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Idrees AR, Beierle F, Mutter A, Kraft R, Garatva P, Baumeister H, Reichert M, Pryss R. Engagement analysis of a persuasive-design-optimized eHealth intervention through machine learning. Sci Rep 2024; 14:21427. [PMID: 39271759 PMCID: PMC11399129 DOI: 10.1038/s41598-024-72162-z] [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] [Received: 05/31/2024] [Accepted: 09/04/2024] [Indexed: 09/15/2024] Open
Abstract
The challenge of sustaining user engagement in eHealth interventions is a pressing issue with significant implications for the effectiveness of these digital health tools. This study investigates user engagement in a cognitive-behavioral therapy-based eHealth intervention for procrastination, using a dataset from a randomized controlled trial of 233 university students. Various machine learning models, including Decision Tree, Gradient Boosting, Logistic Regression, Random Forest, and Support Vector Machines, were employed to predict patterns of user engagement. The study adopted a two-phase analytical approach. In the first phase, all features of the dataset were included, revealing 'total_minutes'-the total time participants spent on the intervention and the eHealth platform-as the most significant predictor of engagement. This finding emphasizes the intuitive notion that early time spent on the platform and the intervention is a strong indicator of later user engagement. However, to gain a deeper understanding of engagement beyond this predominant metric, the second phase of the analysis excluded 'total_minutes'. This approach allowed for the exploration of the roles and interdependencies of other engagement indicators, such as 'number_intervention_answersheets'-the number of completed lessons, 'logins_first_4_weeks'-login frequency, and 'number_diary_answersheets'-the number of completed diaries. The results from this phase highlighted the multifaceted nature of engagement, showing that while 'total_minutes' is strongly correlated with engagement, indicating that more engaged participants tend to spend more time on the intervention, the comprehensive engagement profile also depends on additional aspects like lesson completions and frequency of platform interactions.
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Affiliation(s)
- Abdul Rahman Idrees
- Institute of Databases and Information Systems, 89081, Ulm, Germany.
- Department of Clinical Psychology and Psychotherapy, 89081, Ulm, Germany.
| | - Felix Beierle
- Institute of Clinical Epidemiology and Biometry, 97070, Würzburg, Germany
- National Institute of Informatics, Tokyo, 101-8430, Japan
| | - Agnes Mutter
- Department of Clinical Psychology and Psychotherapy, 89081, Ulm, Germany
| | - Robin Kraft
- Institute of Clinical Epidemiology and Biometry, 97070, Würzburg, Germany
- Institute of Medical Data Science, University Hospital Würzburg, 97080, Würzburg, Germany
| | - Patricia Garatva
- Department of Clinical Psychology and Psychotherapy, 89081, Ulm, Germany
| | - Harald Baumeister
- Department of Clinical Psychology and Psychotherapy, 89081, Ulm, Germany
| | - Manfred Reichert
- Institute of Databases and Information Systems, 89081, Ulm, Germany
| | - Rüdiger Pryss
- Institute of Clinical Epidemiology and Biometry, 97070, Würzburg, Germany
- Institute of Medical Data Science, University Hospital Würzburg, 97080, Würzburg, Germany
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Town R, Hayes D, March A, Fonagy P, Stapley E. Self-management, self-care, and self-help in adolescents with emotional problems: a scoping review. Eur Child Adolesc Psychiatry 2024; 33:2929-2956. [PMID: 36641785 PMCID: PMC9840811 DOI: 10.1007/s00787-022-02134-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/02/2022] [Accepted: 12/22/2022] [Indexed: 01/16/2023]
Abstract
This study aimed to review the existing published and grey literature describing the concepts of self-management, self-care, and self-help, and to capture strategies or techniques related to these concepts, for adolescents with emotional problems. Emotional problems are rising amongst adolescents, yet timely access to specialist mental health treatment is limited to those with greater severity of mental health difficulties. Self-management, self-care, and self-help strategies may be used by adolescents with emotional problems both in terms of those waiting for treatment and to prevent relapse. Given the overlap in existing definitions and the lack of clarity around these concepts in an adolescent mental health context, a scoping review of the literature is warranted to provide clarity. Eligible studies were those involving adolescents aged 10 to 19 years with symptoms of emotional problems. Studies referenced self-management, self-care, or self-help, not involving a professional, in this population. Quantitative, qualitative, economic, and mixed methods studies, as well as systematic, scoping, and literature reviews, from 2000 onwards and in the English language, were eligible for inclusion. A systematic search was conducted of both published and grey literature. Databases searched included PsycINFO, Medline, Embase, Web of Science, and CINAHL Plus. Mednar was also searched for unpublished studies and grey literature. Tables of themes, terms, and associated strategies are presented alongside a thematic analysis of the results. 62 articles were included. These were 20 quantitative studies, 14 systematic reviews, 10 qualitative studies, five review papers, four book chapters, four mixed methods studies, two dissertations, two meta-analyses and one scoping review and systematic review. Most of the included articles referenced self-help (n = 51), followed by self-management (n = 17) and self-care (n = 6). A total of 12 themes were identified from a reflexive thematic analysis of descriptions (and associated strategies) of self-management, self-help, or self-care in included texts. This scoping review provides clarity on the similarities and differences between how these concepts are discussed, and the strategies which are associated with each of these concepts in the relevant literature. Implications for policy and intervention development for adolescents' self-management, self-help, and self-care of their mental health are discussed. There is considerable overlap in both the ways in which these concepts are described, and the strategies or approaches proposed in relation to them, supporting previous research suggesting these strategies should be grouped under a single term, such as "self or community approaches." More research is needed for self-management, self-help, and self-care amongst marginalized groups as these adolescents may have the highest unmet need for mental health support.
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Affiliation(s)
- Rosa Town
- Research Department of Clinical, Educational and Health Psychology, University College London, London, UK.
| | - Daniel Hayes
- Research Department of Behavioural Science and Health, Institute of Epidemiology and Health Care, University College London, London, UK
| | - Anna March
- Research Department of Clinical, Educational and Health Psychology, University College London, London, UK
| | - Peter Fonagy
- Research Department of Clinical, Educational and Health Psychology, University College London, London, UK
| | - Emily Stapley
- Evidence Based Practice Unit, Anna Freud Centre and University College London, London, UK
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Bjornstad G, Sonthalia S, Rouse B, Freeman L, Hessami N, Dunne JH, Axford N. A comparison of the effectiveness of cognitive behavioural interventions based on delivery features for elevated symptoms of depression in adolescents: A systematic review. CAMPBELL SYSTEMATIC REVIEWS 2024; 20:e1376. [PMID: 38188230 PMCID: PMC10771715 DOI: 10.1002/cl2.1376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Accepted: 11/03/2023] [Indexed: 01/09/2024]
Abstract
Background Depression is a public health problem and common amongst adolescents. Cognitive behavioural therapy (CBT) is widely used to treat adolescent depression but existing research does not provide clear conclusions regarding the relative effectiveness of different delivery modalities. Objectives The primary aim is to estimate the relative efficacy of different modes of CBT delivery compared with each other and control conditions for reducing depressive symptoms in adolescents. The secondary aim is to compare the different modes of delivery with regard to intervention completion/attrition (a proxy for intervention acceptability). Search Methods The Cochrane Depression, Anxiety and Neurosis Clinical Trials Register was searched in April 2020. MEDLINE, PsycInfo, EMBASE, four other electronic databases, the CENTRAL trial registry, Google Scholar and Google were searched in November 2020, together with reference checking, citation searching and hand-searching of two databases. Selection Criteria Randomised controlled trials (RCTs) of CBT interventions (irrespective of delivery mode) to reduce symptoms of depression in young people aged 10-19 years with clinically relevant symptoms or diagnosis of depression were included. Data Collection and Analysis Screening and data extraction were completed by two authors independently, with discrepancies addressed by a third author. CBT interventions were categorised as follows: group CBT, individual CBT, remote CBT, guided self-help, and unguided self-help. Effect on depressive symptom score was estimated across validated self-report measures using Hedges' g standardised mean difference. Acceptability was estimated based on loss to follow-up as an odds ratio. Treatment rankings were developed using the surface under the cumulative ranking curve (SUCRA). Pairwise meta-analyses were conducted using random effects models where there were two or more head-to-head trials. Network analyses were conducted using random effects models. Main Results Sixty-eight studies were included in the review. The mean age of participants ranged from 10 to 19.5 years, and on average 60% of participants were female. The majority of studies were conducted in schools (28) or universities (6); other settings included primary care, clinical settings and the home. The number of CBT sessions ranged from 1 to 16, the frequency of delivery from once every 2 weeks to twice a week and the duration of each session from 20 min to 2 h. The risk of bias was low across all domains for 23 studies, 24 studies had some concerns and the remaining 21 were assessed to be at high risk of bias. Sixty-two RCTs (representing 6435 participants) were included in the pairwise and network meta-analyses for post-intervention depressive symptom score at post-intervention. All pre-specified treatment and control categories were represented by at least one RCT. Although most CBT approaches, except remote CBT, demonstrated superiority over no intervention, no approaches performed clearly better than or equivalent to another. The highest and lowest ranking interventions were guided self-help (SUCRA 83%) and unguided self-help (SUCRA 51%), respectively (very low certainty in treatment ranking). Nineteen RCTs (3260 participants) were included in the pairwise and network meta-analyses for 6 to 12 month follow-up depressive symptom score. Neither guided self-help nor remote CBT were evaluated in the RCTs for this time point. Effects were generally attenuated for 6- to 12-month outcomes compared to posttest. No interventions demonstrated superiority to no intervention, although unguided self-help and group CBT both demonstrated superiority compared to TAU. No CBT approach demonstrated clear superiority over another. The highest and lowest ranking approaches were unguided self-help and individual CBT, respectively. Sixty-two RCTs (7347 participants) were included in the pairwise and network meta-analyses for intervention acceptability. All pre-specified treatment and control categories were represented by at least one RCT. Although point estimates tended to favour no intervention, no active treatments were clearly inferior. No CBT approach demonstrated clear superiority over another. The highest and lowest ranking active interventions were individual CBT and group CBT respectively. Pairwise meta-analytic findings were similar to those of the network meta-analysis for all analyses. There may be age-based subgroup effects on post-intervention depressive symptoms. Using the no intervention control group as the reference, the magnitudes of effects appear to be larger for the oldest age categories compared to the other subgroups for each given comparison. However, they were generally less precise and formal testing only indicated a significant difference for group CBT. Findings were robust to pre-specified sensitivity analyses separating out the type of placebo and excluding cluster-RCTs, as well as an additional analysis excluding studies where we had imputed standard deviations. Authors' Conclusions At posttreatment, all active treatments (group CBT, individual CBT, guided self-help, and unguided self-help) except for remote CBT were more effective than no treatment. Guided self-help was the most highly ranked intervention but only evaluated in trials with the oldest adolescents (16-19 years). Moreover, the studies of guided self-help vary in the type and amount of therapist support provided and longer-term results are needed to determine whether effects persist. The magnitude of effects was generally attenuated for 6- to 12-month outcomes. Although unguided self-help was the lowest-ranked active intervention at post-intervention, it was the highest ranked at follow-up. This suggests the need for further research into whether interventions with self-directed elements enable young people to maintain effects by continuing or revisiting the intervention independently, and whether therapist support would improve long-term outcomes. There was no clear evidence that any active treatments were more acceptable to participants than any others. The relative effectiveness of intervention delivery modes must be taken into account in the context of the needs and preferences of individual young people, particularly as the differences between effect sizes were relatively small. Further research into the type and amount of therapist support that is most acceptable to young people and most cost-effective would be particularly useful.
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Affiliation(s)
- Gretchen Bjornstad
- NIHR Applied Research Collaboration South West Peninsula (PenARC)University of Exeter Medical SchoolExeterUK
- Dartington Service Design LabBuckfastleighUK
| | - Shreya Sonthalia
- Dartington Service Design LabBuckfastleighUK
- MRC/CSO Social and Public Health Sciences UnitUniversity of GlasgowGlasgowUK
| | - Benjamin Rouse
- Center for Clinical Evidence and Guidelines, ECRI InstitutePlymouth MeetingPennsylvaniaUSA
| | | | | | - Jo Hickman Dunne
- The Centre for Youth ImpactLondonUK
- University of ManchesterManchesterUK
| | - Nick Axford
- NIHR Applied Research Collaboration South West Peninsula (PenARC)University of PlymouthPlymouthUK
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Ho TQA, Le LKD, Engel L, Le N, Melvin G, Le HND, Mihalopoulos C. Barriers to and facilitators of user engagement with web-based mental health interventions in young people: a systematic review. Eur Child Adolesc Psychiatry 2024:10.1007/s00787-024-02386-x. [PMID: 38356043 DOI: 10.1007/s00787-024-02386-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Accepted: 01/22/2024] [Indexed: 02/16/2024]
Abstract
Many young people (YP) are diagnosed with mental illnesses and require support. Web-based mental health interventions (W-MHIs) have been increasingly utilized by YP, healthcare providers, and parents due to reasons including convenience and anonymity. W-MHIs are effective in improving mental health in YP. However, real-world engagement with W-MHIs remains low. Therefore, understanding barriers/facilitators of user engagement with W-MHIs is necessary to promote W-MHIs and help users gain optimal benefits through higher engagement. This review aims to identify barriers/facilitators of user engagement with W-MHIs in YP aged 10-24 years. A systematic search of five databases for English language, peer-reviewed publications was conducted between January 2010 and February 2023. Studies examining factors influencing user engagement with W-MHIs, described as barriers or facilitators, were included. Study quality was assessed using the Mixed Methods Appraisal Tool. A narrative synthesis was performed. Of 4088 articles identified, 69 studies were included. Barriers/facilitators were reported by young people (63 studies), providers (17 studies), and parents/caregivers (8 studies). YP perceived that usefulness and connectedness were the most common facilitators, whereas low-perceived need was the most reported barrier. Both providers and parents reported that perceived usefulness for YP was the most common facilitator, whereas concerns about program effectiveness and privacy were noted as barriers. This review found that program- and individual-related factors were important determinants of engagement with W-MHIs. This review provides guidance on the future design and development of new interventions, narrowing the gap between existing W-MHIs and unmet needs of users.
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Affiliation(s)
- Thi Quynh Anh Ho
- Deakin Health Economics, School of Health and Social Development, Institute for Health Transformation, Deakin University, Melbourne, VIC, Australia.
| | - Long Khanh-Dao Le
- Monash University Health Economics Group, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia
| | - Lidia Engel
- Monash University Health Economics Group, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia
| | - Ngoc Le
- Deakin Health Economics, School of Health and Social Development, Institute for Health Transformation, Deakin University, Melbourne, VIC, Australia
| | - Glenn Melvin
- School of Psychology, Deakin University, Melbourne, VIC, Australia
| | - Ha N D Le
- Deakin Health Economics, School of Health and Social Development, Institute for Health Transformation, Deakin University, Melbourne, VIC, Australia
| | - Cathrine Mihalopoulos
- Monash University Health Economics Group, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia
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Ruehlman L, Karoly P. A pilot test of Internet-delivered brief interactive training sessions for depression: Evaluating dropout, uptake, adherence, and outcome. JOURNAL OF AMERICAN COLLEGE HEALTH : J OF ACH 2023; 71:2131-2139. [PMID: 34469262 DOI: 10.1080/07448481.2021.1961781] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Revised: 05/31/2021] [Accepted: 07/22/2021] [Indexed: 06/13/2023]
Abstract
OBJECTIVE Uptake, adherence, and dropout rates for Internet-based programs for depression are in need of improvement. Excessive user burden (eg, heavy content, extended duration) may undermine engagement and precipitate dropout. To address this problem, an alternative format was proposed: Brief Interactive Training Sessions (BITS). BITS target a narrow behavioral health skill and require 3-4 hours to complete. A depression-focused version of BITS that provides training in cognitive distortion/restructuring was tested. PARTICIPANTS Fifty-two depressed college students were randomly assigned to BITS or to a wait-list. METHODS Students competed pre-and post-test (7 week) assessments of depression and cognitive distortions. RESULTS Uptake rate was 83%. Among study completers, adherence was 96%. The dropout rate did not improve. Compared to the control group, the experimental group reported a significant reduction in depression and in cognitive distortions. CONCLUSIONS The BITS format is a promising vehicle for improving uptake and adherence while achieving positive clinical outcomes.
