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Brazeau BW, Hodgins DC. User engagement with technology-mediated self-guided interventions for addictions: scoping review protocol. BMJ Open 2022; 12:e064324. [PMID: 35998968 PMCID: PMC9403117 DOI: 10.1136/bmjopen-2022-064324] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
INTRODUCTION Technology-mediated self-guided interventions (TMSGIs) for addictive disorders represent promising adjuncts and alternatives to traditional treatment approaches (eg, face-to-face psychotherapy). However, meaningful evaluation of such interventions remains elusive given the lack of consistent terminology and application. Preliminary findings suggest that TMSGIs are useful but engagement remains modest for various reasons reported by users, including lack of personalisation. The aim of this review is to explore how TMSGIs have been defined and applied in addictions populations with an emphasis on technical and logistical features associated with greater user engagement. METHODS AND ANALYSIS This scoping review protocol was developed in accordance with the Arksey and O'Malley framework. Articles from electronic databases (ie, PsycINFO, Embase, MEDLINE and CINAHL) will be included if they targeted adolescents or adults with one or more substance or behavioural addictions, excessive behaviours or aspects thereof (eg, cravings) using a privately accessible technology-mediated intervention. Two independent reviewers will screen titles and abstracts for relevance before commencing full-text reviews. Extracted data will be presented in descriptive, tabular and graphical summaries as appropriate. ETHICS AND DISSEMINATION Ethics committee approval is not required for this study. Review findings will be used to guide the development of preliminary recommendations for real-time addiction intervention development and provision. Emphasis will be placed on practical considerations of user engagement, accessibility, usability and cost. Knowledge users, including clinicians, researchers and people with lived experience, will be engaged for development of one such intervention following publication of review findings. REGISTRATION This scoping review was registered with the Open Science Framework on 15 April 2022 and can be located at http://www.osf.io/3utp9/.
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Affiliation(s)
- Brad W Brazeau
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada
| | - David C Hodgins
- Department of Psychology, University of Calgary, Calgary, Alberta, Canada
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Su Z, Li X, McDonnell D, Fernandez AA, Flores BE, Wang J. Technology-Based Interventions for Cancer Caregivers: Concept Analysis. JMIR Cancer 2021; 7:e22140. [PMID: 34783664 PMCID: PMC8663574 DOI: 10.2196/22140] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Revised: 12/01/2020] [Accepted: 10/13/2021] [Indexed: 01/16/2023] Open
Abstract
Background Cancer is a taxing chronic disease that demands substantial care, most of which is shouldered by informal caregivers. As a result, cancer caregivers often have to manage considerable challenges that could result in severe physical and psychological health consequences. Technology-based interventions have the potential to address many, if not all, of the obstacles caregivers encounter while caring for patients with cancer. However, although the application of technology-based interventions is on the rise, the term is seldom defined in research or practice. Considering that the lack of conceptual clarity of the term could compromise the effectiveness of technology-based interventions for cancer caregivers, timely research is needed to bridge this gap. Objective This study aims to clarify the meaning of technology-based interventions in the context of cancer caregiving and provide a definition that can be used by cancer caregivers, patients, clinicians, and researchers to facilitate evidence-based research and practice. Methods The 8-step concept analysis method by Walker and Avant was used to analyze the concept of technology-based interventions in the context of cancer caregiving. PubMed, PsycINFO, CINAHL, and Scopus were searched for studies that examined technology-based interventions for cancer caregivers. Results The defining attributes of technology-based interventions were recognized as being accessible, affordable, convenient, and user-friendly. On the basis of insights gained on the defining attributes, antecedents to, and consequences of technology-based interventions through the concept analysis process, technology-based interventions were defined as the use of technology to design, develop, and deliver health promotion contents and strategies aimed at inducing or improving positive physical or psychological health outcomes in cancer caregivers. Conclusions This study clarified the meaning of technology-based interventions in the context of cancer caregiving and provided a clear definition that can be used by caregivers, patients, clinicians, and researchers to facilitate evidence-based oncology practice. A clear conceptualization of technology-based interventions lays foundations for better intervention design and research outcomes, which in turn have the potential to help health care professionals address the needs and preferences of cancer caregivers more cost-effectively.
