention optimization, and important remaining questions.
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Affiliation(s)
- Michael S Businelle
- TSET Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma, USA;
- Department of Family and Preventive Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma, USA
| | - Olga Perski
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, California, USA
- Faculty of Social Sciences, Tampere University, Tampere, Finland
| | - Emily T Hébert
- Department of Health Promotion and Behavioral Sciences, University of Texas Health Science Center at Houston, Austin, Texas, USA
| | - Darla E Kendzor
- TSET Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma, USA;
- Department of Family and Preventive Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma, USA
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Baines R, Hoogendoorn P, Stevens S, Chatterjee A, Ashall-Payne L, Andrews T, Leigh S. Navigating Medical Device Certification: A Qualitative Exploration of Barriers and Enablers Amongst Innovators, Notified Bodies and Other Stakeholders. Ther Innov Regul Sci 2023; 57:238-250. [PMID: 36194368 PMCID: PMC9531632 DOI: 10.1007/s43441-022-00463-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2022] [Accepted: 09/16/2022] [Indexed: 11/30/2022]
Abstract
BACKGROUND Medical device certification has undergone significant changes in recent years. However, exploration of stakeholder experiences remains relatively limited, particularly in the context of software as a medical device. This study sought to explore stakeholder experiences of medical device certification across both the UK and EU. METHODS Semi-structured interviews (n = 22) analysed using inductive-thematic analysis, synthesised using activity theory. RESULTS Innovators, consultants and notified bodies share more similarities than differences when discussing barriers and enablers to achieving medical device certification. Systemic tensions between existing rules, tools, community understanding and division of labour currently undermine the intended aim of certification processes. Existing rules are considered complex, with small and medium-sized enterprises considered disproportionality affected, resulting in several unintended outcomes including the perceived 'killing' of innovation. Existing certification processes are described as unfit for purpose, unethical and unsustainable. CONCLUSION Stakeholder experiences suggest that the intention of establishing a robust and sustainable regulatory framework capable of ensuring a high level of safety whilst also supporting innovation is not yet being realised. Failure to enact desired changes may further jeopardise future innovations, outcomes and care quality.
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Affiliation(s)
- Rebecca Baines
- The Organisation for the Review of Care and Health Applications (ORCHA), Daresbury, WA4 4AB UK ,University of Plymouth, Plymouth, PL4 8AA UK
| | - Petra Hoogendoorn
- Leiden University Medical Center, Albinusdreef 2, 2333 ZA Leiden, Netherlands
| | - Sebastian Stevens
- The Organisation for the Review of Care and Health Applications (ORCHA), Daresbury, WA4 4AB UK ,University of Plymouth, Plymouth, PL4 8AA UK
| | | | - Liz Ashall-Payne
- The Organisation for the Review of Care and Health Applications (ORCHA), Daresbury, WA4 4AB UK ,Warwick Medical School, University of Warwick, Coventry, UK
| | - Tim Andrews
- The Organisation for the Review of Care and Health Applications (ORCHA), Daresbury, WA4 4AB UK ,Warwick Medical School, University of Warwick, Coventry, UK
| | - Simon Leigh
- The Organisation for the Review of Care and Health Applications (ORCHA), Daresbury, WA4 4AB, UK. .,Warwick Medical School, University of Warwick, Coventry, UK.