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Affiliation(s)
| | - Paul Karoly
- Department of Psychology, Arizona State University, Tempe, Arizona, USA
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Haug S, Boumparis N, Wenger A, Schaub MP, Kiselev N. Predictors of Youth Accessibility for a Mobile Phone-Based Life Skills Training Program for Addiction Prevention. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:6379. [PMID: 37510611 PMCID: PMC10379144 DOI: 10.3390/ijerph20146379] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 06/21/2023] [Accepted: 07/13/2023] [Indexed: 07/30/2023]
Abstract
BACKGROUND Digital interventions are an emerging and promising avenue for addiction prevention and mental health promotion, but their reach and use are often limited, and little is known about the factors associated with youth accessibility. SmartCoach is a life skills training program for addiction prevention where adolescents are proactively invited for program participation in secondary school classes. The mobile phone-based program provides individualized coaching for a period of 4 months and addresses self-management skills, social skills, and substance use resistance skills. This study examined sociodemographic and other predictors of program participation and program use. METHODS A total of 476 adolescents in 28 secondary and upper secondary school classes in the German-speaking part of Switzerland were proactively invited for participation in the SmartCoach program. Using generalized linear mixed models (GLMMs), we examined predictors of both program participation and program use at the individual and school class levels. RESULTS In total, 315 (66.2%) of the present 476 adolescents gave their active consent and provided the necessary information to be included in the program. None of the individual sociodemographic characteristics significantly predicted program participation, however, the participation rate was significantly higher in upper secondary school classes (84%) than secondary school classes (59%). The mean number of interactions with the program was 15.9, i.e., participants took part in almost half of the 34 possible interactions with the SmartCoach program. None of the baseline characteristics on the level of the school class significantly predicted program use. On the level of the individual, the univariate models showed that, compared to the reference category of 14-year-old students, program use was significantly lower for students who were 16 or older. Furthermore, participants with a migration background or an origin from a non-German-speaking country showed significantly lower program use. Finally, students with a medium level of perceived stress showed higher program use compared to those with a low level of stress. Within the final multivariate model for program use, only the variable "origin from a non-German-speaking country" remained significant. CONCLUSIONS SmartCoach is an attractive offer for young people, in which two out of three young people who are invited in the classroom to participate do so. Among the program participants, the use of the program is acceptable, with an average of almost half of the content being worked on. There is potential for improvement in terms of recruitment, especially in school classes with a lower level of education. The most important starting point for improving program use lies in taking greater account of needs and wishes of students with non-German-speaking countries of origin.
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Affiliation(s)
- Severin Haug
- Swiss Research Institute for Public Health and Addiction, Zurich University, Konradstrasse 32, 8005 Zurich, Switzerland
| | - Nikolaos Boumparis
- Swiss Research Institute for Public Health and Addiction, Zurich University, Konradstrasse 32, 8005 Zurich, Switzerland
| | - Andreas Wenger
- Swiss Research Institute for Public Health and Addiction, Zurich University, Konradstrasse 32, 8005 Zurich, Switzerland
| | - Michael Patrick Schaub
- Swiss Research Institute for Public Health and Addiction, Zurich University, Konradstrasse 32, 8005 Zurich, Switzerland
| | - Nikolai Kiselev
- Swiss Research Institute for Public Health and Addiction, Zurich University, Konradstrasse 32, 8005 Zurich, Switzerland
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Baumann H, Heuel L, Bischoff LL, Wollesen B. mHealth interventions to reduce stress in healthcare workers (fitcor): study protocol for a randomized controlled trial. Trials 2023; 24:163. [PMID: 36869368 PMCID: PMC9985281 DOI: 10.1186/s13063-023-07182-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2022] [Accepted: 02/17/2023] [Indexed: 03/05/2023] Open
Abstract
BACKGROUND Causes and consequences of chronic stress levels in the context of healthcare work are well examined. Nevertheless, the implementation and evaluation of high-quality interventions to reduce stress of healthcare workers is still missing. Internet and app-based interventions are a promising venue for providing interventions for stress reduction to a population that is otherwise difficult to reach due to shift work and time constraints in general. To do so, we developed the internet and app-based intervention (fitcor), a digital coaching of individual stress coping for health care workers. METHODS We applied the SPIRIT (Standard Protocol Items: Recommendations for Interventional Trials) statement as a guideline for the present protocol. A randomized controlled trial will be conducted. There are five different intervention groups and one waiting control group. To achieve the sample sizes required by power analysis (G*Power) (β-error 80%; effect size 0.25), the sample sizes of the respective scenarios will be at best as follows: 336 care workers from hospitals, 192 administrative health personnel, 145 care workers from stationary elderly care homes, and 145 care workers from ambulatory care providers in Germany. Participants will randomly be assigned to one of five different intervention groups. A crossover design with a waiting control group is planned. Interventions will be accompanied by three measurement points, first a baseline measure, second a post-intervention measure directly after completion of the intervention, and a follow-up measure 6 weeks after completion of the intervention. At all three measurement points, perceived team conflict, work-related experience patterns, personality, satisfaction with internet-based training, and back pain will be assessed using questionnaires, as well as heart rate variability, sleep quality, and daily movement will be recorded using an advanced sensor. DISCUSSION Workers in the health care sector increasingly face high job demands and stress levels. Traditional health interventions fail to reach the respective population due to organizational constraints. Implementation of digital health interventions has been found to improve stress coping behavior; however, the evidence in health care settings has not been established. To the best of our knowledge, fitcor is the first internet and app-based intervention to reduce stress among nursing and administrative health care personnel. TRIAL REGISTRATION The trial was registered at DRKS.de on 12 July 2021, registration number: DRKS00024605.
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Affiliation(s)
- Hannes Baumann
- Institute of Biological Psychology and Neuroergonomics, Technical University of Berlin, Fasanenstr. 1, 10623, Berlin, Germany. .,Institute of Human Movement Science, University of Hamburg, Turmweg 2, 20148, Hamburg, Germany. .,Institute of Interdisciplinary Exercise Science and Sports Medicine, Medical School Hamburg, Am Kaiserkai 1, Hamburg, Hamburg, 20457, Germany.
| | - Luis Heuel
- Institute of Biological Psychology and Neuroergonomics, Technical University of Berlin, Fasanenstr. 1, 10623, Berlin, Germany
| | - Laura L Bischoff
- Institute of Human Movement Science, University of Hamburg, Turmweg 2, 20148, Hamburg, Germany
| | - Bettina Wollesen
- Institute of Human Movement Science, University of Hamburg, Turmweg 2, 20148, Hamburg, Germany
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Baumann H, Heuel L, Bischoff LL, Wollesen B. Efficacy of Individualized Sensory-Based mHealth Interventions to Improve Distress Coping in Healthcare Professionals: A Multi-Arm Parallel-Group Randomized Controlled Trial. SENSORS (BASEL, SWITZERLAND) 2023; 23:2322. [PMID: 36850920 PMCID: PMC9963645 DOI: 10.3390/s23042322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 02/06/2023] [Accepted: 02/17/2023] [Indexed: 06/18/2023]
Abstract
Detrimental effects of chronic stress on healthcare professionals have been well-established, but the implementation and evaluation of effective interventions aimed at improving distress coping remains inadequate. Individualized mHealth interventions incorporating sensor feedback have been proposed as a promising approach. This study aimed to investigate the impact of individualized, sensor-based mHealth interventions focusing on stress and physical activity on distress coping in healthcare professionals. The study utilized a multi-arm, parallel group randomized controlled trial design, comparing five intervention groups (three variations of web-based training and two variations of an app training) that represented varying levels of individualization to a control group. Both self-reported questionnaire data (collected using Limesurvey) as well as electrocardiography and accelerometry-based sensory data (collected using Mesana Sensor) were assessed at baseline and post-intervention (after eight weeks). Of the 995 eligible participants, 170 (26%) completed the post-intervention measurement (Group 1: N = 21; Group 2: N = 23; Group 3: N = 7; Group 4: N = 34; Group 5: N = 16; Control Group: N = 69). MANOVA results indicated small to moderate time-by-group interaction effects for physical activity-related outcomes, including moderate to vigorous physical activity (F(1,5) = 5.8, p = ≤0.001, η2p = 0.057) and inactivity disruption (F(1,5) = 11.2, p = <0.001, η2p = 0.100), in the app-based intervention groups, but not for step counts and inactivity. No changes were observed in stress-related heart rate variability parameters over time. Despite a high dropout rate and a complex study design, the individualized interventions showed initial positive effects on physical activity. However, no significant changes in stress-related outcomes were observed, suggesting that the intervention duration was insufficient to induce physiological adaptations that would result in improved distress coping.
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Affiliation(s)
- Hannes Baumann
- Department of Biopsychology and Neuroergonomics, Technical University Berlin, 10623 Berlin, Germany
- Institute of Human Movement Science, University of Hamburg, 20146 Hamburg, Germany
- Medical School Hamburg, Institute of Interdisciplinary Exercise Science and Sports Medicine, 20457 Hamburg, Germany
| | - Luis Heuel
- Department of Biopsychology and Neuroergonomics, Technical University Berlin, 10623 Berlin, Germany
| | | | - Bettina Wollesen
- Institute of Human Movement Science, University of Hamburg, 20146 Hamburg, Germany
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Lappalainen P, Lappalainen R, Keinonen K, Kaipainen K, Puolakanaho A, Muotka J, Kiuru N. In the shadow of COVID-19: A randomized controlled online ACT trial promoting adolescent psychological flexibility and self-compassion. JOURNAL OF CONTEXTUAL BEHAVIORAL SCIENCE 2023; 27:34-44. [PMID: 36514308 PMCID: PMC9731646 DOI: 10.1016/j.jcbs.2022.12.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 11/25/2022] [Accepted: 12/07/2022] [Indexed: 12/14/2022]
Abstract
Background Although some adolescents managed to cope well with the challenges brought on by the COVID-19 pandemic, the well-being of many was adversely affected due to school closures, distance education, restrictions on gathering with friends, and limited access to mental health services. Many adolescents reported increased anxiety and depression as well as decreased psychological wellbeing due to the pandemic. Consequently, there is a need for psychological support that exceeds the strained resources available to schools to support young people during times of crisis and societal pressure. Objective The present study aimed to explore the effects of an online-delivered ACT intervention to promote adolescent psychological flexibility and self-compassion and decrease psychological distress during the second wave of COVID-19 in the fall of 2020. Methods A total of 348 adolescents aged 15-16 were randomly divided into three equal groups: 1) the iACT student coach + virtual coach group, n = 116; 2) the iACT virtual coach group, n = 116; and 3) the control group with no intervention, n = 116). Among these adolescents, 234 participated in a pre-measurement (iACT, n = 154; control, n = 80; intent-to-treat) and completed measures of psychological flexibility, self-compassion, anxiety, and depression. Results An investigation of all the adolescents who participated in the pre-measurement (intent-to-treat analysis, n = 234) revealed no significant differences between the three groups with regard to psychological flexibility, self-compassion, and symptoms of anxiety and depression. However, upon combining the two intervention groups and examining the adolescents who completed at least 30% of the Youth Compass program (per-protocol analysis, n = 137), small but significant differences between the iACT intervention and control groups were found regarding the psychological flexibility subscale valued action, self-compassion, and anxiety in favor of the intervention group. Conclusions Active use of an ACT-based online intervention under adverse circumstances may decrease symptoms of anxiety and increase psychological flexibility skills in adolescents.
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Affiliation(s)
- Päivi Lappalainen
- Department of Education, University of Jyväskylä, Finland
- Department of Psychology, University of Jyväskylä, Finland
| | | | | | - Kirsikka Kaipainen
- Department of Psychology, University of Jyväskylä, Finland
- Tampere University, Unit of Computing Sciences, Tampere, Finland
| | | | - Joona Muotka
- Department of Psychology, University of Jyväskylä, Finland
| | - Noona Kiuru
- Department of Psychology, University of Jyväskylä, Finland
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Li SH, Achilles MR, Werner-Seidler A, Beames JR, Subotic-Kerry M, O'Dea B. Appropriate Use and Operationalization of Adherence to Digital Cognitive Behavioral Therapy for Depression and Anxiety in Youth: Systematic Review. JMIR Ment Health 2022; 9:e37640. [PMID: 35976180 PMCID: PMC9434387 DOI: 10.2196/37640] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Revised: 06/07/2022] [Accepted: 06/16/2022] [Indexed: 01/22/2023] Open
Abstract
BACKGROUND Digital, self-guided cognitive behavioral therapy (CBT) interventions circumvent many barriers to in-person therapy for young people (aged 12-24 years), although adherence to these interventions is low. The absence or insufficient disclosure of recommendations or instructions for appropriate use may account for this. As such, many young people may not self-administer these interventions appropriately or receive the optimal degree of treatment. OBJECTIVE This systematic review aims to synthesize the literature on digital CBT for depression and anxiety in young people to describe how appropriate use has been defined and communicated to users as instructions for use, to describe how adherence has been measured, and to determine the associations between adherence and treatment outcomes. METHODS A systematic review was conducted with 2 reviewers (SHL and MRA) extracting data independently. Overall, 4 electronic databases (Embase, MEDLINE, PsycINFO, and Cochrane Library) were searched in April 2021 for studies that met the following inclusion criteria: participants aged between 12 and 24 years, evaluated a digital CBT intervention targeting depression or anxiety, and reported instructions or recommendations for use or measures of adherence. Studies that evaluated non-CBT interventions or cognitive- or behavioral-only interventions were excluded. Methodological quality was assessed using the Cochrane Risk of Bias Tool and the Integrated Quality Criteria for the Review of Multiple Study Designs. RESULTS There were 32 manuscripts that met the inclusion criteria, of which 28 (88%) were unique studies (N=16,578 youths). Definitions of appropriate use varied among the different interventions in terms of intended recipients, duration and frequency of use, and the features used to support engagement and adherence to appropriate use definitions. Reporting of appropriate use definitions in studies was inconsistent, with no study systematically describing components of appropriate use or providing information on how recommendations for use were relayed to users. Most often, definitions of appropriate use were derived from the study protocol and descriptions of intervention features. Adherence was mostly operationalized as the degree of intervention completion; however, reporting of adherence data was heterogeneous. There was little evidence of an association between degree of use and outcomes in the 9 studies that examined this. CONCLUSIONS Definitions of appropriate use are unique to each digital CBT intervention. However, statements of appropriate use are not systematically reported in the literature. Furthermore, the extent to which recommendations for use are communicated to users is not routinely reported. Despite unique definitions of appropriate use, adherence was most often generically operationalized as the degree of intervention completion and was not consistently associated with outcomes. We proposed a framework to promote systematic reporting of definitions of appropriate use for digital interventions to provide guidance to users and to assist the development of appropriate and nuanced measures of adherence. TRIAL REGISTRATION PROSPERO CRD42020208668; https://tinyurl.com/4bu2yram.
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Affiliation(s)
- Sophie H Li
- Black Dog Institute and School of Psychology, The University of New South Wales, Randwick, Australia
| | - Melinda R Achilles
- Black Dog Institute, The University of New South Wales, Randwick, Australia
| | - Aliza Werner-Seidler
- Black Dog Institute and School of Psychology, The University of New South Wales, Randwick, Australia
| | - Joanne R Beames
- Black Dog Institute, The University of New South Wales, Randwick, Australia
| | | | - Bridianne O'Dea
- Black Dog Institute, The University of New South Wales, Randwick, Australia
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11
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Marinova N, Rogers T, MacBeth A. Predictors of adolescent engagement and outcomes - A cross-sectional study using the togetherall (formerly Big White Wall) digital mental health platform. J Affect Disord 2022; 311:284-293. [PMID: 35588912 DOI: 10.1016/j.jad.2022.05.058] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/31/2021] [Revised: 05/09/2022] [Accepted: 05/12/2022] [Indexed: 10/18/2022]
Abstract
BACKGROUND Online mental health platforms can improve access to, and use of, mental health support for young people who may find it difficult to engage with face-to-face delivery. OBJECTIVE We modelled predictors of engagement and symptom change in adolescent users of the Togetherall (formerly "Big White Wall") anonymous digital mental health peer-support platform. METHODS We report a retrospective analysis of longitudinal user data from UK 16-18 year Togetherall users, referred from mental health services (N = 606). Baseline demographics were reported for participants who logged anxiety and depression measures. Number of log-ins, mean session duration, total usage time, number of guided support courses and self-help materials accessed were our usage metrics. Participant characteristics and symptoms were used to predict engagement. For n = 245 users with symptom measures at >1 timepoint we modelled the effect of predictors on symptom scores. RESULTS Mean logins was 5.11 and mean usage time was 64.22 mins. Participants with one log-in represented 33.5% of the sample. Total time accessing Togetherall predicated greater usage of self-help materials and courses. Females made greater use of materials and courses than males. In a subsample, higher baseline depression and anxiety, longer total usage time and mean session duration predicted final depression scores, whereas higher baseline depression and anxiety and greater accessed self-help materials predicted lower final anxiety scores. LIMITATIONS A naturalistic design was used and symptom modelling should be interpreted with caution. CONCLUSIONS Findings suggest adolescents can engage with the Togetherall platform. Baseline symptoms and characteristics can inform user engagement with digital platforms.
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Affiliation(s)
| | - Tim Rogers
- Togetherall (formerly Big White Wall), UK
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12
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Hämäläinen T, Kaipainen K, Keinonen K, Lappalainen P, Puolakanaho A, Lappalainen R, Kiuru N. The Roles of Adherence and Usage Activity in Adolescents' Intervention Gains During Brief Guided Online Acceptance and Commitment Therapy. J Cogn Psychother 2022; 37:JCP-2021-0038.R1. [PMID: 35470151 DOI: 10.1891/jcp-2021-0038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE This study investigated the roles of adherence and usage activity in adolescents' (n = 161) gains during a 5-week web intervention program based on acceptance and commitment therapy (ACT). METHOD Program adherence was calculated as adherence percentage in relation to intended usage, whereas completion percentage, usage time, and usage weeks were used as indicators for usage activity. Subjective well-being was measured by self-reported life satisfaction and stress before and after the intervention. RESULTS First, regression analysis results showed that higher adherence predicted an increase in life satisfaction during intervention. Second, three subgroups of adolescents were identified using K-means cluster analysis in regard to adherence, usage activity and intervention gains: (1) "Adhered, committed users with relatively large intervention gains" (35%), (2) "Less committed users with no intervention gains" (42%), and (3) "Non-committed users with no intervention gains" (23%). The results showed that the highest gains from the Youth Compass intervention program are most likely obtained when the program is used as intended in its design. In addition, time investment and engagement in doing exercises seem as important as filling the minimum adherence criterion. CONCLUSIONS The results support the feasibility of ACT-based web intervention programs in promoting adolescent well-being, although more attention should be paid to motivating adolescents to commit to them and invest enough time in them.