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Affiliation(s)
- Zhaohui Su
- Center on Smart and Connected Health Technologies, School of Nursing, University of Texas Health Science Center at San Antonio, San Antonio, TX, United States
| | - Xiaoshan Li
- Program of Public Relations and Advertising, Beijing Normal University-Hong Kong Baptist University United International College, Zhuhai, China
| | - Dean McDonnell
- Department of Humanities, Institute of Technology, Carlow, Ireland
| | - Andrea A Fernandez
- School of Nursing, University of Texas Health Science Center at San Antonio, San Antonio, TX, United States
| | - Bertha E Flores
- School of Nursing, University of Texas Health Science Center at San Antonio, San Antonio, TX, United States
| | - Jing Wang
- Florida State University College of Nursing, Tallahassee, FL, United States
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Lim SY, Lee KW, Seow WL, Mohamed NA, Devaraj NK, Amin-Nordin S. Effectiveness of Integrated Technology Apps for Supporting Healthy Food Purchasing and Consumption: A Systematic Review. Foods 2021; 10:1861. [PMID: 34441638 PMCID: PMC8392602 DOI: 10.3390/foods10081861] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Revised: 07/01/2021] [Accepted: 07/07/2021] [Indexed: 11/16/2022] Open
Abstract
A healthy diet is essential for good health and nutrition, though literature showed that there are various factors affecting the intention to purchase and consume healthy food. Technology integration is known to be useful in various aspects, but findings from studies on the efficacy of technology integration to improve healthy food consumption and purchase have largely been inconsistent. Therefore, we aimed to examine the efficacy of interventions that use technology apps to improve healthy food purchasing and consumption in adults. Relevant studies were identified through PubMed, Scopus, CINAHL, SportDiscuss and ACM Digital Library. Twenty studies were included in the systematic review. The majority of studies (n = 18) used a smartphone in the intervention, and only two studies used a personal digital assistant. The results showed that technology integration-based intervention favoured healthy changes in household food purchases, and increased consumption of healthy food and healthy eating outcomes - albeit to different extents. Overall, technology apps are convenient and user-friendly tools to encourage a change in healthy food purchase and consumption among people.
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Affiliation(s)
- Sook Yee Lim
- Department of Medical Microbiology, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia; (S.Y.L.); (W.-L.S.)
- Faculty of Applied Sciences, UCSI University, Cheras 56000, Wilayah Persekutuan Kuala Lumpur, Malaysia
| | - Kai Wei Lee
- Department of Pre-Clinical Sciences, Faculty of Medicine and Health Sciences, Universiti Tunku Abdul Rahman, Kajang 43000, Selangor, Malaysia;
| | - Wen-Li Seow
- Department of Medical Microbiology, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia; (S.Y.L.); (W.-L.S.)
| | - Nurul Azmawati Mohamed
- Department of Basic Medical Sciences 2, Faculty of Medicine and Health Sciences, Universiti Sains Islam Malaysia, Persiaran Ilmu, Bandar Baru Nilai, Nilai 71800, Negeri Sembilan, Malaysia;
| | - Navin Kumar Devaraj
- Department of Family Medicine, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia;
| | - Syafinaz Amin-Nordin
- Department of Medical Microbiology, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, Serdang 43400, Selangor, Malaysia; (S.Y.L.); (W.-L.S.)