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Khadjesari Z, Brown TJ, Ramsey AT, Goodfellow H, El-Toukhy S, Abroms LC, Jopling H, Dierker Viik A, Amato MS. Novel Implementation Strategy to Electronically Screen and Signpost Patients to Health Behavior Apps: Mixed Methods Implementation Study (OptiMine Study). JMIR Form Res 2022; 6:e34271. [PMID: 35816374 PMCID: PMC9315888 DOI: 10.2196/34271] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Revised: 03/12/2022] [Accepted: 03/31/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Behavior change apps have the potential to provide individual support on a population scale at low cost, but they face numerous barriers to implementation. Electronic health records (EHRs) in acute care hospitals provide a valuable resource for identifying patients at risk, who may benefit from behavior change apps. A novel, emerging implementation strategy is to use digital technologies not only for providing support to help-seeking individuals but also for signposting patients at risk to support services (also called proactive referral in the United States). OBJECTIVE The OptiMine study aimed to increase the reach of behavior change apps by implementing electronic signposting for smoking cessation and alcohol reduction in a large, at-risk population that was identified through an acute care hospital EHR. METHODS This 3-phase, mixed methods implementation study assessed the acceptability, feasibility, and reach of electronic signposting to behavior change apps by using a hospital's EHR system to identify patients who are at risk. Phase 1 explored the acceptability of the implementation strategy among the patients and staff through focus groups. Phase 2 investigated the feasibility of using the hospital EHR to identify patients with target risk behaviors and contact them via SMS text message, email, or patient portal. Phase 3 assessed the impact of SMS text messages sent to patients who were identified as smokers or risky drinkers, which signposted them to behavior change apps. The primary outcome was the proportion of participants who clicked on the embedded link in the SMS text message to access information about the apps. The acceptability of the SMS text messages among the patients who had received them was also explored in a web-based survey. RESULTS Our electronic signposting strategy-using SMS text messages to promote health behavior change apps to patients at risk-was found to be acceptable and feasible and had good reach. The hospital sent 1526 SMS text messages, signposting patients to either the National Health Service Smokefree or Drink Free Days apps. A total of 13.56% (207/1526) of the patients clicked on the embedded link to the apps, which exceeded our 5% a priori success criterion. Patients and staff contributed to the SMS text message content and delivery approach, which were perceived as acceptable before and after the delivery of the SMS text messages. The feasibility of the SMS text message format was determined and the target population was identified by mining the EHR. CONCLUSIONS The OptiMine study demonstrated the proof of concept for this novel implementation strategy, which used SMS text messages to signpost at-risk individuals to behavior change apps at scale. The level of reach exceeded our a priori success criterion in a non-help-seeking population of patients receiving unsolicited SMS text messages, disconnected from hospital visits. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.2196/23669.
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Affiliation(s)
- Zarnie Khadjesari
- Behavioural and Implementation Science Research Group, School of Health Sciences, University of East Anglia, Norwich, United Kingdom
| | - Tracey J Brown
- Behavioural and Implementation Science Research Group, School of Health Sciences, University of East Anglia, Norwich, United Kingdom
| | - Alex T Ramsey
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, United States
| | - Henry Goodfellow
- Department of Primary Care and Population Health, University College London, London, United Kingdom
| | - Sherine El-Toukhy
- Division of Intramural Research, The National Institute on Minority Health and Health Disparities, The National Institutes of Health, Bethesda, MD, United States
| | - Lorien C Abroms
- Department of Prevention and Community Health, Milken Institute School of Public Health, The George Washington University, Washington DC, DC, United States
| | - Helena Jopling
- Department of Public Health, West Suffolk NHS Foundation Trust, Bury St Edmunds, United Kingdom
| | - Arden Dierker Viik
- Department of Public Health, West Suffolk NHS Foundation Trust, Bury St Edmunds, United Kingdom
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The current evidence for substance use disorder apps. Curr Opin Psychiatry 2022; 35:237-245. [PMID: 35674724 DOI: 10.1097/yco.0000000000000800] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE OF REVIEW New mHealth (smartphone) apps for substance use disorders (SUD) are emerging at an accelerated rate, with consumer choice typically guided by app-store user ratings rather than their effectiveness. The expansive reach, low-cost and accessibility of mHealth apps have driven their popularity and appeal as alternatives to traditional treatment; as such, rigorously establishing their effectiveness is of paramount importance. RECENT FINDINGS Several systematic reviews conclude that the evidence-base for mHealth SUD apps is weak, inconclusive and hampered by substantial heterogeneity in study designs. However, there have been a number of interesting and novel developments in this area in recent years, which have not been synthesised to date. SUMMARY Most mHealth apps deliver either multiple-component behaviour change techniques, discrete psychological interventions or cognitive training interventions, or are designed to act as adjuncts to facilitate the delivery of clinical or continuing care. There are promising signals of their feasibility, acceptability and preliminary effectiveness in numerous open-label pilot studies of mHealth apps targeting alcohol and smoking. However, only a handful of sufficiently-powered, well-designed randomised controlled trials have been conducted to date with mixed findings. Furthermore, there has been limited recent attention on mHealth apps aiming to improve outcomes for individuals using other drugs.