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Affiliation(s)
- Tetta Hämäläinen
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Finland
| | - Kirsikka Kaipainen
- Faculty Information of Technology and Communication Sciences, Tampere University, Finland
| | - Katariina Keinonen
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Finland
| | - Päivi Lappalainen
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Finland
| | - Anne Puolakanaho
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Finland
| | - Raimo Lappalainen
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Finland
| | - Noona Kiuru
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Finland
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13
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Laporte N, van den Bogaard D, Brenning K, Soenens B, Vansteenkiste M. Testing an Online Program to Foster Need Crafting During the COVID-19 Pandemic. CURRENT PSYCHOLOGY 2022; 43:1-18. [PMID: 35370386 PMCID: PMC8958806 DOI: 10.1007/s12144-022-03012-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/10/2022] [Indexed: 02/07/2023]
Abstract
The COVID-19 pandemic represents a threat not only to individuals' physical health but also to their mental health. Self-Determination Theory assumes that the satisfaction of basic psychological needs for autonomy, relatedness and competence promotes psychological well-being during destabilizing times. Yet, the pandemic seriously hampered individuals' opportunities to satisfy their needs. The current study provides a preliminary test of the effectiveness of a 7-session online program, LifeCraft, that promotes individuals' proactive attempts to uplift their need-based experiences (i.e., need crafting). Next to the effects on individuals' need crafting skills, we examined program-effects on adults' need-based experiences and mental health and we explored the role of participants' program engagement. An experimental study among 725 Belgian adults [M age = 51.67 (range = 26 - 85); 68.55% female] was conducted, with an experimental condition of 252 and a control condition of 473 participants. At the level of the entire sample, there was limited evidence for the effectiveness of the program. There were only small immediate program-effects on need crafting and well-being. After taking into account the role of program engagement, findings showed that the program was more beneficial for participants who actively participated, with these participants reporting immediate and stable increases in need crafting, need satisfaction and well-being and decreases in need frustration. Further, changes in need crafting fully mediated changes in need-based experiences and well-being. To conclude, the findings provide initial evidence for the effectiveness of LifeCraft during the COVID-19 pandemic, with active participation being a prerequisite for the program to be effective.
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Affiliation(s)
- Nele Laporte
- Ghent University, Henri Dunantlaan 2, B-9000 Ghent, Belgium
| | | | | | - Bart Soenens
- Ghent University, Henri Dunantlaan 2, B-9000 Ghent, Belgium
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14
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Skaczkowski G, van der Kruk S, Loxton S, Hughes-Barton D, Howell C, Turnbull D, Jensen N, Smout M, Gunn K. Web-Based Interventions to Help Australian Adults Address Depression, Anxiety, Suicidal Ideation, and General Mental Well-being: Scoping Review. JMIR Ment Health 2022; 9:e31018. [PMID: 35133281 PMCID: PMC8864526 DOI: 10.2196/31018] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Revised: 07/23/2021] [Accepted: 08/12/2021] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND A large number of Australians experience mental health challenges at some point in their lives. However, in many parts of Australia, the wait times to see general practitioners and mental health professionals can be lengthy. With increasing internet use across Australia, web-based interventions may help increase access to timely mental health care. As a result, this is an area of increasing research interest, and the number of publicly available web-based interventions is growing. However, it can be confusing for clinicians and consumers to know the resources that are evidence-based and best meet their needs. OBJECTIVE This study aims to scope out the range of web-based mental health interventions that address depression, anxiety, suicidal ideation, or general mental well-being and are freely available to Australian adults, along with their impact, acceptability, therapeutic approach, and key features. METHODS The PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines for scoping reviews (PRISMA-ScR [PRISMA extension for Scoping Reviews]) guided the review process. Keywords for the search were depression, anxiety, suicide, and well-being. The search was conducted using Google as well as the key intervention databases Beacon, Head to Health, and e-Mental Health in Practice. Interventions were deemed eligible if they targeted depression, anxiety, suicidal ideation, or general mental well-being (eg, resilience) in adults; and were web-based, written in English, interactive, free, and publicly available. They also had to be guided by an evidence-based therapeutic approach. RESULTS Overall, 52 eligible programs were identified, of which 9 (17%) addressed depression, 15 (29%) addressed anxiety, 13 (25%) addressed general mental well-being, and 13 (25%) addressed multiple issues. Only 4% (2/52) addressed distress in the form of suicidal ideation. The most common therapeutic approach was cognitive behavioral therapy. Half of the programs guided users through exercises in a set sequence, and most programs enabled users to log in and complete the activities on their own without professional support. Just over half of the programs had been evaluated for their effectiveness in reducing symptoms, and 11% (6/52) were being evaluated at the time of writing. Program evaluation scores ranged from 44% to 100%, with a total average score of 85%. CONCLUSIONS There are numerous web-based programs for depression, anxiety, suicidal ideation, and general well-being, which are freely and publicly available in Australia. However, identified gaps include a lack of available web-based interventions for culturally and linguistically diverse populations and programs that use newer therapeutic approaches such as acceptance and commitment therapy and dialectical behavior therapy. Despite most programs included in this review being of good quality, clinicians and consumers should pay careful attention when selecting which program to recommend and use, as variations in the levels of acceptability and impact of publicly available programs do exist.
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Affiliation(s)
- Gemma Skaczkowski
- Department of Rural Health, Allied Health and Human Performance, University of South Australia, Adelaide, Australia
| | - Shannen van der Kruk
- Department of Rural Health, Allied Health and Human Performance, University of South Australia, Adelaide, Australia
| | - Sophie Loxton
- Department of Rural Health, Allied Health and Human Performance, University of South Australia, Adelaide, Australia
| | - Donna Hughes-Barton
- Department of Rural Health, Allied Health and Human Performance, University of South Australia, Adelaide, Australia
| | - Cate Howell
- Australian Medical Placements Health Education and Training, Adelaide, Australia
- Torrens University, Adelaide, Australia
| | - Deborah Turnbull
- School of Psychology, The University of Adelaide, Adelaide, Australia
- Freemasons Centre for Male Health and Wellbeing, Adelaide, Australia
| | - Neil Jensen
- Freemasons Centre for Male Health and Wellbeing, Adelaide, Australia
| | - Matthew Smout
- Justice and Society, University of South Australia, Adelaide, Australia
| | - Kate Gunn
- Department of Rural Health, Allied Health and Human Performance, University of South Australia, Adelaide, Australia
- Freemasons Centre for Male Health and Wellbeing, Adelaide, Australia
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15
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Paz Castro R, Haug S, Debelak R, Jakob R, Kowatsch T, Schaub MP. Engagement With a Mobile Phone-Based Life Skills Intervention for Adolescents and Its Association With Participant Characteristics and Outcomes: Tree-Based Analysis. J Med Internet Res 2022; 24:e28638. [PMID: 35044309 PMCID: PMC8811696 DOI: 10.2196/28638] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Revised: 09/13/2021] [Accepted: 10/29/2021] [Indexed: 01/16/2023] Open
Abstract
Background Mobile phone–delivered life skills programs are an emerging and promising way to promote mental health and prevent substance use among adolescents, but little is known about how adolescents actually use them. Objective The aim of this study is to determine engagement with a mobile phone–based life skills program and its different components, as well as the associations of engagement with adolescent characteristics and intended substance use and mental health outcomes. Methods We performed secondary data analysis on data from the intervention group (n=750) from a study that compared a mobile phone–based life skills intervention for adolescents recruited in secondary and upper secondary school classes with an assessment-only control group. Throughout the 6-month intervention, participants received 1 SMS text message prompt per week that introduced a life skills topic or encouraged participation in a quiz or individual life skills training or stimulated sharing messages with other program participants through a friendly contest. Decision trees were used to identify predictors of engagement (use and subjective experience). The stability of these decision trees was assessed using a resampling method and by graphical representation. Finally, associations between engagement and intended substance use and mental health outcomes were examined using logistic and linear regression analyses. Results The adolescents took part in half of the 50 interactions (mean 23.6, SD 15.9) prompted by the program, with SMS text messages being the most used and contests being the least used components. Adolescents who did not drink in a problematic manner and attended an upper secondary school were the ones to use the program the most. Regarding associations between engagement and intended outcomes, adolescents who used the contests more frequently were more likely to be nonsmokers at follow-up than those who did not (odds ratio 0.86, 95% CI 0.76-0.98; P=.02). In addition, adolescents who read the SMS text messages more attentively were less likely to drink in a problematic manner at follow-up (odds ratio 0.43, 95% CI 1.29-3.41; P=.003). Finally, participants who used the program the most and least were more likely to increase their well-being from baseline to 6-month follow-up compared with those with average engagement (βs=.39; t586=2.66; P=.008; R2=0.24). Conclusions Most of the adolescents participating in a digital life skills program that aimed to prevent substance use and promote mental health engaged with the intervention. However, measures to increase engagement in problem drinkers should be considered. Furthermore, efforts must be made to ensure that interventions are engaging and powerful across different educational levels. First results indicate that higher engagement with digital life skills programs could be associated with intended outcomes. Future studies should apply further measures to improve the reach of lower-engaged participants at follow-up to establish such associations with certainty.
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Affiliation(s)
- Raquel Paz Castro
- Swiss Research Institute for Public Health and Addiction, University of Zurich, Zurich, Switzerland
| | - Severin Haug
- Swiss Research Institute for Public Health and Addiction, University of Zurich, Zurich, Switzerland
| | - Rudolf Debelak
- Department of Psychology, Psychological Methods, Evaluation and Statistics, University of Zurich, Zurich, Switzerland.,Wilhelm Wundt Institute for Psychology, University of Leipzig, Leipzig, Germany
| | - Robert Jakob
- Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland
| | - Tobias Kowatsch
- Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.,Centre for Digital Health Interventions, Institute of Technology Management, University of St.Gallen, St.Gallen, Switzerland
| | - Michael P Schaub
- Swiss Research Institute for Public Health and Addiction, University of Zurich, Zurich, Switzerland
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16
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Maenhout L, Peuters C, Cardon G, Compernolle S, Crombez G, DeSmet A. Participatory Development and Pilot Testing of an Adolescent Health Promotion Chatbot. Front Public Health 2021; 9:724779. [PMID: 34858919 PMCID: PMC8632020 DOI: 10.3389/fpubh.2021.724779] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Accepted: 10/13/2021] [Indexed: 11/13/2022] Open
Abstract
Background: The use of chatbots may increase engagement with digital behavior change interventions in youth by providing human-like interaction. Following a Person-Based Approach (PBA), integrating user preferences in digital tool development is crucial for engagement, whereas information on youth preferences for health chatbots is currently limited. Objective: The aim of this study was to gain an in-depth understanding of adolescents' expectations and preferences for health chatbots and describe the systematic development of a health promotion chatbot. Methods: Three studies in three different stages of PBA were conducted: (1) a qualitative focus group study (n = 36), (2) log data analysis during pretesting (n = 6), and (3) a mixed-method pilot testing (n = 73). Results: Confidentiality, connection to youth culture, and preferences when referring to other sources were important aspects for youth in chatbots. Youth also wanted a chatbot to provide small talk and broader support (e.g., technical support with the tool) rather than specifically in relation to health behaviors. Despite the meticulous approach of PBA, user engagement with the developed chatbot was modest. Conclusion: This study highlights that conducting formative research at different stages is an added value and that adolescents have different chatbot preferences than adults. Further improvement to build an engaging chatbot for youth may stem from using living databases.
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Affiliation(s)
- Laura Maenhout
- Department of Movement and Sports Sciences, Ghent University, Ghent, Belgium.,Department of Experimental-Clinical and Health Psychology, Ghent University, Ghent, Belgium.,Research Foundation Flanders (FWO), Brussels, Belgium
| | - Carmen Peuters
- Department of Movement and Sports Sciences, Ghent University, Ghent, Belgium.,Department of Experimental-Clinical and Health Psychology, Ghent University, Ghent, Belgium
| | - Greet Cardon
- Department of Movement and Sports Sciences, Ghent University, Ghent, Belgium
| | - Sofie Compernolle
- Department of Movement and Sports Sciences, Ghent University, Ghent, Belgium.,Research Foundation Flanders (FWO), Brussels, Belgium
| | - Geert Crombez
- Department of Experimental-Clinical and Health Psychology, Ghent University, Ghent, Belgium
| | - Ann DeSmet
- Faculty of Psychology and Educational Sciences, Université Libre de Bruxelles, Brussels, Belgium.,Department of Communication Studies, Faculty of Social Sciences, University of Antwerp, Antwerp, Belgium
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17
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Gan DZQ, McGillivray L, Han J, Christensen H, Torok M. Effect of Engagement With Digital Interventions on Mental Health Outcomes: A Systematic Review and Meta-Analysis. Front Digit Health 2021; 3:764079. [PMID: 34806079 PMCID: PMC8599127 DOI: 10.3389/fdgth.2021.764079] [Citation(s) in RCA: 66] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Accepted: 09/29/2021] [Indexed: 01/19/2023] Open
Abstract
Digital mental health interventions (DMHIs) present a promising way to address gaps in mental health service provision. However, the relationship between user engagement and outcomes in the context of these interventions has not been established. This study addressed the current state of evidence on the relationship between engagement with DMHIs and mental health outcomes. MEDLINE, PsycINFO, and EmBASE databases were searched from inception to August 1, 2021. Original or secondary analyses of randomized controlled trials (RCTs) were included if they examined the relationship between DMHI engagement and post-intervention outcome(s). Thirty-five studies were eligible for inclusion in the narrative review and 25 studies had sufficient data for meta-analysis. Random-effects meta-analyses indicated that greater engagement was significantly associated with post-intervention mental health improvements, regardless of whether this relationship was explored using correlational [r = 0.24, 95% CI (0.17, 0.32), Z = 6.29, p < 0.001] or between-groups designs [Hedges' g = 0.40, 95% CI (0.097, 0.705), p = 0.010]. This association was also consistent regardless of intervention type (unguided/guided), diagnostic status, or mental health condition targeted. This is the first review providing empirical evidence that engagement with DMHIs is associated with therapeutic gains. Implications and future directions are discussed. Systematic Review Registration: PROSPERO, identifier: CRD 42020184706.
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Affiliation(s)
- Daniel Z Q Gan
- Black Dog Institute, University of New South Wales, Sydney, NSW, Australia
| | - Lauren McGillivray
- Black Dog Institute, University of New South Wales, Sydney, NSW, Australia
| | - Jin Han
- Black Dog Institute, University of New South Wales, Sydney, NSW, Australia
| | - Helen Christensen
- Black Dog Institute, University of New South Wales, Sydney, NSW, Australia
| | - Michelle Torok
- Black Dog Institute, University of New South Wales, Sydney, NSW, Australia
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18
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Mohr DC, Kwasny MJ, Meyerhoff J, Graham AK, Lattie EG. The effect of depression and anxiety symptom severity on clinical outcomes and app use in digital mental health treatments: Meta-regression of three trials. Behav Res Ther 2021; 147:103972. [PMID: 34600398 DOI: 10.1016/j.brat.2021.103972] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2021] [Revised: 09/17/2021] [Accepted: 09/21/2021] [Indexed: 10/20/2022]
Abstract
A large number of trials have consistently shown that guided digital mental health treatments (DMHTs) are effective for depression and anxiety. As DMHTs are adopted by healthcare organizations, payers, and employers, they are often considered most appropriate for people with mild-to-moderate levels of symptom severity. Thus, the aim of this study was to examine the effects of symptom severity on depression and anxiety outcomes and app use across three trials of a guided DMHT, IntelliCare. Participants were categorized into mild, moderate, moderately severe, and severe symptom severity groups on depression and anxiety. All symptom severity groups showed significant reductions in depression and anxiety in a clear ordinal pattern, with the mild symptom severity group showing the smallest changes and the severe symptom group showing the largest improvements. Those with the lowest levels of educational attainment showed the largest symptom improvement. Baseline symptom severity was not significantly related to app use. App use was significantly related to depression and anxiety outcomes. These findings suggest that depression and anxiety symptom severity is not useful in determining who should be referred to a guided DMHT.