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Sourinejad H, Noroozi M, Taleghani F, Kheirabadi GR. The process of risky sexual behaviors formation in women drug users: a protocol for a grounded theory study. Reprod Health 2020; 17:80. [PMID: 32487219 PMCID: PMC7268307 DOI: 10.1186/s12978-020-00936-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2020] [Accepted: 05/25/2020] [Indexed: 11/30/2022] Open
Abstract
Background Drug use is an important underlying factor in risky sexual behaviors. Risky sexual behaviors can lead to STIs and HIV/AIDS, especially in women. For better understanding of the relationship between drug use and risky sexual behaviors in women, it is necessary to identify the process of the formation of these behaviors that is a multidimensional process influenced by multiple socio-cultural factors. Therefore, the present study aims to explore the process of risky sexual behaviors formation in women drug users. Methods This is a grounded theory qualitative study with Corbin and Strauss approach. The participants of the study are women drug users with risky sexual behaviors who, using purposeful sampling method, will be selected from the Counseling and Harm Reduction centers for vulnerable women, the Drug Rehabilitation centers affiliated to the Isfahan University of Medical Sciences, Therapeutic Community Rehabilitation centers, Drop in Centers affiliated to the Welfare Organization, Medium-term Residential centers (women’s camps), and Women’s Empowerment centers in Isfahan, Iran. Sampling will continue using snowball method and the strategy of maximum variation in terms of the age, occupation, education, duration of the drug use, and type of the drug. During the sampling process, theoretical sampling will gradually replace purposeful sampling, so that sampling will proceed based on the emergence of the theory and for understanding of the concept and, then, the next participants will be selected. Sampling will continue until data saturation is reached. Data will be collected using individual semi-structured in-depth interviews, observation, field notes, and memo writing. Data will be coded as they are collected, and the analysis will be performed at three levels of open, axial, and selective coding and based on the constant comparative analysis. The four criteria of credibility, dependability, transferability and confirmability will be used to ensure the trustworthiness of the data. Discussion The findings of the present study are expected to provide a better understanding of the process of risky sexual behaviors formation in women drug users. The findings may also lead to the identification of the barriers and factors contributing to the formation of such behaviors and, finally, will promote the reproductive and sexual health of these women. This study can also provide the guide and the ground for designing and conducting further studies in the related areas through using various qualitative and quantitative methods.
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Affiliation(s)
- Hadis Sourinejad
- Student Research Committee, School of Nursing and Midwifery, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Mahnaz Noroozi
- Department of Midwifery and Reproductive Health, School of Nursing and Midwifery, Isfahan University of Medical Sciences, Isfahan, Iran.
| | - Fariba Taleghani
- Department of Adult Health Nursing, School of Nursing & Midwifery, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Gholam Reza Kheirabadi
- Behavioral Sciences Research Center, Department of Psychiatry, School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
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Hallgren KA, Witwer E, West I, Baldwin LM, Donovan D, Stuvek B, Keppel GA, Mollis B, Stephens KA. Prevalence of documented alcohol and opioid use disorder diagnoses and treatments in a regional primary care practice-based research network. J Subst Abuse Treat 2020; 110:18-27. [PMID: 31952624 PMCID: PMC7255441 DOI: 10.1016/j.jsat.2019.11.008] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2019] [Revised: 11/09/2019] [Accepted: 11/14/2019] [Indexed: 01/24/2023]
Abstract
BACKGROUND Most people with alcohol or opioid use disorders (AUD or OUD) are not diagnosed or treated for these conditions in primary care. This study takes a critical step toward quantifying service gaps and directing improvement efforts for AUD and OUD by using electronic health record (EHR) data from diverse primary care organizations to quantify the extent to which AUD and OUD are underdiagnosed and undertreated in primary care practices. METHODS We extracted and integrated diagnosis, medication, and behavioral health visit data from the EHRs of 21 primary care clinics within four independent healthcare organizations representing community health centers and rural hospital-associated clinics in the Pacific Northwest United States. Rates of documented AUD and OUD diagnoses, pharmacological treatments, and behavioral health visits were evaluated over a two-year period (2015-2016). RESULTS Out of 47,502 adult primary care patients, 1476 (3.1%) had documented AUD; of these, 115 (7.8%) had orders for AUD medications and 271 (18.4%) had at least one documented visit with a non-physician behavioral health specialist. Only 402 (0.8%) patients had documented OUD, and of these, 107 (26.6%) received OUD medications and 119 (29.6%) had at least one documented visit with a non-physician behavioral health specialist. Rates of AUD diagnosis and AUD and OUD medications were higher in clinics that had co-located non-physician behavioral health specialists. CONCLUSIONS AUD and OUD are underdiagnosed and undertreated within a sample of independent primary care organizations serving mostly rural patients. Primary care organizations likely need service models, technologies, and workforces, including non-physician behavioral health specialists, to improve capacities to diagnose and treat AUD and OUD.