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Sanchez S, Kundu A, Limanto E, Selby P, Baskerville NB, Chaiton M. Smartphone Apps for Vaping Cessation: Quality Assessment and Content Analysis. JMIR Mhealth Uhealth 2022; 10:e31309. [PMID: 35343904 PMCID: PMC9002586 DOI: 10.2196/31309] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2021] [Revised: 10/08/2021] [Accepted: 01/07/2022] [Indexed: 11/16/2022] Open
Abstract
Background As the prevalence of electronic cigarette (e-cigarette) use, or vaping, continues to grow, particularly among young people, so does the need for research and interventions to address vaping. Objective This study examines the quality of free vaping cessation apps, their contents and features, popularity among users, and adherence to evidence-based principles. Methods A systematic search of existing apps for vaping cessation was conducted in December 2020. Eligible apps were free, in English, and included features specifically targeting vaping cessation. Each app included in the analysis was used daily for at least seven consecutive days, assessed using the Mobile App Rating Scale, and rated by at least two authors (AK, EL, or SS) based on adherence to evidence-based practices. Intraclass correlation coefficient (ICC) estimates were computed to assess interrater reliability (excellent agreement; ICC 0.92; 95% CI 0.78-0.98). Results A total of 8 apps were included in the quality assessment and content analysis: 3 were developed specifically for vaping cessation and 5 focused on smoking cessation while also claiming to address vaping cessation. The mean of app quality total scores was 3.66 out of 5. Existing vaping cessation apps employ similar approaches to smoking cessation apps. However, they are very low in number and have limited features developed specifically for vaping cessation. Conclusions Given the lack of vaping cessation interventions at a time when they are urgently needed, smartphone apps are potentially valuable tools. Therefore, it is recommended that these apps apply evidence-based practices and undergo rigorous evaluations that can assess their quality, contents and features, and popularity among users. Through this process, we can improve our understanding of how apps can be effective in helping users quit vaping.
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Affiliation(s)
- Sherald Sanchez
- Institute of Medical Science, Termerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada
- Ontario Tobacco Research Unit, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Anasua Kundu
- Ontario Tobacco Research Unit, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Elizabeth Limanto
- Department of Pharmacology & Toxicology, University of Toronto, Toronto, ON, Canada
| | - Peter Selby
- Nicotine Dependence Service, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Department of Family and Community Medicine, University of Toronto, Toronto, ON, Canada
| | | | - Michael Chaiton
- Institute of Medical Science, Termerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada
- Ontario Tobacco Research Unit, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
- Institute for Mental Health Policy Research, Centre for Addiction and Mental Health, Toronto, ON, Canada
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Perski O. Scientific and ethical challenges to defining what constitutes 'proportionate evidence' for the regulation and accreditation of applications to treat addiction. Addiction 2021; 116:3285-3287. [PMID: 34231264 DOI: 10.1111/add.15619] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 06/17/2021] [Indexed: 01/12/2023]
Affiliation(s)
- Olga Perski
- Research Department of Behavioural Science and Health, University College London, London, UK
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Vilardaga R, McClernon FJ. Regulatory oversight of behavioral digital therapeutics for addiction treatment: A commentary on Khadjesari et al. Addiction 2021; 116:3287-3289. [PMID: 34658104 DOI: 10.1111/add.15690] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 09/08/2021] [Indexed: 02/06/2023]
Affiliation(s)
- Roger Vilardaga
- Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC, USA