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Affiliation(s)
- David C Mohr
- Center for Behavioral Intervention Technologies, Northwestern University, Chicago, IL, USA.
| | - Mary J Kwasny
- Center for Behavioral Intervention Technologies, Northwestern University, Chicago, IL, USA
| | - Jonah Meyerhoff
- Center for Behavioral Intervention Technologies, Northwestern University, Chicago, IL, USA
| | - Andrea K Graham
- Center for Behavioral Intervention Technologies, Northwestern University, Chicago, IL, USA
| | - Emily G Lattie
- Center for Behavioral Intervention Technologies, Northwestern University, Chicago, IL, USA
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19
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Bischoff LL, Baumann H, Meixner C, Nixon P, Wollesen B. App-Tailoring Requirements to Increase Stress Management Competencies Within Families: Cross-sectional Survey Study. J Med Internet Res 2021; 23:e26376. [PMID: 34328439 PMCID: PMC8367136 DOI: 10.2196/26376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Revised: 03/24/2021] [Accepted: 05/04/2021] [Indexed: 11/13/2022] Open
Abstract
Background Families experiencing high levels of psychological distress are considered a particularly vulnerable population for adverse effects on mental and physical health. Moreover, highly stressed individuals engage less in mental health promoting activities and show low stress management competencies. App-based stress interventions seem promising for the treatment and prevention of stress outcomes and might be a low-threshold solution. Objective The aim of this study was to identify the requirements for a tailored app to reduce stress in a cohort of highly stressed families that have low stress management skills. Methods Parents (n=1008; age: mean 47.7 years, SD 6.1; female: 599/1008, 59.7%) completed an extensive web-based survey and were subdivided into a target (stressed individuals with low stress competency) and nontarget group according to their reported stress level and stress management competencies. Group differences were analyzed using analysis of variance. In principal component analysis with Kaiser varimax rotation, personally defined stress management goals were grouped into components. Linear regression models were also calculated. Results A 3-factor solution cumulatively explained 56% of the variance in personally defined goals of interest for stress management with (1) active strategies (25.61% explained variance), (2) general competency (17.95% explained variance) and (3) passive strategies (12.45% explained variance). The groups differed in age (F1,978=27.67, P<.001), health index (F1,958=246.14, P<.001), personally defined general-competency goal (F1,958=94.16 P<.001), as well as “information acquisition” (F1,971=14.75, P<.001) and “need for stimulation” (F1,981=54.49, P<.001) personality traits. A regression model showed that for the active strategies goals of interest, only app feature information or instructional videos had a significant effect (P=.02). The general competency factor showed none, and the passive strategies factor showed significant effects for 2 app features—suggestions for planning possible activities with the family (P=.01) and diaries for documentation and development of strategies (P=.03). Conclusions The results of this survey study highlight the need to develop an app to increase stress management competencies that takes into consideration perceived stress level, stress management skills, personality, and personally defined goals of the user. The content of the app should be tailored to previously detected personality traits, especially selective information acquisition and low need for stimulation. Furthermore, personally defined stress management goals seem to affect interest in some features.
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Affiliation(s)
- Laura Luise Bischoff
- Department of Movement Science, Faculty of Psychology and Human Movement, University of Hamburg, Hamburg, Germany
| | - Hannes Baumann
- Department of Movement Science, Faculty of Psychology and Human Movement, University of Hamburg, Hamburg, Germany
| | - Charlotte Meixner
- Department of Movement Science, Faculty of Psychology and Human Movement, University of Hamburg, Hamburg, Germany
| | - Patricia Nixon
- Fitbase Institute for Online Prevention GmbH, Hamburg, Germany
| | - Bettina Wollesen
- Department of Movement Science, Faculty of Psychology and Human Movement, University of Hamburg, Hamburg, Germany.,Biopsychology and Neuroergonomics, Technical University of Berlin, Berlin, Germany
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20
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Anttila M, Lantta T, Ylitalo M, Kurki M, Kuuskorpi M, Välimäki M. Impact and Feasibility of Information Technology to Support Adolescent Well-Being and Mental Health at School: A Quasi-Experimental Study. J Multidiscip Healthc 2021; 14:1741-1753. [PMID: 34262287 PMCID: PMC8275109 DOI: 10.2147/jmdh.s311788] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Accepted: 06/17/2021] [Indexed: 01/10/2023] Open
Abstract
Purpose Health-related behaviors that arise during adolescence can have important, sometimes lifelong, implications on a person’s health. Psychiatric and neurodevelopmental diagnoses among minors have increased, and the related depressive symptoms may negatively affect quality of life. There is great potential for information technology (IT) to benefit the area of mental health for adolescents, and schools can serve as a setting in which this can be done. We tested whether the IT-based program “DepisNet” could be used as a universal school-based program to support adolescents’ well-being and mental health. Patients and Methods We used a quasi-experimental, pre-post design with two preference arms (intervention and control groups). The study setting comprised two lower secondary schools (N=151 adolescents) in one city in Finland. To analyze the impact of the program, we compared the changes in the outcome measures between the two groups using T-tests and Mann–Whitney U-tests. We analyzed the changes within the groups using T-tests and Wilcoxon tests. Results Our analysis revealed no statistically significant differences between the groups in any of the outcomes (depression, quality of life, self-esteem, self-efficacy). Regarding adolescents’ quality of life, the observed change was more positive in the intervention group, compared to that of the control group (change mean 1.36 vs −0.49), although statistical significance was not achieved (p=0.10). Our results indicated encouraging results related to the feasibility components: adherence and acceptance. Conclusion Universal interventions and programs that relate to adolescent well-being and mental health can be integrated into school curricula to promote the awareness of adolescents’ general well-being and mental health issues.
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Affiliation(s)
- Minna Anttila
- Department of Nursing Science, University of Turku, Turku, Southwest Finland, Finland
| | - Tella Lantta
- Department of Nursing Science, University of Turku, Turku, Southwest Finland, Finland
| | - Milla Ylitalo
- Department of Nursing Science, University of Turku, Turku, Southwest Finland, Finland.,Laurea University of Applied Sciences, Vantaa, Uusimaa Region, Finland
| | - Marjo Kurki
- Department of Nursing Science, University of Turku, Turku, Southwest Finland, Finland.,Itla Children's Foundation, Helsinki, Uusimaa Region, Finland
| | - Marko Kuuskorpi
- Piikkiö comprehensive school, Kaarina, Southwest Finland, Finland
| | - Maritta Välimäki
- Department of Nursing Science, University of Turku, Turku, Southwest Finland, Finland.,Xiangya School of Nursing, Central South University, Changsha, Hunan, People's Republic of China
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21
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O'Dea B, Subotic-Kerry M, King C, Mackinnon AJ, Achilles MR, Anderson M, Parker B, Werner-Seidler A, Torok M, Cockayne N, Baker ST, Christensen H. A cluster randomised controlled trial of a web-based youth mental health service in Australian schools. THE LANCET REGIONAL HEALTH. WESTERN PACIFIC 2021; 12:100178. [PMID: 34527971 PMCID: PMC8356132 DOI: 10.1016/j.lanwpc.2021.100178] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/21/2021] [Revised: 05/07/2021] [Accepted: 05/18/2021] [Indexed: 01/02/2023]
Abstract
BACKGROUND Secondary schools have attempted to address gaps in help-seeking for mental health problems with little success. This trial evaluated the effectiveness of a universal web-based service (Smooth Sailing) for improving help-seeking intentions for mental health problems and other related outcomes among students. METHODS A cluster randomised controlled trial was conducted to evaluate the 12-week outcomes of the Smooth Sailing service among 1841 students from 22 secondary schools in New South Wales, Australia. Assignment was conducted at the school level. The control condition received school-as-usual. The primary outcome was help-seeking intentions for general mental health problems at 12-weeks post-baseline. Secondary outcomes included help-seeking behaviour, anxiety and depressive symptoms, psychological distress, psychological barriers to help-seeking, and mental health literacy. Data were analysed using mixed linear models. This trial was registered with the Australian and New Zealand Clinical Trials Registry (ACTRN12618001539224). FINDINGS At 12-weeks post-baseline, there was a marginal statistical difference in the relative means of help-seeking intentions (effect size=0•10, 95%CI: -0•02-0•21) that favoured the intervention condition. Help-seeking from adults declined in both conditions. There was a greater reduction in the number of students who "needed support for their mental health but were not seeking help" in the intervention condition (OR: 2•08, 95%CI: 1•72-2.27, P<•0001). No other universal effects were found. Participants found the service easy to use and understand; However, low motivation, time, forgetfulness, and lack of perceived need were barriers to use. INTERPRETATION Smooth Sailing led to small improvements in help-seeking intentions. Refinements are needed to improve its effectiveness on other mental health outcomes and to increase student uptake and engagement. FUNDING HSBC and Graf Foundation.
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Affiliation(s)
- Bridianne O'Dea
- Black Dog Institute, Hospital Road, Randwick, NSW, Australia, 2031
- Faculty of Medicine, University of New South Wales, High Street, Kensington, NSW, Australia 2052
| | | | - Catherine King
- Black Dog Institute, Hospital Road, Randwick, NSW, Australia, 2031
| | | | | | - Melissa Anderson
- Black Dog Institute, Hospital Road, Randwick, NSW, Australia, 2031
| | - Belinda Parker
- Black Dog Institute, Hospital Road, Randwick, NSW, Australia, 2031
| | - Aliza Werner-Seidler
- Black Dog Institute, Hospital Road, Randwick, NSW, Australia, 2031
- Faculty of Medicine, University of New South Wales, High Street, Kensington, NSW, Australia 2052
| | - Michelle Torok
- Black Dog Institute, Hospital Road, Randwick, NSW, Australia, 2031
- Faculty of Medicine, University of New South Wales, High Street, Kensington, NSW, Australia 2052
| | - Nicole Cockayne
- Black Dog Institute, Hospital Road, Randwick, NSW, Australia, 2031
- Faculty of Medicine, University of New South Wales, High Street, Kensington, NSW, Australia 2052
| | - Simon T.E. Baker
- Black Dog Institute, Hospital Road, Randwick, NSW, Australia, 2031
| | - Helen Christensen
- Black Dog Institute, Hospital Road, Randwick, NSW, Australia, 2031
- Faculty of Medicine, University of New South Wales, High Street, Kensington, NSW, Australia 2052
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22
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Hämäläinen T, Kaipainen K, Lappalainen P, Puolakanaho A, Keinonen K, Lappalainen R, Kiuru N. Usage activity, perceived usefulness, and satisfaction in a web-based acceptance and commitment therapy program among Finnish ninth-grade adolescents. Internet Interv 2021; 25:100421. [PMID: 34401380 PMCID: PMC8350586 DOI: 10.1016/j.invent.2021.100421] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Revised: 06/21/2021] [Accepted: 06/22/2021] [Indexed: 01/07/2023] Open
Abstract
Understanding adolescent usage activity and experiences in web-based psychological intervention programs helps in developing universal programs that can be adopted for promotion of adolescent well-being and prevention of mental health problems. This study examined the usage activity, perceived usefulness (i.e., learning of mindfulness, acceptance and value-related skills), and program satisfaction of 157 Finnish ninth-grade adolescents, who participated in a school-based five-week universal acceptance and commitment therapy web intervention called Youth Compass. Individual and growth environment-related antecedents were measured before the five-week intervention, adolescents' usage activity during the intervention, and perceived usefulness and satisfaction after the intervention. The results showed that female adolescents and adolescents with high self-regulation were more active program users and had more positive experiences of the program. Most of the adolescents used the program on at least a moderate level and perceived it to be moderately or highly useful and satisfactory. Four subgroups of adolescents were identified based on their usage activity, perceived usefulness, and satisfaction: adolescents in the satisfied group (41%) had average activity and high perceived usefulness and intervention satisfaction, the dissatisfied group (18%) had low activity and very low perceived usefulness and intervention satisfaction, the active group (8%) had very high activity and average perceived usefulness and intervention satisfaction, and the moderate group (33%) had average activity, perceived usefulness and intervention satisfaction. Gender, academic achievement, closeness to mother and teacher, and conflict with teacher were significantly related to subgroup membership. The results suggested that adolescent usage activity, perceived usefulness, and satisfaction with the Youth Compass program may to some extent be predicted based on different factors.
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Affiliation(s)
- Tetta Hämäläinen
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Finland,Corresponding author at: Department of Psychology, University of Jyväskylä, P.O. Box 35, 40014 Jyväskylä, Finland.
| | - Kirsikka Kaipainen
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Finland,Faculty of Information Technology and Communication Sciences, Tampere University, Finland
| | - Päivi Lappalainen
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Finland
| | - Anne Puolakanaho
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Finland
| | - Katariina Keinonen
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Finland
| | - Raimo Lappalainen
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Finland
| | - Noona Kiuru
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, Finland
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23
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Geirhos A, Lunkenheimer F, Holl RW, Minden K, Schmitt A, Temming S, Baumeister H, Domhardt M. Involving patients' perspective in the development of an internet- and mobile-based CBT intervention for adolescents with chronic medical conditions: Findings from a qualitative study. Internet Interv 2021; 24:100383. [PMID: 33816129 PMCID: PMC8008172 DOI: 10.1016/j.invent.2021.100383] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/07/2020] [Revised: 01/05/2021] [Accepted: 03/07/2021] [Indexed: 01/01/2023] Open
Abstract
OBJECTIVE A user-centered approach is critical for increasing the adherence to and effectiveness of an internet- and mobile-based intervention program. Therefore, potential future intervention users were involved in the development of an internet- and mobile-based cognitive behavioral therapy program (iCBT) for adolescents and young adults (AYA) with chronic medical conditions and comorbid symptoms of anxiety or depression. We aimed to identify challenges and coping strategies of the intended target group, as well as their needs and preferred intervention characteristics for an iCBT program. METHODS Twenty AYA (aged 14-20, 60% females) with either type 1 diabetes (55%), juvenile idiopathic arthritis (25%) or cystic fibrosis (20%) were interviewed in condition-specific focus groups (4-11 participants per group) either via videoconferencing or face-to-face. Transcript verbatim data was analyzed using content analysis. RESULTS Frequently reported disease-specific burdens were among others fear of disease progression, non-acceptance of disease and stressful incidents related to and aversions against medical therapy. Most frequently reported coping strategies included, seeking social support and accepting the disease. Recommendations for the content of an iCBT for comorbid symptoms of anxiety and depression comprised: dealing with disease-related fears and getting advice on health-promoting lifestyles. iCBT characteristics considered preferable by participants were: providing individual feedback by a real-person; implementation of a feature to monitor treatment progress; youthful and varied content presentation; time per session not exceeding 1 h; non-involvement of parents. A mobile-based reminder feature was considered useful, and individual tailoring and self-determination of iCBT content was considered desirable. CONCLUSIONS The findings highlight important patient perspectives and age-specific recommendations which can help design more optimal iCBT interventions for AYA with chronic medical conditions.
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Affiliation(s)
- Agnes Geirhos
- Department of Clinical Psychology and Psychotherapy, Institute of Psychology and Education, Ulm University, Lise-Meitner-Straße 16, 89081 Ulm, Germany,Corresponding author at: Ulm University, Faculty of Engineering, Computer Science and Psychology, Institute of Psychology and Education, Department of Clinical Psychology and Psychotherapy, Lise-Meitner-Straße 16, 89081 Ulm, Germany.
| | - Frederike Lunkenheimer
- Department of Clinical Psychology and Psychotherapy, Institute of Psychology and Education, Ulm University, Lise-Meitner-Straße 16, 89081 Ulm, Germany
| | - Reinhard W. Holl
- Institute of Epidemiology and Medical Biometry, ZIBMT, Ulm University, Albert-Einstein-Allee 41, 89081 Ulm, Germany,German Center for Diabetes Research (DZD), Ingolstädter Landstraße 1, 85764 Munich, Neuherberg, Germany
| | - Kirsten Minden
- Charité University Medicine Berlin, Augustenburger Platz 1, 13353 Berlin, Germany,German Rheumatism Research Centre, Charitéplatz 1, 10117 Berlin, Germany
| | - Andreas Schmitt
- German Center for Diabetes Research (DZD), Ingolstädter Landstraße 1, 85764 Munich, Neuherberg, Germany,Research Institute of the Diabetes Academy Mergentheim, Diabetes Center Mergentheim (DZM), Theodor-Klotzbücher-Str. 12, 97980 Bad Mergentheim, Germany
| | - Svenja Temming
- Charité University Medicine Berlin, Augustenburger Platz 1, 13353 Berlin, Germany
| | - Harald Baumeister
- Department of Clinical Psychology and Psychotherapy, Institute of Psychology and Education, Ulm University, Lise-Meitner-Straße 16, 89081 Ulm, Germany
| | - Matthias Domhardt
- Department of Clinical Psychology and Psychotherapy, Institute of Psychology and Education, Ulm University, Lise-Meitner-Straße 16, 89081 Ulm, Germany
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24
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Do R, Lee S, Kim JS, Cho M, Shin H, Jang M, Shin MS. Effectiveness and dissemination of computer-based cognitive behavioral therapy for depressed adolescents: Effective and accessible to whom? J Affect Disord 2021; 282:885-893. [PMID: 33601732 DOI: 10.1016/j.jad.2020.12.177] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/29/2020] [Revised: 11/04/2020] [Accepted: 12/23/2020] [Indexed: 12/15/2022]
Abstract
BACKGROUND The aim of this study was to investigate the effectiveness of a Computer-based Cognitive Behavioral Therapy (CCBT) and identify the characteristics of depressed adolescents that participated in the CCBT program. METHODS Screening tests for depression and help-seeking variables were conducted in school-aged Korean adolescents (n= 376, mean age=15.71 years, 53.7% female). The number of adolescents that scored above the threshold for mild depression (PHQ-9, CES-D) was 139. Fifty adolescents agreed to participate in the randomized controlled trial (RCT) of CCBT program. Twenty-five adolescents were randomly assigned to the treatment group, and the other 25 to the waitlist control group. The treatment group engaged in CCBT with therapeutic support. To identify variables affecting the outcomes, the quality of their homework compliance also was assessed. RESULTS Participants (n=50) who agreed to participate in the CCBT program demonstrated different help-seeking attitudes - a greater recognition of the need for help and lower interpersonal openness - compared to the adolescents (n=87) who did not participate (t = -2.93, p < .01; t = 3.50, p < .001). The treatment group showed significant improvements in depression, self-esteem, and quality of life compared to the waitlist group. Adolescents with high homework compliance showed a significant decrease in the depression scores compared to adolescents with low homework compliance. LIMITATIONS Small sample size, no follow-up assessments. CONCLUSION CCBT could be an effective alternative for depressed adolescents, especially those who tend to have low interpersonal openness. To improve the effects of CCBT, therapeutic support needs to be provided.