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Affiliation(s)
- Kevin A Hallgren
- University of Washington, Department of Psychiatry and Behavioral Sciences, United States.
| | - Elizabeth Witwer
- University of Washington, Department of Family Medicine, United States
| | - Imara West
- University of Washington, Department of Psychiatry and Behavioral Sciences, United States
| | - Laura-Mae Baldwin
- University of Washington, Department of Family Medicine, United States
| | - Dennis Donovan
- University of Washington, Department of Psychiatry and Behavioral Sciences, United States; University of Washington, Alcohol and Drug Abuse Institute, United States
| | - Brenda Stuvek
- University of Washington, Alcohol and Drug Abuse Institute, United States
| | - Gina A Keppel
- University of Washington, Department of Family Medicine, United States
| | - Brenda Mollis
- University of Washington, Department of Family Medicine, United States
| | - Kari A Stephens
- University of Washington, Department of Psychiatry and Behavioral Sciences, United States; University of Washington, Department of Biomedical Informatics and Medical Education, United States
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Satterfield JM, Gregorich SE, Kalkhoran S, Lum PJ, Bloome J, Alvarado N, Muñoz RF, Vijayaraghavan M. Computer-Facilitated 5A's for Smoking Cessation: A Randomized Trial of Technology to Promote Provider Adherence. Am J Prev Med 2018; 55:35-43. [PMID: 29929682 PMCID: PMC6020838 DOI: 10.1016/j.amepre.2018.04.009] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/13/2017] [Revised: 03/07/2018] [Accepted: 04/02/2018] [Indexed: 10/14/2022]
Abstract
INTRODUCTION Although evidence-based, the 5A's (Ask, Advise, Assess, Assist, and Arrange) for smoking cessation are often incompletely delivered by primary care providers. This study examines whether a computer tablet 5A's intervention improves primary care provider adherence to the 5A's. STUDY DESIGN Cluster RCT. SETTING/PARTICIPANTS All primary care providers in three urban, adult primary care clinics were randomized for participation. Any English- or Spanish-speaking patient with a primary care appointment who had smoked >100 lifetime cigarettes and at least one cigarette in the past week was eligible. INTERVENTION A cluster RCT comparing computer-facilitated 5A's with usual care assessed effects on provider adherence to each of the 5A's as determined by patient report. Intervention subjects used a computer tablet to complete the 5A's immediately before a primary care appointment. A tailored, patient handout and a structured, clinician guide were generated. Data were collected in 2014-2015 and analyzed in 2016-2017. MAIN OUTCOME MEASURES Provider adherence to the 5A's. RESULTS Providers (N=221) saw 961 patients (n=412 intervention, n=549 control) for a total of n=1,340 encounters with n=1,011 completed post-visit interviews (75.4% completion). Intervention providers had significantly higher odds of completing Assess (AOR=1.32, 95% CI=1.02, 1.73) and Assist (AOR=1.45, 95% CI=1.08, 1.94). When looking at first study visits only, intervention providers had higher odds for Arrange (AOR=1.72, 95% CI=1.23, 2.40) and all 5A's (AOR=2.04, 95% CI=1.35, 3.07) but study visit did not influence receipt of the other 5A's. CONCLUSIONS A computer-facilitated 5A's delivery model was effective in improving the fidelity of provider-delivered 5A's to diverse primary care patients. This relatively low-cost, time-saving intervention has great potential for smoking cessation and other health behaviors. Future studies should identify ways to promote and sustain technology implementation. TRIAL REGISTRATION This study is registered at www.clinicaltrials.gov NCT02046408.