| | - F Joseph McClernon
- Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC, USA
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Bricker JB, McAfee T. Smartphone applications for intervening on addictive behaviors: efficacy is just one phase of the marathon. Addiction 2021; 116:3284-3285. [PMID: 34184335 PMCID: PMC8578285 DOI: 10.1111/add.15608] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Accepted: 06/07/2021] [Indexed: 01/08/2023]
Affiliation(s)
- Jonathan B. Bricker
- Division of Public Sciences, Fred Hutchinson Cancer
Research Center, Seattle, Washington, United States
- Department of Psychology, University of Washington,
Seattle, Washington, United States
| | - Tim McAfee
- Department of Health Services, University of Washington,
Seattle, Washington, United States
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Velez FF, Colman S, Kauffman L, Ruetsch C, Anastassopoulos K, Maricich YA. Comparison of Healthcare Resource Utilization Between Patients Who Engaged or Did Not Engage With a Prescription Digital Therapeutic for Opioid Use Disorder. CLINICOECONOMICS AND OUTCOMES RESEARCH 2021; 13:909-916. [PMID: 34754205 PMCID: PMC8568698 DOI: 10.2147/ceor.s334274] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 10/15/2021] [Indexed: 01/05/2023] Open
Abstract
Background A prescription digital therapeutic (PDT) (reSET-O®) may expand access to behavioral treatment for patients with opioid use disorder (OUD) treated with buprenorphine, but long-term data on effectiveness are lacking. Objective To compare real-world healthcare resource utilization (HCRU) among patients who engaged with reSET-O and buprenorphine compared to similar patients in recovery treated with buprenorphine who did not fill their reSET-O script or engage with the PDT beyond week one. Methods A retrospective analysis of facility and clinical service claims data was conducted in adults with PDT initiation and between 12 weeks and 9 months of continuous enrollment in a health plan after initiation. Patients who filled their prescription and engaged with the therapeutic were compared to patients who filled the prescription but did not engage beyond week one (NE), and patients who did not fill the prescription (NR) (the latter two groups combined into one group hereafter referred to as “non-engagers”). Comparisons were analyzed using a repeated-measures negative binomial model of encounters/procedures, adjusted for number of days in each period. Associated cost trends assessed using current Medicare reimbursement rates. Results A total of 444 patients redeemed a prescription and engaged with the PDT (mean age 37.5 years, 63.1% female, 84% Medicaid), and 64 patients did not engage with the PDT (mean age 39.5 years, 32.8% female, 73.4% Medicaid). Total cost of hospital facility encounters was $2693 for engaged patients vs $6130 for non-engaged patients. Engaged patients had somewhat higher rates of certain clinician services. Total facility and clinician services costs for engaged vs non-engaged patients were $8733 vs $11,441, for a net cost savings over 9 months of $2708 per patient who engaged with reSET-O. Conclusion Patients who engaged with an OUD-specific PDT had a net cost reduction for inpatient and outpatient services of $2708 per patient over 9 months compared to patients who did not engage with the PDT, despite similar levels of buprenorphine adherence.
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Affiliation(s)
| | - Sam Colman
- Covance Market Access, Gaithersburg, MD, USA
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Morley KC. Commentary on Donoghue: Low prescribing rates of pharmacotherapy for alcohol use disorder limit potential public health impact. Addiction 2021; 116:3027-3028. [PMID: 33973676 DOI: 10.1111/add.15532] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/25/2021] [Accepted: 04/26/2021] [Indexed: 11/30/2022]
Affiliation(s)
- Kirsten C Morley
- Specialty of Addiction Medicine, Central Clinical School, Faculty of Medicine and Health, University of Sydney, NSW, Australia.,Edith Collins Centre (Translational Research in Alcohol Drugs and Toxicology), Sydney Local Health District, NSW, Australia
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