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Affiliation(s)
- Ryemi Do
- Department of Clinical Medical Sciences, Seoul National University, College of Medicine, Seoul, Republic of Korea
| | - Songyi Lee
- Biomedical Research Institute, Seoul National University Hospital, Seoul, Republic of Korea
| | - Jee-Soo Kim
- Department of Child and Adolescent Psychiatry, Seoul National University Hospital, Seoul, Republic of Korea
| | - Minji Cho
- Department of Child and Adolescent Psychiatry, Seoul National University Hospital, Seoul, Republic of Korea
| | - Hanbyul Shin
- Department of Child and Adolescent Psychiatry, Seoul National University Hospital, Seoul, Republic of Korea
| | - Mirae Jang
- Department of Child and Adolescent Psychiatry, Seoul National University Hospital, Seoul, Republic of Korea
| | - Min-Sup Shin
- Department of Psychiatry, Seoul National University, College of Medicine, Seoul, Republic of Korea.
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25
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Rigabert A, Motrico E, Moreno-Peral P, Resurrección DM, Conejo-Cerón S, Cuijpers P, Martín-Gómez C, López-Del-Hoyo Y, Bellón JÁ. Effectiveness of online psychological and psychoeducational interventions to prevent depression: Systematic review and meta-analysis of randomized controlled trials. Clin Psychol Rev 2020; 82:101931. [PMID: 33137611 DOI: 10.1016/j.cpr.2020.101931] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Revised: 08/16/2020] [Accepted: 10/13/2020] [Indexed: 02/08/2023]
Abstract
Although evidence exists for the efficacy of interventions to prevent depression, little is known about its prevention through online interventions. We aim to assess the effectiveness of online psychological and psychoeducational interventions to prevent depression in heterogeneous populations. A systematic review and meta-analysis of randomized controlled trials (RCTs) was conducted based on literature searches in eight electronic data bases and other sources from inception to 22 July 2019. Of the 4181 abstracts reviewed, 501 were selected for full-text review, and 21 RCTs met the inclusion criteria, representing 10,134 participants from 11 countries and four continents. The pooled SMD was -0·26 (95%CI: -0·36 to -0·16; p < 0.001) and sensitivity analyses confirmed the robustness of this result. We did not find publication bias but there was substantial heterogeneity (I2 = 72%; 95%CI, 57% to 82%). A meta-regression including three variables explained 81% of the heterogeneity. Indicated prevention and interactive website delivery were statistically associated with higher effectiveness, and no association was observed with risk of bias. Online psychological and psychoeducational interventions have a small effect in reducing depressive symptoms in non-depressed and varied populations, and the quality of evidence is moderate. Given that these types of interventions are very accessible and can be applied on a wide scale, they should be further developed and implemented. Registration details: Registration number (PROSPERO): CRD42014014804.
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Affiliation(s)
- Alina Rigabert
- Department of Psychology, Universidad Loyola Andalucía, Seville, Spain; Fundación Andaluza Beturia para la Investigación en Salud, Huelva, Spain
| | - Emma Motrico
- Department of Psychology, Universidad Loyola Andalucía, Seville, Spain; Prevention and Health Promotion Research Network (redIAPP), ISCIII, Spain.
| | - Patricia Moreno-Peral
- Prevention and Health Promotion Research Network (redIAPP), ISCIII, Spain; Institute of Biomedical Research in Málaga (IBIMA), Málaga, Spain; Research Unit, Primary Care District of Málaga-Guadalhorce, Málaga, Spain
| | | | - Sonia Conejo-Cerón
- Prevention and Health Promotion Research Network (redIAPP), ISCIII, Spain; Institute of Biomedical Research in Málaga (IBIMA), Málaga, Spain; Research Unit, Primary Care District of Málaga-Guadalhorce, Málaga, Spain
| | - Pim Cuijpers
- Department of Clinical, Neuro and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, the Netherlands
| | | | - Yolanda López-Del-Hoyo
- Prevention and Health Promotion Research Network (redIAPP), ISCIII, Spain; Instituto de Investigación Sanitaria de Aragón, Universidad de Zaragoza, Spain
| | - Juan Ángel Bellón
- Prevention and Health Promotion Research Network (redIAPP), ISCIII, Spain; Institute of Biomedical Research in Málaga (IBIMA), Málaga, Spain; Research Unit, Primary Care District of Málaga-Guadalhorce, Málaga, Spain; El Palo Health Center, Andalusian Health Service (SAS), Málaga, Spain; Department of Public Health and Psychiatry, University of Málaga (UMA), Spain
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26
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Wong CA, Madanay F, Ozer EM, Harris SK, Moore M, Master SO, Moreno M, Weitzman ER. Digital Health Technology to Enhance Adolescent and Young Adult Clinical Preventive Services: Affordances and Challenges. J Adolesc Health 2020; 67:S24-S33. [PMID: 32718511 DOI: 10.1016/j.jadohealth.2019.10.018] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/11/2018] [Revised: 08/13/2019] [Accepted: 10/18/2019] [Indexed: 11/28/2022]
Abstract
The lives of adolescents and young adults (AYAs) have become increasingly intertwined with technology. In this scoping review, studies about digital health tools are summarized in relation to five key affordances-social, cognitive, identity, emotional, and functional. Consideration of how a platform or tool exemplifies these affordances may help clinicians and researchers achieve the goal of using digital health technology to enhance clinical preventive services for AYAs. Across these five affordances, considerable research and development activity exists accompanied by signs of high promise, although the literature primarily reflects demonstration studies of acceptability or small sample experiments to discern impact. Digital health technology may afford an array of functions, yet its potential to enhance AYA clinical preventive services is met with three key challenges. The challenges discussed in this review are the disconnectedness between digital health tools and clinical care, threats to AYA privacy and security, and difficulty identifying high-value digital health products for AYA. The data presented are synthesized in calls to action for the use of digital health technology to enhance clinical preventive services and to ensure that the digital health ecosystem is relevant, effective, safe, and purposed for meeting the health needs of AYA.
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Affiliation(s)
- Charlene A Wong
- Division of Primary Care, Department of Pediatrics, Duke University School of Medicine, Durham, North Carolina; Duke-Robert J. Margolis, MD, Center for Health Policy, Durham, North Carolina; Duke Clinical Research Institute, Durham, North Carolina; Duke Sanford School of Public Policy, Durham, North Carolina.
| | - Farrah Madanay
- Duke-Robert J. Margolis, MD, Center for Health Policy, Durham, North Carolina; Duke Sanford School of Public Policy, Durham, North Carolina
| | - Elizabeth M Ozer
- Division of Adolescent and Young Adult Medicine, Department of Pediatrics, University of California, San Francisco, California; Office of Diversity and Outreach, University of California, San Francisco, California
| | - Sion K Harris
- Division of Adolescent and Young Adult Medicine, Boston Children's Hospital, Boston, Massachusetts; Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
| | - Megan Moore
- Duke-Robert J. Margolis, MD, Center for Health Policy, Durham, North Carolina
| | - Samuel O Master
- Section of Adolescent Medicine, Department of Pediatrics, Columbia University Irving Medical Center, New York, New York; NewYork-Presbyterian Hospital, New York, New York
| | - Megan Moreno
- Department of Pediatrics, University of Wisconsin-Madison, Madison, Wisconsin
| | - Elissa R Weitzman
- Division of Adolescent and Young Adult Medicine, Boston Children's Hospital, Boston, Massachusetts; Department of Pediatrics, Harvard Medical School, Boston, Massachusetts
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27
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Achilles MR, Anderson M, Li SH, Subotic-Kerry M, Parker B, O'Dea B. Adherence to e-mental health among youth: Considerations for intervention development and research design. Digit Health 2020; 6:2055207620926064. [PMID: 32547775 PMCID: PMC7249594 DOI: 10.1177/2055207620926064] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Accepted: 03/15/2020] [Indexed: 12/20/2022] Open
Abstract
E-mental health programmes have great potential to provide young people with
access to mental health support. However, it is commonly reported that adherence
to these programmes is low. Low adherence can be problematic, particularly if
young people do not receive the full benefits of a programme. In a research
trial setting, non-adherence to treatment recommendations can prevent
researchers from drawing strong conclusions about effectiveness. Although
adherence has been recognised as an issue in need of attention, many of the
reviews available are focused on adults and lack clear direction towards what
strategies to employ. This paper presents a broad review of the adherence
literature, focusing on factors associated with improving adherence to e-mental
health among youth. Our view on the key elements to improve adherence identified
from the existing literature are presented, and key recommendations for e-mental
health intervention design are provided. These include: developing and
communicating adherence guidelines based on individuals’ needs and symptom
severity, including customisable features to provide a tailored experience and
promote a sense of agency, including engagement checks and adopting a
user-centred approach by utilising strategies such as co-design. This paper
provides guidance to intervention designers and researchers by outlining
recommendations and considerations for intervention development and research
design.
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Affiliation(s)
| | | | - Sophie H Li
- Black Dog Institute, Prince of Wales Hospital, Australia.,School of Psychology, University of New South Wales, Australia
| | | | - Belinda Parker
- Black Dog Institute, Prince of Wales Hospital, Australia
| | - Bridianne O'Dea
- Black Dog Institute, Prince of Wales Hospital, Australia.,School of Psychology, University of New South Wales, Australia
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28
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Radomski AD, Bagnell A, Curtis S, Hartling L, Newton AS. Examining the Usage, User Experience, and Perceived Impact of an Internet-Based Cognitive Behavioral Therapy Program for Adolescents With Anxiety: Randomized Controlled Trial. JMIR Ment Health 2020; 7:e15795. [PMID: 32022692 PMCID: PMC7055748 DOI: 10.2196/15795] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/07/2019] [Revised: 12/02/2019] [Accepted: 12/16/2019] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Internet-based cognitive behavioral therapy (iCBT) increases treatment access for adolescents with anxiety; however, completion rates of iCBT programs are typically low. Understanding adolescents' experiences with iCBT, what program features and changes in anxiety (minimal clinically important difference [MCID]) are important to them, may help explain and improve iCBT program use and impact. OBJECTIVE Within a randomized controlled trial comparing a six-session iCBT program for adolescent anxiety, Being Real, Easing Anxiety: Tools Helping Electronically (Breathe), with anxiety-based resource webpages, we aimed to (1) describe intervention use among adolescents allocated to Breathe or webpages and those who completed postintervention assessments (Breathe or webpage respondents); (2) describe and compare user experiences between groups; and (3) calculate an MCID for anxiety and explore relationships between iCBT use, experiences, and treatment response among Breathe respondents. METHODS Enrolled adolescents with self-reported anxiety, aged 13 to 19 years, were randomly allocated to Breathe or webpages. Self-reported demographics and anxiety symptoms (Multidimensional Anxiety Scale for Children-2nd edition [MASC-2]) were collected preintervention. Automatically-captured Breathe or webpage use and self-reported symptoms and experiences (User Experience Questionnaire for Internet-based Interventions) were collected postintervention. Breathe respondents also reported their perceived change in anxiety (Global Rating of Change Scale [GRCS]) following program use. Descriptive statistics summarized usage and experience outcomes, and independent samples t tests and correlations examined relationships between them. The MCID was calculated using the mean MASC-2 change score among Breathe respondents reporting somewhat better anxiety on the GRCS. RESULTS Adolescents were mostly female (382/536, 71.3%), aged 16.6 years (SD 1.7), with very elevated anxiety (mean 92.2, SD 18.1). Intervention use was low for adolescents allocated to Breathe (mean 2.2 sessions, SD 2.3; n=258) or webpages (mean 2.1 visits, SD 2.7; n=278), but was higher for Breathe (median 6.0, range 1-6; 81/258) and webpage respondents (median 2.0, range 1-9; 148/278). Total user experience was significantly more positive for Breathe than webpage respondents (P<.001). Breathe respondents reported program design and delivery factors that may have challenged (eg, time constraints and program support) or facilitated (eg, demonstration videos, self-management activities) program use. The MCID was a mean MASC-2 change score of 13.8 (SD 18.1). Using the MCID, a positive treatment response was generated for 43% (35/81) of Breathe respondents. Treatment response was not correlated with respondents' experiences or use of Breathe (P=.32 to P=.88). CONCLUSIONS Respondents reported positive experiences and changes in their anxiety with Breathe; however, their reports were not correlated with program use. Breathe respondents identified program design and delivery factors that help explain their experiences and use of iCBT and inform program improvements. Future studies can apply our measures to compare user experiences between internet-based interventions, interpret treatment outcomes and improve treatment decision making for adolescents with anxiety. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT02970734 https://clinicaltrials.gov/ct2/show/NCT02970734.
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Affiliation(s)
- Ashley D Radomski
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - Alexa Bagnell
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada.,Department of Psychiatry, Izaak Walton Killam Health Centre, Halifax, NS, Canada
| | - Sarah Curtis
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - Lisa Hartling
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - Amanda S Newton
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
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Brunner F, Dinger U, Komo-Lang M, Friederich HC, Schauenburg H, Herzog W, Nikendei C. Psychosomatic-psychotherapeutic treatment in an evening clinic: a qualitative examination of patients' expectations and experiences. Int J Ment Health Syst 2019; 13:69. [PMID: 31719843 PMCID: PMC6836647 DOI: 10.1186/s13033-019-0326-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2018] [Accepted: 10/30/2019] [Indexed: 12/04/2022] Open
Abstract
Background Over a course of 10 weeks the psychosomatic–psychotherapeutic evening clinic at the University of Heidelberg offers an intensive and multimodal 3-h treatment program on three evenings a week. The clinic aims at accommodating patients who on the one hand do not fit the criteria of partial or full-time inpatient therapy, but on the other hand requires a more intensified therapy dose than the usual German outpatient settings can cater for. In the presented monocentric, qualitative study, we wanted to examine this treatment concept with regard to the patients’ specific concerns, expectations, and individual experiences. By contrasting differences in intensity of outpatient and inpatient treatment, we aimed to identify those characteristics of the evening clinic setting that were perceived as especially helpful. Method Each of the 25 patients was interviewed twice, using semi-structured interviews. The interviews took place before (T0) and after (T1) the 10-week treatment interval. A qualitative content analysis of the transcribed interviews was performed using the software “MaxQDA”. Results We identified a total of 1609 separate codes and grouped them into 33 topics and 5 overarching categories. Here, we found some aspects independent of the therapeutic setting, and others concerning the patients’ specific expectations and experiences resulting from the particularities of the evening clinic as an outpatient setting including certain inpatient characteristics. This included the possibility of patients continuing to work and being able to fulfil social obligations, i.e. childcare or caring for relatives, while at the same time undergoing intensive psychotherapeutic treatment. Conclusions Our results show that the evening clinic concept is particularly suitable for patients with mental and psychosomatic disorders who require intensified multimodal therapy while continuing to meet their obligations in their private and working lives. However, in comparison to other therapeutic methods, this concept generated greater stress and time challenges. Patients should therefore have a reasonably good standard of functioning in everyday life and sufficient coping resources. This is especially important for patients who continue working in their jobs while undergoing treatment. So far, there is a lack of quantitative data which would be needed to evaluate the effectiveness of this novel setting.