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Affiliation(s)
- Jason M Satterfield
- Division of General Internal Medicine, University of California San Francisco, San Francisco, California.
| | - Steven E Gregorich
- Division of General Internal Medicine, University of California San Francisco, San Francisco, California
| | - Sara Kalkhoran
- Division of General Internal Medicine, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Paula J Lum
- Division of HIV, Infectious Disease and Global Medicine, University of California San Francisco, San Francisco, California
| | - Jessica Bloome
- Division of HIV, Infectious Disease and Global Medicine, University of California San Francisco, San Francisco, California
| | - Nicholas Alvarado
- Division of General Internal Medicine, University of California San Francisco, San Francisco, California
| | - Ricardo F Muñoz
- Department of Psychiatry, University of California San Francisco, San Francisco, California; Institute for International Internet Interventions for Health, Palo Alto University, Palo Alto, California
| | - Maya Vijayaraghavan
- Division of General Internal Medicine, University of California San Francisco, San Francisco, California
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Campbell M, Pierce J. A retrospective analysis of boarding times for adolescents in psychiatric crisis. SOCIAL WORK IN HEALTH CARE 2018; 57:393-405. [PMID: 29400622 DOI: 10.1080/00981389.2018.1434586] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
The boarding of children and adolescents with identified psychiatric conditions at medical facilities has numerous negative effects on the patients and the systems that treat them. Efforts to minimize boarding times serves to increase patients' access to appropriate levels of care, redirect medical resources to patients who need them most, and reduce safety risks to people and property. This study explores the role Clinical Social Workers can play in facilitation of care and highlights the advantages of a coordinated data collection process facilitated by the effective use of the Electronic Medical Record. A retrospective chart analysis of 100 patients admitted to the Emergency department at a pediatric hospital in Central Florida was conducted for patients seen between 1 January 2015 and 30 June 2016. The data suggest key correlates that may impact the boarding times of pediatric patients presenting in a psychiatric crisis and the average duration of boarding time in hours (M = 5.11, SD = 2.07) was found to be significantly lower than prior published studies in the adult and pediatric literature. Discussion of these data implications on behavioral health practice is discussed.
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Affiliation(s)
- Michael Campbell
- a Graduate Social Work Program, Saint Leo University , Saint Leo , USA
| | - Jessica Pierce
- b Behavioral Health Division, Nemours Children's Health System , Clinical Psychologist , Orlando , USA
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Campbell M. An Engaged Electronic Medical Record for Social Good. HEALTH & SOCIAL WORK 2018; 43:131-133. [PMID: 29462478 DOI: 10.1093/hsw/hly001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/31/2017] [Accepted: 10/20/2017] [Indexed: 06/08/2023]
Affiliation(s)
- Michael Campbell
- Michael Campbell, PhD, LCSW, is associate professor of social work, School of Education and Social Services, Saint Leo University, University Campus, MC 2067, PO Box 6665, Saint Leo, FL 33574-6665; e-mail:
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Baurley JW, McMahan CS, Ervin CM, Pardamean B, Bergen AW. Biosignature Discovery for Substance Use Disorders Using Statistical Learning. Trends Mol Med 2018; 24:221-235. [PMID: 29409736 PMCID: PMC5836808 DOI: 10.1016/j.molmed.2017.12.008] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2017] [Revised: 12/14/2017] [Accepted: 12/14/2017] [Indexed: 12/19/2022]
Abstract
There are limited biomarkers for substance use disorders (SUDs). Traditional statistical approaches are identifying simple biomarkers in large samples, but clinical use cases are still being established. High-throughput clinical, imaging, and 'omic' technologies are generating data from SUD studies and may lead to more sophisticated and clinically useful models. However, analytic strategies suited for high-dimensional data are not regularly used. We review strategies for identifying biomarkers and biosignatures from high-dimensional data types. Focusing on penalized regression and Bayesian approaches, we address how to leverage evidence from existing studies and knowledge bases, using nicotine metabolism as an example. We posit that big data and machine learning approaches will considerably advance SUD biomarker discovery. However, translation to clinical practice, will require integrated scientific efforts.