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Affiliation(s)
- F Brunner
- Department of General Internal Medicine and Psychosomatics, Centre for Psychosocial Medicine, University Hospital Heidelberg, Thibautstrasse 4, 69115 Heidelberg, Germany
| | - U Dinger
- Department of General Internal Medicine and Psychosomatics, Centre for Psychosocial Medicine, University Hospital Heidelberg, Thibautstrasse 4, 69115 Heidelberg, Germany
| | - M Komo-Lang
- Department of General Internal Medicine and Psychosomatics, Centre for Psychosocial Medicine, University Hospital Heidelberg, Thibautstrasse 4, 69115 Heidelberg, Germany
| | - H C Friederich
- Department of General Internal Medicine and Psychosomatics, Centre for Psychosocial Medicine, University Hospital Heidelberg, Thibautstrasse 4, 69115 Heidelberg, Germany
| | - H Schauenburg
- Department of General Internal Medicine and Psychosomatics, Centre for Psychosocial Medicine, University Hospital Heidelberg, Thibautstrasse 4, 69115 Heidelberg, Germany
| | - W Herzog
- Department of General Internal Medicine and Psychosomatics, Centre for Psychosocial Medicine, University Hospital Heidelberg, Thibautstrasse 4, 69115 Heidelberg, Germany
| | - C Nikendei
- Department of General Internal Medicine and Psychosomatics, Centre for Psychosocial Medicine, University Hospital Heidelberg, Thibautstrasse 4, 69115 Heidelberg, Germany
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Anttila K, Anttila M, Välimäki M. A web-based adolescent depression support system: feedback and implications for the future. Inform Health Soc Care 2019; 45:111-129. [PMID: 31684788 DOI: 10.1080/17538157.2019.1656206] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
The aim is to describe feedback from the adolescents on their use of a web-based depression support system. Web-based support systems can serve as an alternative to conventional treatment or to complement the current services. Mixed methods were used to approach the topic from multiple perspectives. Feedback was collected from adolescents with symptoms of depression or anxiety. Adolescents (n = 46) responded to a questionnaire after participating on the support system, and 24 adolescents did not provide feedback. The data were analyzed with quantitative descriptive statistics and qualitative thematic analysis. Out of 45 adolescents, 93% agreed that the web-based support system was targeted at them, and 89% felt it was reliable and safe. It was perceived as a good channel for reflecting thoughts. However, some adolescents felt it was difficult to use or that using it did not help them. Ideas for development were also offered. Depis.Net provided the adolescents with a reliable way to ease their condition at home. Using feedback from the adolescents on the support system makes it possible to identify those who are able to use this kind of system in daily practice.
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Affiliation(s)
- Katriina Anttila
- Department of Nursing Science, University of Turku, Turku, Finland.,Child Psychiatry, Helsinki University Hospital, Helsinki, Finland
| | - Minna Anttila
- Department of Nursing Science, University of Turku, Turku, Finland.,Turku University Hospital, Development Unit, Turku, Finland
| | - Maritta Välimäki
- Department of Nursing Science, University of Turku, Turku, Finland.,Turku University Hospital, Development Unit, Turku, Finland.,School of Nursing, Hong Kong Polytechnic University, Kowloon, Hong Kong, People's Republic of China
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Petrozzi MJ, Leaver A, Ferreira PH, Rubinstein SM, Jones MK, Mackey MG. Addition of MoodGYM to physical treatments for chronic low back pain: A randomized controlled trial. Chiropr Man Therap 2019; 27:54. [PMID: 31673330 PMCID: PMC6814139 DOI: 10.1186/s12998-019-0277-4] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2019] [Accepted: 08/16/2019] [Indexed: 12/21/2022] Open
Abstract
Background Low back pain (LBP) is prevalent, costly and disabling. A biopsychosocial treatment approach involving physical and cognitive behavioural therapy (CBT) is recommended for those with chronic LBP. It is not known if online psychological coaching tools might have a role in the secondary prevention of LBP related disability. To assess the effectiveness of an internet-delivered psychological program (MoodGYM) in addition to standard physical treatment in patients with chronic non-specific LBP at medium risk of ongoing disability. Methods A multisite randomized controlled trial was conducted with 108 participants (aged mean 50.4 ± 13.6 years) with chronic LBP attending one of six private physiotherapy or chiropractic clinics. Disability (Roland Morris Disability Questionnaire) and self-efficacy (Patient Self-Efficacy Questionnaire), were assessed at baseline, post-treatment (8-weeks) with follow-up at six- and twelve-months. Participants were randomized into either the intervention group, MoodGYM plus physical treatments, or the control group which received physical treatments alone. Results No statistically significant between group differences were observed for either disability at post-treatment (Effect size (standardised mean difference) 95% CI) RMD - 0.06 (- 0.45,0.31), 6-months RMD 0.01 (- 0.38,0.39) and 12-months - 0.20 (- 0.62,0.17) or self-efficacy at post-treatment PSEQ 0.06 (- 0.31,0.45), 6-months 0.02 (- 0.36,0.41) and 12-months 0.21 (- 0.16,0.63). Conclusion There was no additional benefit of an internet-delivered CBT program (MoodGYM) to physical treatments in those with chronic non-specific LBP at medium risk of ongoing disability measured at post-treatment, or at 6 and 12 months. Trial registration This trial was prospectively registered with Australian New Zealand Clinical Trials Registry Number (ACTRN) 12615000269538.
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Affiliation(s)
- M. John Petrozzi
- Discipline of Physiotherapy, Faculty of Health Sciences, The University of Sydney, Sydney, Australia
| | - Andrew Leaver
- Discipline of Physiotherapy, Faculty of Health Sciences, The University of Sydney, Sydney, Australia
| | - Paulo H. Ferreira
- Discipline of Physiotherapy, Faculty of Health Sciences, The University of Sydney, Sydney, Australia
| | | | - Mairwen K. Jones
- Discipline of Behavioural and Social Sciences in Health, Faculty of Health Sciences, The University of Sydney, Sydney, Australia
| | - Martin G. Mackey
- Discipline of Physiotherapy, Faculty of Health Sciences, The University of Sydney, Sydney, Australia
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Radomski AD, Wozney L, McGrath P, Huguet A, Hartling L, Dyson MP, Bennett KJ, Newton AS. Potential Reduction of Symptoms With the Use of Persuasive Systems Design Features in Internet-Based Cognitive Behavioral Therapy Programs for Children and Adolescents With Anxiety: A Realist Synthesis. JMIR Ment Health 2019; 6:e13807. [PMID: 31647474 PMCID: PMC7017649 DOI: 10.2196/13807] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/25/2019] [Revised: 08/03/2019] [Accepted: 08/04/2019] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Internet-based cognitive behavioral therapy (iCBT) for children and adolescents is a persuasive system that combines 3 major components to therapy-therapeutic content, technological features, and interactions between the user and program-intended to reduce users' anxiety symptoms. Several reviews report the effectiveness of iCBT; however, iCBT design and delivery components differ widely across programs, which raise important questions about how iCBT effects are produced and can be optimized. OBJECTIVE The objective of this study was to review and synthesize the iCBT literature using a realist approach with a persuasive systems perspective to (1) document the design and delivery components of iCBT and (2) generate hypotheses as to how these components may explain changes in anxiety symptoms after completing iCBT. METHODS A multi-strategy search identified published and gray literature on iCBT for child and adolescent anxiety up until June 2019. Documents that met our prespecified inclusion criteria were appraised for relevance and methodological rigor. Data extraction was guided by the persuasive systems design (PSD) model. The model describes 28 technological design features, organized into 4 categories that help users meet their health goals: primary task support, dialogue support, system credibility support, and social support. We generated initial hypotheses for how PSD (mechanisms) and program delivery (context of use) features were linked to symptom changes (outcomes) across iCBT programs using realist and meta-ethnographic techniques. These hypothesized context-mechanism-outcome configurations were refined during analysis using evidence from the literature to improve their explanatory value. RESULTS A total of 63 documents detailing 15 iCBT programs were included. A total of six iCBT programs were rated high for relevance, and most studies were of moderate-to-high methodological rigor. A total of 11 context-mechanism-outcome configurations (final hypotheses) were generated. Configurations primarily comprised PSD features from the primary task and dialogue support categories. Several key PSD features (eg, self-monitoring, simulation, social role, similarity, social learning, and rehearsal) were consistently reported in programs shown to reduce anxiety; many features were employed simultaneously, suggesting synergy when grouped. We also hypothesized the function of PSD features in generating iCBT impacts. Adjunct support was identified as an important aspect of context that may have complemented certain PSD features in reducing users' anxiety. CONCLUSIONS This synthesis generated context-mechanism-outcome configurations (hypotheses) about the potential function, combination, and impact of iCBT program components thought to support desired program effects. We suggest that, when delivered with adjunct support, PSD features may contribute to reduced anxiety for child and adolescent users. Formal testing of the 11 configurations is required to confirm their impact on anxiety-based outcomes. From this we encourage a systematic and deliberate approach to iCBT design and evaluation to increase the pool of evidence-based interventions available to prevent and treat children and adolescents with anxiety.
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Affiliation(s)
- Ashley D Radomski
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - Lori Wozney
- Centre for Research in Family Health, IWK Health Centre, Halifax, NS, Canada
| | - Patrick McGrath
- Department of Psychology, Dalhousie University, Halifax, NS, Canada.,Department of Pediatrics, Dalhousie University, Halifax, NS, Canada.,Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
| | - Anna Huguet
- Department of Community of Health and Epidemiology, Dalhousie University, Halifax, NS, Canada
| | - Lisa Hartling
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - Michele P Dyson
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - Kathryn J Bennett
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada
| | - Amanda S Newton
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
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O’Dea B, King C, Subotic-Kerry M, Achilles MR, Cockayne N, Christensen H. Smooth Sailing: A Pilot Study of an Online, School-Based, Mental Health Service for Depression and Anxiety. Front Psychiatry 2019; 10:574. [PMID: 31481904 PMCID: PMC6710361 DOI: 10.3389/fpsyt.2019.00574] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/23/2018] [Accepted: 07/22/2019] [Indexed: 01/13/2023] Open
Abstract
Background: Schools play an important role in supporting young people's mental health, but face challenges identifying and responding to students in need of care. To assist secondary schools, the Black Dog Institute has developed an online, school-based, mental health service (Smooth Sailing). Delivered in the classroom, Smooth Sailing uses a website to screen, assess, allocate, and deliver care for depression and anxiety. The service is based on the principles of stepped care, offering treatments with varied intensity and follow-up by a school counselor when necessary. The current study aimed to evaluate the feasibility, acceptability, and safety of this new type of service among secondary school students. Methods: Between February and June 2017, a single-arm, pre-post, pilot study was conducted among students from four NSW secondary schools. Schools were given access to the service for 6 weeks. Feasibility measures (consent rates and step allocations), acceptability measures (service use and satisfaction) and safety measures (deterioration in help-seeking intention scores and mental health symptoms) were assessed at baseline and completion of the 6-week trial period. Results: A total of 59 students took part in the service pilot (mean age, 14.57 years; SD, 0.89 years; range, 13-16 years). At baseline, 18.64% of students were found to require follow-up from the school counselor, and 80% of these were new cases. Although completion of the online modules was low, service satisfaction was high. At 6 weeks, the mean scores for help-seeking, depression, and anxiety remained relatively stable or improved. Conclusions: The current study presents important findings for the development and implementation of an online mental health service that screens students' mental health and allocates care accordingly, all within the school setting. Although the findings provide some support for the feasibility, acceptability, and safety, service improvements are needed. The modifications outlined are likely to improve the quality of the service and its effectiveness. Trial Registration: Australian New Zealand Clinical Trials Registry (ANZCTR): ACTRN12617000977370.
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Affiliation(s)
- Bridianne O’Dea
- Black Dog Institute, Prince of Wales Hospital, Sydney, NSW, Australia
- Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia
| | - Catherine King
- Black Dog Institute, Prince of Wales Hospital, Sydney, NSW, Australia
- Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia
| | | | | | - Nicole Cockayne
- Black Dog Institute, Prince of Wales Hospital, Sydney, NSW, Australia
- Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia
| | - Helen Christensen
- Black Dog Institute, Prince of Wales Hospital, Sydney, NSW, Australia
- Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia
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34
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Ralston AL, Andrews AR, Hope DA. Fulfilling the promise of mental health technology to reduce public health disparities: Review and research agenda. ACTA ACUST UNITED AC 2019. [DOI: 10.1111/cpsp.12277] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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35
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Radomski AD, Wozney L, McGrath P, Huguet A, Hartling L, Dyson MP, Bennett K, Newton AS. Design and Delivery Features That May Improve the Use of Internet-Based Cognitive Behavioral Therapy for Children and Adolescents With Anxiety: A Realist Literature Synthesis With a Persuasive Systems Design Perspective. J Med Internet Res 2019; 21:e11128. [PMID: 30720436 PMCID: PMC6379818 DOI: 10.2196/11128] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Revised: 09/26/2018] [Accepted: 10/20/2018] [Indexed: 12/15/2022] Open
Abstract
Background Internet-based cognitive behavioral therapy (iCBT) is a persuasive system as its design combines therapeutic content, technological features, and interactions between the user and the program to reduce anxiety for children and adolescents. How iCBT is designed and delivered differs across programs. Although iCBT is considered an effective approach for treating child and adolescent anxiety, rates of program use (eg, module completion) are highly variable for reasons that are not clear. As the extent to which users complete a program can impact anxiety outcomes, understanding what iCBT design and delivery features improve program use is critical for optimizing treatment effects. Objective The objectives of this study were to use a realist synthesis approach to explore the design and delivery features of iCBT for children and adolescents with anxiety as described in the literature and to examine their relationship to program use outcomes. Methods A search of published and gray literature was conducted up to November 2017. Prespecified inclusion criteria identified research studies, study protocols, and program websites on iCBT for child and adolescent anxiety. Literature was critically appraised for relevance and methodological rigor. The persuasive systems design (PSD) model, a comprehensive framework for designing and evaluating persuasive systems, was used to guide data extraction. iCBT program features were grouped under 4 PSD categories—Primary task support, Dialogue support, System credibility support, and Social support. iCBT design (PSD Mechanisms) and delivery features (Context of use) were linked to program use (Outcomes) using meta-ethnographic methods; these relationships were described as Context-Mechanism-Outcome configurations. For our configurations, we identified key PSD features and delivery contexts that generated moderate-to-high program use based on moderate-to-high quality evidence found across multiple iCBT programs. Results A total of 44 documents detailing 10 iCBT programs were included. Seven iCBT programs had at least one document that scored high for relevance; most studies were of moderate-to-high methodological rigor. We developed 5 configurations that highlighted 8 PSD features (Tailoring, Personalization [Primary task supports]; Rewards, Reminders, Social role [Dialogue supports]; and Trustworthiness, Expertise, Authority [System credibility supports]) associated with moderate-to-high program use. Important features of delivery Context were adjunct support (a face-to-face, Web- or email-based communications component) and whether programs targeted the prevention or treatment of anxiety. Incorporating multiple PSD features may have additive or synergistic effects on program use. Conclusions The Context-Mechanism-Outcome configurations we developed suggest that, when delivered with adjunct support, certain PSD features contribute to moderate-to-high use of iCBT prevention and treatment programs for children and adolescents with anxiety. Standardization of the definition and measurement of program use, formal testing of individual and combined PSD features, and use of real-world design and testing methods are important next steps to improving how we develop and deliver increasingly useful treatments to target users.
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Affiliation(s)
- Ashley D Radomski
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - Lori Wozney
- Centre for Research in Family Health, IWK Health Centre, Halifax, NS, Canada
| | - Patrick McGrath
- Department of Psychology, Dalhousie University, Halifax, NS, Canada.,Department of Pediatrics, Dalhousie University, Halifax, NS, Canada.,Deparment of Psychiatry, Dalhousie University, Halifax, NS, Canada
| | - Anna Huguet
- Department of Community of Health and Epidemiology, Dalhousie University, Halifax, NS, Canada
| | - Lisa Hartling
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - Michele P Dyson
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - Kathryn Bennett
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada
| | - Amanda S Newton
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
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Hermes EDA, Lyon AR, Schueller SM, Glass JE. Measuring the Implementation of Behavioral Intervention Technologies: Recharacterization of Established Outcomes. J Med Internet Res 2019; 21:e11752. [PMID: 30681966 PMCID: PMC6367669 DOI: 10.2196/11752] [Citation(s) in RCA: 67] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2018] [Revised: 10/18/2018] [Accepted: 10/20/2018] [Indexed: 01/23/2023] Open
Abstract
Behavioral intervention technologies (BITs) are websites, software, mobile apps, and sensors designed to help users address or change behaviors, cognitions, and emotional states. BITs have the potential to transform health care delivery, and early research has produced promising findings of efficacy. BITs also favor new models of health care delivery and provide novel data sources for measurement. However, there are few examples of successful BIT implementation and a lack of consensus on as well as inadequate descriptions of BIT implementation measurement. The aim of this viewpoint paper is to provide an overview and characterization of implementation outcomes for the study of BIT use in routine practice settings. Eight outcomes for the evaluation of implementation have been previously described: acceptability, adoption, appropriateness, feasibility, fidelity, implementation cost, penetration, and sustainability. In a proposed recharacterization of these outcomes with respect to BIT implementation, definitions are clarified, expansions to the level of analysis are identified, and unique measurement characteristics are discussed. Differences between BIT development and implementation, an increased focus on consumer-level outcomes, the expansion of providers who support BIT use, and the blending of BITs with traditional health care services are specifically discussed. BITs have the potential to transform health care delivery. Realizing this potential, however, will hinge on high-quality research that consistently and accurately measures how well such technologies have been integrated into health services. This overview and characterization of implementation outcomes support BIT research by identifying and proposing solutions for key theoretical and practical measurement challenges.
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Affiliation(s)
- Eric DA Hermes
- Veterans Affairs Connecticut Healthcare System, West Haven, CT, United States
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, United States
| | - Aaron R Lyon
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, WA, United States
| | - Stephen M Schueller
- Department of Psychological Science, University of California at Irvine, Irvine, CA, United States
| | - Joseph E Glass
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, United States
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Garrido S, Millington C, Cheers D, Boydell K, Schubert E, Meade T, Nguyen QV. What Works and What Doesn't Work? A Systematic Review of Digital Mental Health Interventions for Depression and Anxiety in Young People. Front Psychiatry 2019; 10:759. [PMID: 31798468 PMCID: PMC6865844 DOI: 10.3389/fpsyt.2019.00759] [Citation(s) in RCA: 155] [Impact Index Per Article: 31.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2019] [Accepted: 09/20/2019] [Indexed: 12/21/2022] Open
Abstract
Background: A major challenge in providing mental health interventions for young people is making such interventions accessible and appealing to those most in need. Online and app-based forms of therapy for mental health are burgeoning. It is therefore crucial to identify features that are most effective and engaging for young users. Objectives: This study reports a systematic review and meta-analysis of digital mental health interventions and their effectiveness in addressing anxiety and depression in young people to determine factors that relate to outcomes, adherence, and engagement with such interventions. Methods: A mixed methods approach was taken, including a meta-analysis of 9 randomized controlled trials that compared use of a digital intervention for depression in young people to a no-intervention control group, and 6 comparing the intervention to an active control condition. A thematic analysis and narrative synthesis of 41 studies was also performed. Results: The pooled effect size of digital mental health interventions on depression in comparison to a no-intervention control was small (Cohen's d = 0.33, 95% CI 0.11 to 0.55), while the pooled effect size of studies comparing an intervention group to an active control showed no significant differences (Cohen's d = 0.14, 95% CI -.04 to 0.31). Pooled effect sizes were higher when supervision was involved (studies with no-intervention controls: Cohen's d = 0.52, 95% CI 0.23 to 0.80; studies with active control: Cohen's d = 0.49, 95% CI -0.11, 1.01). Engagement and adherence rates were low. Qualitative analysis revealed that users liked interventions with a game-like feel and relatable, interactive content. Educational materials were perceived as boring, and users were put off by non-appealing interfaces and technical glitches. Conclusions: Digital interventions work better than no intervention to improve depression in young people when results of different studies are pooled together. However, these interventions may only be of clinical significance when use is highly supervised. Digital interventions do not work better than active alternatives regardless of the level of support. Future interventions need to move beyond the use of digital educational materials, considering other ways to attract and engage young people and to ensure relevance and appeal.
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Affiliation(s)
- Sandra Garrido
- MARCS Institute for Brain, Behaviour & Development, Western Sydney University, Milperra, NSW, Australia.,Translational Health Institute, Western Sydney University, Campbelltown, NSW, Australia.,School of Social Sciences & Psychology, Western Sydney University, Milperra, NSW, Australia
| | - Chris Millington
- MARCS Institute for Brain, Behaviour & Development, Western Sydney University, Milperra, NSW, Australia
| | - Daniel Cheers
- MARCS Institute for Brain, Behaviour & Development, Western Sydney University, Milperra, NSW, Australia.,NSW Health, Sydney, NSW, Australia
| | | | - Emery Schubert
- School of Arts & Humanities, University of New South Wales, Kensington, NSW, Australia
| | - Tanya Meade
- School of Social Sciences & Psychology, Western Sydney University, Milperra, NSW, Australia
| | - Quang Vinh Nguyen
- School of Computing & Engineering, Western Sydney University, Parramatta, NSW, Australia
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Mahoney N, Walaszek A, Caudill R. Incorporating Technology into the Psychiatric Residency Curriculum. ACADEMIC PSYCHIATRY : THE JOURNAL OF THE AMERICAN ASSOCIATION OF DIRECTORS OF PSYCHIATRIC RESIDENCY TRAINING AND THE ASSOCIATION FOR ACADEMIC PSYCHIATRY 2018; 42:847-851. [PMID: 30203152 DOI: 10.1007/s40596-018-0978-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2018] [Accepted: 08/28/2018] [Indexed: 06/08/2023]
Affiliation(s)
- Nick Mahoney
- University of Wisconsin School of Medicine and Public Health, Madison, WI, USA.
| | - Art Walaszek
- University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Robert Caudill
- University of Louisville School of Medicine, Louisville, KY, USA
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Song MJ, Ward J, Choi F, Nikoo M, Frank A, Shams F, Tabi K, Vigo D, Krausz M. A Process Evaluation of a Web-Based Mental Health Portal (WalkAlong) Using Google Analytics. JMIR Ment Health 2018; 5:e50. [PMID: 30126832 PMCID: PMC6121139 DOI: 10.2196/mental.8594] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/07/2017] [Revised: 02/26/2018] [Accepted: 05/19/2018] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Despite the increasing amount of research on Web-based mental health interventions with proven efficacy, high attrition rates decrease their effectiveness. Continued process evaluations should be performed to maximize the target population's engagement. Google Analytics has been used to evaluate various health-related Web-based programs and may also be useful for Web-based mental health programs. OBJECTIVE The objective of our study was to evaluate WalkAlong.ca, a youth-oriented mental health web-portal, using Google Analytics to inform the improvement strategy for the platform and to demonstrate the use of Google Analytics as a tool for process evaluation of Web-based mental health interventions. METHODS Google Analytics was used to monitor user activity during WalkAlong's first year of operation (Nov 13, 2013-Nov 13, 2014). Selected Google Analytic variables were overall website engagement including pages visited per session, utilization rate of specific features, and user access mode and location. RESULTS The results included data from 3076 users viewing 29,299 pages. Users spent less average time on Mindsteps (0 minute 35 seconds) and self-exercises (1 minute 08 seconds), which are important self-help tools, compared with that on the Screener tool (3 minutes 4 seconds). Of all visitors, 82.3% (4378/5318) were desktop users, followed by 12.7 % (677/5318) mobile phone and 5.0% (263/5318) tablet users. Both direct traffic (access via URL) and referrals by email had more than 7 pages viewed per session and longer than average time of 6 minutes per session. The majority of users (67%) accessed the platform from Canada. CONCLUSIONS Engagement and feature utilization rates are higher among people who receive personal invitations to visit the site. Low utilization rates with specific features offer a starting place for further exploration of users in order to identify the root cause. The data provided by Google Analytics, although informative, can be supplemented by other evaluation methods (ie, qualitative methods) in order to better determine the modifications required to improve user engagement. Google Analytics can play a vital role in highlighting the preferences of those using Web-based mental health tools.
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Affiliation(s)
- Michael Jae Song
- Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada
| | - John Ward
- Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada.,Centre for Health Evaluation and Outcome Sciences, St Paul's Hospital, Vancouver, BC, Canada
| | - Fiona Choi
- Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada.,Centre for Health Evaluation and Outcome Sciences, St Paul's Hospital, Vancouver, BC, Canada
| | - Mohammadali Nikoo
- Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada.,Centre for Health Evaluation and Outcome Sciences, St Paul's Hospital, Vancouver, BC, Canada
| | - Anastasia Frank
- Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada.,Centre for Health Evaluation and Outcome Sciences, St Paul's Hospital, Vancouver, BC, Canada
| | - Farhud Shams
- Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada
| | - Katarina Tabi
- Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada.,Department of Pharmacology, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Daniel Vigo
- Centre for Applied Research in Mental Health and Addictions, Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Michael Krausz
- Department of Psychiatry, University of British Columbia, Vancouver, BC, Canada.,Centre for Health Evaluation and Outcome Sciences, St Paul's Hospital, Vancouver, BC, Canada.,School of Population and Public Health, University of British Columbia, Vancouver, BC, Canada
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Abstract
PURPOSE OF REVIEW Adolescents, in particular those that are most disenfranchised, are increasingly at risk of acquiring HIV and, when acquiring HIV, have worse outcomes than adults. This article reviews the recent approaches to combination prevention aiming to optimize the HIV prevention and HIV treatment continua. RECENT FINDINGS There are dramatic sociodemographic differences in the HIV epidemics in low and middle-income countries (young women in sub-Saharan Africa) compared with high-income countries (predominantly gay, bisexual, transgendered youth, especially black and Latino youth). Researchers and clinicians are designing developmentally tailored interventions that anticipate youths' engagement with mobile technologies and build on the common features of evidence-based interventions that predate the use of antiretroviral therapies (ARV) for prevention and treatment. SUMMARY Evidence-based HIV prevention and treatment programs that are cost-effective need to be broadly diffused globally. Substantial investments must be made in understanding how to implement programs, which have clinically meaningful impact and continuously monitor intervention quality over time.
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Affiliation(s)
- Mary Jane Rotheram-Borus
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, California, USA
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Välimäki M, Anttila K, Anttila M, Lahti M. Web-Based Interventions Supporting Adolescents and Young People With Depressive Symptoms: Systematic Review and Meta-Analysis. JMIR Mhealth Uhealth 2017; 5:e180. [PMID: 29222079 PMCID: PMC5741826 DOI: 10.2196/mhealth.8624] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2017] [Revised: 10/13/2017] [Accepted: 10/19/2017] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Although previous studies on information and communication technology (ICT)-based intervention on mental health among adolescents with depressive symptoms have already been combined in a number of systematic reviews, coherent information is still missing about interventions used, participants' engagement of these interventions, and how these interventions work. OBJECTIVE We conducted a systematic review and meta-analysis of trials to describe the effectiveness of Web-based interventions to support adolescents with depression or depressive symptoms, anxiety, and stress. We also explored the content of the interventions, as there has previously been a lack of coherent understanding of the detailed content of the Web-based interventions for these purposes. METHODS We included parallel randomized controlled trials targeted at adolescents, or young people in the age range of 10 and 24 years, with symptoms or diagnoses of depression and anxiety. The interventions were from original studies aimed to support mental health among adolescents, and they were delivered via Web-based information and communication technology. RESULTS Out of 2087 records identified, 27 papers (22 studies) met the inclusion criteria. On the basis of a narrative analysis of 22 studies, a variety of Web-based interventions were found; the most commonly used intervention was based on cognitive behavioral therapy. Meta-analysis was further conducted with 15 studies (4979 participants). At the end of the intervention, a statistically significant improvement was found in the intervention group (10 studies) regarding depressive symptoms (P=.02, median 1.68, 95% CI 3.11-0.25) and after 6 months (3 studies; P=.01, median 1.78, 95% CI 3.20-0.37). Anxiety symptoms (8 studies; P<.001, median 1.47, 95% CI 2.36-0.59) and moods and feelings (2 studies; P=.04, median 5.55, 95% CI 10.88-0.22) improved as well in the Web-based intervention group, but there was no difference in stress scores. However, adolescents in the intervention group left the study early more often, both in short-term studies (11 studies; P=.007, median 1.31, 95% CI 1.08-1.58) and mid-term studies (3 studies; P=.02, median 1.65, 95% CI 1.09-2.49). We did not find any studies that had assessed the costs of the Web-based interventions. CONCLUSIONS Despite widely reported promises that information technology use is beneficial to adolescents with depression, the results of our review show only short-term effects on adolescents' mental well-being, whereas long-term effects remain questionable because of the limited number of studies reviewed. Information about the economic benefits of Web-based interventions is still lacking. The quality of the studies, especially biases related to attrition rates and selective reporting, still needs serious attention.
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Affiliation(s)
- Maritta Välimäki
- Hong Kong Polytechnic University, Hong Kong, China.,Department of Nursing Science, University of Turku, Turku, Finland.,Turku University Hospital, Turku, Finland
| | - Katriina Anttila
- Department of Nursing Science, University of Turku, Turku, Finland.,Division of Child Psychiatry, Helsinki University Hospital, Helsinki, Finland
| | - Minna Anttila
- Department of Nursing Science, University of Turku, Turku, Finland.,Turku University Hospital, Turku, Finland
| | - Mari Lahti
- Department of Nursing Science, University of Turku, Turku, Finland.,Turku University of Applied Science, Turku, Finland
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Iakimova G, Dimitrova S, Burté T. [Can we do therapy without a therapist? Active components of computer-based CBT for depression]. L'ENCEPHALE 2017; 43:582-593. [PMID: 27745720 DOI: 10.1016/j.encep.2016.08.006] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/18/2015] [Revised: 07/12/2016] [Accepted: 08/03/2016] [Indexed: 11/30/2022]
Abstract
OBJECTIVES Computer-delivered Cognitive Behavioral Therapies (C-CBT) are emerging as therapeutic techniques which contribute to overcome the barriers of health care access in adult populations with depression. The C-CBTs provide CBT techniques in a highly structured format comprising a number of educational lessons, homework, multimedia illustrations and supplementary materials via interactive computer interfaces. Programs are often administrated with a minimal or regular support provided by a clinician or a technician via email, telephone, online forums, or during face-to-face consultations. However, a lot of C-CBT is provided without any therapeutic support. Several reports showed that C-CBTs, both guided or unguided by a therapist, may be reliable and effective for patients with depression, and their use was recommended as part of the first step of the clinical care. The aim of the present qualitative review is to describe the operational format and functioning of five of the most cited unguided C-CBT programs for depression, to analyze their characteristics according to the CBT's principles, and to discuss the results of the randomized clinical trials (RCT) conducted to evaluate its effectiveness, adherence and user's experience. METHODS We analyzed five C-CBTs: Beating The Blues (BTB), MoodGYM, Sadness, Deprexis and Overcoming Depression on the Internet (ODIN) and 22 randomized controlled studies according to 5 dimensions: General characteristics; Methodology, structure and organization; Specific modules, themes and techniques: Clinical indications, recruitment mode, type of users with depression, type and mode of therapist's support, overall therapeutic effects, adherence and user's experience. RESULTS The C-CBT have a secured free or pay-to-use access in different languages (English, German, Dutch, and Chinese) but not in French. The programs may be accessed at a medical center or at home via a CD-ROM or via an Internet connection. Some C-CBTs are very close to textual self-helps provided via an E-learning mode (Sadness, MoodGYM, ODIN), others adopt interactive software technologies (Deprexis, BTB), but their interactivity and the possibility of personalization is low. The C-CBTs use similar principles and techniques as in face-to -face CBT (e.g. self-evaluation, psychoeducation, cognitive restructuring, cognitive restructuring of schema, behavioral activation and agenda setting, problem solving techniques, communication and crisis management techniques, relaxation, principles of positive psychology and relapse prevention, positive reinforcement methods, motivational feedbacks, social learning, homework assignments and progress monitoring). The results of the 22 RCSs showed that both the effectiveness and the adherence of the unguided C-CBT is high with self-referred active help-seekers with major depression, but the latter is low with users who are depressed out-patients referred by general practitioners or clinicians. The presence of therapist support improves the effectiveness and the adherence of the C-CBT, especially in clinical out-patients. CONCLUSIONS In light of the existing insight of the advantages and the inconvenient of the C-CBT, the actual challenge is to find its optimal clinical indication and the modality of its effective use in clinical populations.
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Affiliation(s)
- G Iakimova
- Laboratoire d'anthropologie et de psychologie cognitives et sociales (LAPCOS, EA 7278), université Côte d'Azur, 24, avenue des Diables-Bleus, 06357 Nice cedex 04, France.
| | - S Dimitrova
- Laboratoire d'anthropologie et de psychologie cognitives et sociales (LAPCOS, EA 7278), université Côte d'Azur, 24, avenue des Diables-Bleus, 06357 Nice cedex 04, France
| | - T Burté
- Laboratoire d'anthropologie et de psychologie cognitives et sociales (LAPCOS, EA 7278), université Côte d'Azur, 24, avenue des Diables-Bleus, 06357 Nice cedex 04, France; Service de psychiatrie (pôle neurosciences cliniques), université Côte d'Azur, CHU de Nice, hôpital Pasteur, 30, avenue de la Voie-Romaine, 06100 Nice, France
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Turvey C, Fortney J. The Use of Telemedicine and Mobile Technology to Promote Population Health and Population Management for Psychiatric Disorders. Curr Psychiatry Rep 2017; 19:88. [PMID: 29035422 DOI: 10.1007/s11920-017-0844-0] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
PURPOSE OF REVIEW This article discusses recent applications in telemedicine to promote the goals of population health and population management for people suffering psychiatric disorders. RECENT FINDINGS The use of telemedicine to promote collaborative care, self-monitoring and chronic disease management, and population screening has demonstrated broad applicability and effectiveness. Collaborative care using videoconferencing to facilitate mental health specialty consults has demonstrated effectiveness in the treatment of depression, PTSD, and also ADHD in pediatric populations. Mobile health is currently being harnessed to monitor patient symptom trajectories with the goal of using machine learning algorithms to predict illness relapse. Patient portals serve as a bridge between patients and providers. They provide an electronically secure shared space for providers and patients to collaborate and optimize care. To date, research has supported the effectiveness of telemedicine in promoting population health. Future endeavors should focus on developing the most effective clinical protocols for using these technologies to ensure long-term use and maximum effectiveness in reducing population burden of mental health.