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Affiliation(s)
- James W Baurley
- BioRealm, Culver City, CA, USA; Bina Nusantara University, Jakarta, Indonesia.
| | | | | | - Bens Pardamean
- BioRealm, Culver City, CA, USA; Bina Nusantara University, Jakarta, Indonesia
| | - Andrew W Bergen
- BioRealm, Culver City, CA, USA; Oregon Research Institute, Eugene, OR, USA
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Antoine D, Heffernan S, Chaudhry A, King V, Strain EC. Age and gender considerations for technology-assisted delivery of therapy for substance use disorder treatment: A patient survey of access to electronic devices. ADDICTIVE DISORDERS & THEIR TREATMENT 2017; 15:149-156. [PMID: 28503100 DOI: 10.1097/adt.0000000000000088] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
BACKGROUND Technology-assisted treatment (TAT) can be an effective supplement to established face-to-face therapy modalities with a growing literature in substance use disorder (SUD) treatment. TAT access, interest, and familiarity are potential limitations to the use and efficacy of these approaches to treatment. METHODS 174 participants in outpatient SUD treatment were administered a survey regarding technology device and Internet access, and interest in engaging in TAT SUD counseling (SUDC). The group was dichotomized by mean age and gender to examine potential variations in in these subgroups. RESULTS Forty-three (43%) of participants were female, and the mean age was 44.8 years, and 89% of participants had Internet access. 83% of participants were interested in TAT for SUD counseling; 81% expected it to be at least "moderately helpful." 34% of participants noted they would choose to continue face-to-face therapy exclusively. 91% of participants had cell phones, but only 50% could access data or the Internet via their handheld device. 80% of participants stated they would be interested in trying SUDC via their phone. Women had a higher preference for computer-based SUDC than men, with gender being significantly correlated with TAT perceive helpfulness. CONCLUSION These findings suggest that patients in outpatient SUD treatment have access to resources for TAT implementation, although access was not always readily available. Future research will be needed to determine whether the technology that this population possesses will be able to support the evolving TAT modalities and whether interest in TAT across age and gender groups equalizes over time.
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Affiliation(s)
- Denis Antoine
- Johns Hopkins University School of Medicine, Baltimore, MD
| | - Sean Heffernan
- Johns Hopkins University School of Medicine, Baltimore, MD
| | - Amina Chaudhry
- Johns Hopkins University School of Medicine, Baltimore, MD
| | - Van King
- Johns Hopkins University School of Medicine, Baltimore, MD
| | - Eric C Strain
- Johns Hopkins University School of Medicine, Baltimore, MD
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Analyzing Long-Duration and High-Frequency Data Using the Time-Varying Effect Model. ADMINISTRATION AND POLICY IN MENTAL HEALTH AND MENTAL HEALTH SERVICES RESEARCH 2016; 44:225-232. [PMID: 26803829 DOI: 10.1007/s10488-016-0716-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
With the rapid development of methods for electronic data capture, longitudinal data sets with many assessment points have become common in mental health services and addiction research. These data typically exhibit complex and irregular patterns of change, and the relationship between variables may also change over time. Existing statistical methods are not flexible enough to capture this complexity, but a new method, the time-varying effect model (TVEM), permits modeling nearly any shape of change, and allows the effect of an independent variable on outcome to change over time. This paper introduces TVEM and illustrates its application using data from a 16-year study of 223 participants with serious mental illness and substance abuse.
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