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Affiliation(s)
- Carolyn Turvey
- Comprehensive Access and Delivery Research and Evaluation (CADRE) Center, Iowa City VA Health Care System (152), 601 Highway West, Iowa City, IA, 52246, USA. .,Department of Psychiatry, The University of Iowa Carver College of Medicine, Iowa City, IA, USA.
| | - John Fortney
- HSR&D Center of Innovation for Veteran-Centered and Value Driven Care, VA Puget Sound Health Care System, Seattle, WA, USA.,Department of Psychiatry, University of Washington, Seattle, WA, USA
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The Team to Address Bariatric Care in Canadian Children (Team ABC3): Team Grant Research Proposal. BMC Res Notes 2017; 10:301. [PMID: 28992812 PMCID: PMC6389219 DOI: 10.1186/s13104-017-2506-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2017] [Accepted: 05/16/2017] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND Severe obesity (SO) in Canadian children remains poorly understood. However, based on international data, the prevalence of SO appears to be increasing and is associated with a number of psychosocial, bio-mechanical, and cardiometabolic health risks. The purpose of our national Team to Address Bariatric Care in Canadian Children (Team ABC3) is to develop and lead a series of inter-related studies to enhance the understanding and management of SO in Canadian children and adolescents (0-18 years). METHODS/DESIGN From 2015 to 2019, Team ABC3 will conduct a series of projects at the regional, provincial, and national levels using multiple methods and study designs to respond to key knowledge gaps by (i) generating evidence on the prevalence of SO and its impact on health services utilization in children using existing Canadian data sources from primary care settings, (ii) exploring contemporary definitions of SO that link with health outcomes, (iii) comparing and contrasting health risks across the continuum of SO, (iv) understanding potential barriers to and facilitators of treatment success in children with SO, and (v) examining innovative lifestyle and behavioral interventions designed to successfully manage SO in children and their families. Furthermore, to examine the impact of innovative interventions on the management SO, we will (vi) evaluate whether adding a health coach, who provides support via text, email, and/or phone, improves children's ability to adhere to a web-based weight management program and (vii) test the feasibility and impact of a community-based weight management program for pre-school children with SO and their parents that combines group-based parenting sessions with in-home visits. DISCUSSION Our research aligns with national priorities in obesity research, brings together leading scientists, clinicians, and stakeholders from across Canada, and will inform health services delivery throughout the country to provide the best care possible for children with SO and their families.
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Papadatou-Pastou M, Goozee R, Payne E, Barrable A, Tzotzoli P. A review of web-based support systems for students in higher education. Int J Ment Health Syst 2017; 11:59. [PMID: 29021822 PMCID: PMC5613335 DOI: 10.1186/s13033-017-0165-z] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/09/2017] [Accepted: 09/16/2017] [Indexed: 01/15/2023] Open
Abstract
Background Recent evidence suggests that there is an increasing need for accessible and anonymous services to support higher education (HE) students suffering from psychological and/or academic difficulties. Such difficulties can lead to several negative outcomes, including poor academic performance, sub-optimal mental health, reduced study satisfaction, and dropout from study. Currently, universities in the UK lack financial resources and the on-campus mental health services traditionally offered to students are increasingly economically unsustainable. Compounded by the perceived stigma of using such services, mental health providers have been driven to address the escalating needs of students through online services. Methods In this paper, we review online support systems identified through a literature search and a manual search of references in the identified papers. Further systems were identified through web searches, and systems still in development were identified by consultation with researchers in the field. We accessed systems online to extract relevant information, regarding the main difficulties addressed by the systems, the psychological techniques used and any relevant research evidence to support their effectiveness. Conclusion A large number of web-based support systems have been developed to support mental health and wellbeing, although few specifically target HE students. Further research is necessary to establish the effectiveness of such interventions in providing a cost-effective alternative to face-to-face therapy, particularly in certain settings such as HE institutions.
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Affiliation(s)
- Marietta Papadatou-Pastou
- School of Education, Research Centre for Psychophysiology and Education, National and Kapodistrian University of Athens, Athens, Greece
| | | | - Erika Payne
- University of Derby, Kedleston Rd, Derby, UK
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Whittaker R, Stasiak K, McDowell H, Doherty I, Shepherd M, Chua S, Dorey E, Parag V, Ameratunga S, Rodgers A, Merry S. MEMO: an mHealth intervention to prevent the onset of depression in adolescents: a double-blind, randomised, placebo-controlled trial. J Child Psychol Psychiatry 2017; 58:1014-1022. [PMID: 28573672 DOI: 10.1111/jcpp.12753] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/19/2017] [Indexed: 11/28/2022]
Abstract
BACKGROUND Depression often starts in adolescence making it an ideal time to intervene. We developed a universal cognitive behavioural therapy-based programme (MEMO CBT) to be delivered via multimedia mobile phone messages for teens. METHODS We conducted a prospective multicentre, randomised, placebo-controlled superiority trial in 15 high schools in Auckland, New Zealand, comparing MEMO CBT with a control programme [MEMO control] matched for intensity and type of message but with alternative content not targeting depression. The primary outcome was the change in score on the Children's Depression Rating Scale-Revised from baseline to 12 months. Secondary outcomes included the change in scores in the self-reported Reynold's Adolescent Depression Rating Scale-Second Edition, the Moods and Feelings Questionnaire, suicidal ideation using selected items from the Youth Risk Behaviour Survey, the Pediatric Quality of Life questionnaire, 12-month period prevalence of the diagnosis of depressive disorder using the Kiddie-Schedule for Affective Disorders and Schizophrenia, and students' ratings of their satisfaction with the programme. RESULTS Eight hundred and fifty-five students (13-17 years old, mean 14.3 years) were randomly assigned to MEMO CBT (426) or to MEMO Control (429). Participants (68% female) had a mean CDRS-R at baseline of 21.5 (SD: 5). Overall 394 (93%) from the intervention group and 392 (91%) from the control group were followed up at 12 months. At the end of the intervention (approximately 9 weeks) the mean CDRS-R scores were 20.8 in the intervention group versus 20.4 in the control group, and at 12 months they were 22.4 versus 22.4 (p value for difference in change from baseline = 0.3). There was no obvious association between the amount of the intervention viewed by participants and outcomes. CONCLUSIONS There was no evidence of benefit from the mobile phone CBT intervention compared with a control programme. Universal depression prevention remains a challenge.
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Affiliation(s)
- Robyn Whittaker
- National Institute for Health Innovation, University of Auckland, Auckland, New Zealand.,Waitemata District Health Board, Auckland, New Zealand
| | - Karolina Stasiak
- Department of Psychological Medicine, Werry Centre for Child and Adolescent Mental Health, University of Auckland, Auckland, New Zealand
| | | | | | - Matthew Shepherd
- School of Counselling, Human Services and Social Work, University of Auckland, Auckland, New Zealand
| | - Shireen Chua
- Department of Obstetrics & Gynaecology, University of Auckland, Auckland, New Zealand
| | - Enid Dorey
- National Institute for Health Innovation, University of Auckland, Auckland, New Zealand
| | - Varsha Parag
- National Institute for Health Innovation, University of Auckland, Auckland, New Zealand
| | - Shanthi Ameratunga
- Section of Epidemiology & Biostatistics, School of Population Health, University of Auckland, Auckland, New Zealand
| | - Anthony Rodgers
- George Institute for Global Health, University of Sydney, Sydney, NSW, Australia
| | - Sally Merry
- Department of Psychological Medicine, Werry Centre for Child and Adolescent Mental Health, University of Auckland, Auckland, New Zealand
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Wozney L, Huguet A, Bennett K, Radomski AD, Hartling L, Dyson M, McGrath PJ, Newton AS. How do eHealth Programs for Adolescents With Depression Work? A Realist Review of Persuasive System Design Components in Internet-Based Psychological Therapies. J Med Internet Res 2017; 19:e266. [PMID: 28793983 PMCID: PMC5569246 DOI: 10.2196/jmir.7573] [Citation(s) in RCA: 62] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2017] [Revised: 06/05/2017] [Accepted: 06/30/2017] [Indexed: 11/21/2022] Open
Abstract
Background Major depressive disorders are common among adolescents and can impact all aspects of their daily life. Traditional therapies, cognitive behavioral therapy (CBT), and interpersonal psychotherapy (IPT) have been delivered face-to-face. However, Internet-based (online) delivery of these therapies is emerging as an option for adolescents. Internet-based CBT and IPT involve therapeutic content, interaction between the user and the system, and different technological features embedded into the online program (eg, multimedia). Studies of Internet-based CBT and IPT for adolescent depression differ on all three aspects, and variable, positive therapy effects have been reported. A better understanding of the treatment conditions that influence therapy outcomes is important to designing and evaluating these novel therapies. Objective Our aim was to examine the technological and program delivery features of Internet-based CBT and IPT for adolescent depression and to document their potential relation to treatment outcomes and program use. Methods We performed a realist synthesis. We started with an extensive search of published and gray literature. We included intervention studies that evaluated Internet-based CBT or IPT for adolescent depression. We included mixed-methods and qualitative studies, theoretical papers, and policy/implementation documents if they included a focus on how Internet-based psychological therapy is proposed to work for adolescents with depression/depressive symptoms. We used the Mixed-Methods Appraisal Tool to assess the methodological quality of studies. We used the Persuasive System Design (PSD) model as a framework for data extraction and analysis to examine how Internet-based CBT and IPT, as technology-based systems, influence the attitudes and behaviors of system users. PSD components described for the therapies were linked to reported outcomes using a cross-case comparison method and thematic synthesis. Results We identified 19 Internet-based CBT programs in 59 documents. Of those, 71% (42/59) were of moderate to high quality. The PSD features surface credibility (competent “look and feel”), dialogue support (online program + in-person support), liking and similarity (esthetics and content appeal to adolescent users), the reduction and tunneling of therapeutic content (reducing online content into simple tasks, guiding users), and use of self-monitoring were present in therapies that resulted in improved therapy engagement, satisfaction, and adherence, as well as symptom and functional impairments. Conclusions When incorporated into Internet-based CBT for adolescent depression, PSD features may improve adolescent adherence, satisfaction, and depression-related outcomes. Testing of these features using hypothesis-driven dismantling approaches is recommended to advance our understanding of how these features contribute to therapy effectiveness.
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Affiliation(s)
- Lori Wozney
- Centre for Research in Family Health, IWK Health Centre, Halifax, NS, Canada
| | - Anna Huguet
- Centre for Research in Family Health, IWK Health Centre, Halifax, NS, Canada
| | - Kathryn Bennett
- Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, ON, Canada
| | - Ashley D Radomski
- Department of Pediatrics, Faculty of Medicine & Dentistry, University of Alberta, Edmonton, AB, Canada
| | - Lisa Hartling
- Department of Pediatrics, Faculty of Medicine & Dentistry, University of Alberta, Edmonton, AB, Canada
| | - Michele Dyson
- Department of Pediatrics, Faculty of Medicine & Dentistry, University of Alberta, Edmonton, AB, Canada
| | - Patrick J McGrath
- Centre for Research in Family Health, IWK Health Centre, Halifax, NS, Canada
| | - Amanda S Newton
- Department of Pediatrics, Faculty of Medicine & Dentistry, University of Alberta, Edmonton, AB, Canada
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Zhao D, Lustria MLA, Hendrickse J. Systematic review of the information and communication technology features of web- and mobile-based psychoeducational interventions for depression. PATIENT EDUCATION AND COUNSELING 2017; 100:1049-1072. [PMID: 28126383 DOI: 10.1016/j.pec.2017.01.004] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/03/2016] [Revised: 12/10/2016] [Accepted: 01/07/2017] [Indexed: 06/06/2023]
Abstract
OBJECTIVE To examine the information and communication technology (ICT) features of psychoeducational interventions for depression delivered via the Internet or via mobile technology. METHODS Web- and mobile-based psychoeducational intervention studies published from 2004 to 2014 were selected and reviewed by two independent coders. RESULTS A total of 55 unique studies satisfied the selection criteria. The review revealed a diverse range of ICTs used to support the psychoeducational programs. Most interventions used websites as their main mode of delivery and reported greater use of communication tools compared to effective approaches like tailoring or interactive technologies games, videos, and self-monitoring tools. Many of the studies relied on medium levels of clinician involvement and only a few were entirely self-guided. CONCLUSION Programs that reported higher levels of clinician involvement also reported using more communication tools, and reported greater compliance to treatment. Future experimental studies may help unpack the effects of technology features and reveal new ways to automate aspects of clinician input. PRACTICAL IMPLICATIONS There is a need to further examine ways ICTs can be optimized to reduce the burden on clinicians whilst enhancing the delivery of proven effective therapeutic approaches.
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Affiliation(s)
- Danyang Zhao
- School of Communication, Florida State University, Tallahassee, USA.
| | | | - Joshua Hendrickse
- School of Communication, Florida State University, Tallahassee, USA.
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Lattie EG, Ho J, Sargent E, Tomasino KN, Smith J, Brown CH, Mohr DC. Teens Engaged in Collaborative Health: The Feasibility and Acceptability of an Online Skill-Building Intervention for Adolescents at Risk for Depression. Internet Interv 2017; 8:15-26. [PMID: 28584734 PMCID: PMC5456272 DOI: 10.1016/j.invent.2017.02.003] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2017] [Revised: 02/23/2017] [Accepted: 02/23/2017] [Indexed: 11/21/2022] Open
Abstract
BACKGROUND There is an ongoing need for effective and accessible preventive interventions for adolescent depression and substance abuse. This paper reports on a field trial of an online indicated preventive intervention, ProjectTECH, which is based on cognitive-behavioral therapy (CBT) techniques. The study aims to gather information about the feasibility and acceptability of this program. Secondary aims of this study were to examine the impact of the program on depression symptoms, perceived stress, positive affect, and substance use and to compare differences between groups that were led by a peer versus those that were led by a licensed clinician. METHODS High school students (n = 39) were recruited primarily through social media advertisements, and assigned to four groups of 8-12 individuals to collaboratively participate in an 8 week peer network-based online preventive intervention which were led by a trained peer guide or a licensed clinician. Participants were provided with didactic lessons, CBT-based mood management tools, and peer networking features, and completed quantitative and qualitative feedback at baseline, midpoint, end of intervention, and 1 month follow up. RESULTS The program attracted and retained users primarily from social media and was used frequently by many of the participants (system login M = 25.62, SD = 16.58). Participants rated the program as usable, and offered several suggestions for improving the program, including allowing for further personalization by the individual user, and including more prompts to engage with the social network. From baseline to end of intervention, significant decreases were observed in depressive symptoms and perceived stress (p's < .05). Significant increases in positive affect were observed from baseline to midpoint (p < .05) and no changes were observed in substance use, although the rate of substance use was low in this sample. While this study had low power to detect group differences, no consistent differences were observed between participants in a peer-led group and those in a clinician-led group. CONCLUSIONS Results of this study indicates that ProjectTECH, an indicated preventive intervention for high school-aged adolescents, demonstrates both feasibility, acceptability, and short-term, longitudinal psychological benefits for participants. Future iterations of the program may benefit from close attention to user interface design and the continued use of trained peer support guides.
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Affiliation(s)
- Emily G. Lattie
- Center for Behavioral Intervention Technologies, Feinberg School of Medicine, Northwestern University, 750 N. Lake Shore Dr., 10th Floor, Chicago, IL 60611, USA
| | - Joyce Ho
- Center for Behavioral Intervention Technologies, Feinberg School of Medicine, Northwestern University, 750 N. Lake Shore Dr., 10th Floor, Chicago, IL 60611, USA
| | - Elizabeth Sargent
- Center for Behavioral Intervention Technologies, Feinberg School of Medicine, Northwestern University, 750 N. Lake Shore Dr., 10th Floor, Chicago, IL 60611, USA
| | - Kathryn N. Tomasino
- Center for Behavioral Intervention Technologies, Feinberg School of Medicine, Northwestern University, 750 N. Lake Shore Dr., 10th Floor, Chicago, IL 60611, USA
| | - J.D. Smith
- Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, 750 N. Lake Shore Dr., 10th Floor, Chicago, IL 60611, USA
| | - C. Hendricks Brown
- Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, 750 N. Lake Shore Dr., 10th Floor, Chicago, IL 60611, USA
| | - David C. Mohr
- Center for Behavioral Intervention Technologies, Feinberg School of Medicine, Northwestern University, 750 N. Lake Shore Dr., 10th Floor, Chicago, IL 60611, USA
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The Role of Participant Responsiveness on a Socio-Emotional Learning Program. SPANISH JOURNAL OF PSYCHOLOGY 2017; 20:E2. [PMID: 28102116 DOI: 10.1017/sjp.2016.104] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
The present study set out to evaluate participant responsiveness, one of the main dimensions of implementation quality, in a Socio-Emotional Learning after-school program using Educational Dance activities, Experiencing Emotions, and also to understand its influence on program outcomes. The sample involved 98 middle-school Portuguese pupils, 53 of whom participated in the program and 45 in after-school control sessions. Outcome measures included pre-test and post-test questionnaires of pupils' socio-emotional skills, well-being and school engagement. A self-report item measured pupils' satisfaction at the end of the program, and a checklist measuring attendance and homework completion was filled in by the facilitator at each session of the program and control condition. Results revealed (1) high levels of pupils' satisfaction and attendance, and a medium-high level of homework completion towards the program; (2) that pupils' higher attendance rate in the program predicted higher results in the self-management (p = .04, d = .57; p = .003, d = .87) and social awareness (p = .04, d = .59) SEL domains, emotional (p = .02, d = .67) and psychological (p = .009, d = .76) well-being and school engagement (p = .04, d = .56); (3) that pupils' higher rate of homework completion in the program predicted higher results in the relationship skills SEL area (p = .04, d = .59) and in school engagement (p = .005, d = 1.50); (4) that pupils' from the control condition higher rates of homework completion also predicted better school engagement (p = .006, d = .88). Implications for research and practice are discussed.
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