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Ulusoy V, Bilican I, Gormez A. Effectiveness of an online dialectical behavior therapy skills training in adults with attention-deficit/hyperactivity disorder: A randomized controlled trial. Psychother Res 2025; 35:469-485. [PMID: 38359387 DOI: 10.1080/10503307.2024.2311773] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Revised: 01/24/2024] [Accepted: 01/25/2024] [Indexed: 02/17/2024] Open
Abstract
OBJECTIVE The current study aims to examine the efficacy of an add-on dialectical behavior therapy skills training (DBT-ST) on adult attention-deficit/hyperactivity disorder (ADHD). The DBT-ST was applied online under the pandemic conditions that occurred after the study had started. METHODS The current randomized controlled trial consists of an intervention group to whom the DBT-ST was applied in online setting and a waitlist control group who received treatment as usual (TAU). Data were collected pre-, post-, and mid-treatment. ADHD symptoms (with the sub-dimensions of inattention and hyperactivity), impulsivity, mindfulness, difficulty with emotion regulation, interpersonal effectiveness, distress tolerance, life satisfaction, functionality in daily life, and general psychological symptom levels were measured with self-report scales. The data were analyzed using mixed-design ANOVA. RESULTS The global ADHD, inattention, and hyperactivity symptoms of the DBT-ST group significantly decreased more than those in the TAU control group. The DBT-ST group also showed a significant decrease regarding difficulty with emotion regulation and increases in life satisfaction and functionality, though the group × time effect was not significant. CONCLUSION DBT-ST was found effective against the participants' ADHD symptoms. The treatment was additionally found to improve their emotion regulation and quality of life. Further investigation is needed to investigate DBT-ST in an online setting.
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Affiliation(s)
- Vahide Ulusoy
- Department of Psychology, Fatih Sultan Mehmet Vakıf University, Istanbul, Turkiye
| | - Işıl Bilican
- Department of Psychology, Istanbul Medeniyet University, Istanbul, Turkiye
| | - Aynur Gormez
- Department of Psychiatry, Istanbul Medeniyet University Faculty of Medicine, Istanbul, Turkiye
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Zhang SY, Pan MR, Zhang LQ, Li HM, Zhao MJ, Dong M, Si FF, Liu L, Wang YF, Qian QJ. Efficacy of internet-based cognitive behavioral therapy for medicated adults with attention-deficit/hyperactivity disorder (ADHD): A randomized controlled trial. Psychiatry Res 2025; 344:116352. [PMID: 39798484 DOI: 10.1016/j.psychres.2025.116352] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/27/2024] [Revised: 01/01/2025] [Accepted: 01/02/2025] [Indexed: 01/15/2025]
Abstract
BACKGROUND Cognitive behavioral therapy (CBT) is an effective treatment for adults with attention-deficit/hyperactivity disorder (ADHD), but its use is limited by poor accessibility and time constraints-barriers that internet-based CBT (iCBT) may help overcome. This trial aimed to explore the short- and long-term efficacy of iCBT in medicated adults with ADHD. METHODS Eighty-six adults with ADHD were randomized into two groups: the iCBT combined with medication group (iCBT+M, n = 43) and the medication-only group (n = 43). The iCBT+M group received 12 weeks of iCBT with ongoing medication, while the medication-only group continued with medication alone. The primary outcome was the change in ADHD symptoms. Secondary outcomes included emotional symptoms, executive function, quality of life, and global functioning. Outcomes were assessed at baseline, post-treatment (T1), 6-month (T2), and 12-month follow-up (T3). Mixed linear models were used to assess the differences in outcomes between the two groups at each follow-up point. RESULTS Compared to the medication-only group, the iCBT+M group showed greater improvements in ADHD symptoms (d = 0.50 at T1/T2, 0.59 at T3), executive function (d = 0.87 at T1, 0.49 at T2, 0.25 at T3), quality of life (d = -0.74 at T1, -0.59 at T2, -0.28 at T3), global functioning (d = 0.66 at T1, 0.85 at T2, 0.42 at T3), and anxiety (d = 0.43 at T1). CONCLUSION iCBT interventions may benefit medicated adults with ADHD by improving core symptoms, executive function, quality of life, and overall functioning, with effects sustained for 12 months.
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Affiliation(s)
- Shi-Yu Zhang
- Peking University Sixth Hospital/ Institute of Mental Health, Beijing, 100191, PR China; NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, 100191, PR China
| | - Mei-Rong Pan
- Peking University Sixth Hospital/ Institute of Mental Health, Beijing, 100191, PR China; NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, 100191, PR China.
| | - Li-Qian Zhang
- Peking University Sixth Hospital/ Institute of Mental Health, Beijing, 100191, PR China; NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, 100191, PR China
| | - Hai-Mei Li
- Peking University Sixth Hospital/ Institute of Mental Health, Beijing, 100191, PR China; NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, 100191, PR China
| | - Meng-Jie Zhao
- Peking University Sixth Hospital/ Institute of Mental Health, Beijing, 100191, PR China; NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, 100191, PR China
| | - Min Dong
- Peking University Sixth Hospital/ Institute of Mental Health, Beijing, 100191, PR China; NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, 100191, PR China
| | - Fei-Fei Si
- Peking University Sixth Hospital/ Institute of Mental Health, Beijing, 100191, PR China; NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, 100191, PR China
| | - Lu Liu
- Peking University Sixth Hospital/ Institute of Mental Health, Beijing, 100191, PR China; NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, 100191, PR China
| | - Yu-Feng Wang
- Peking University Sixth Hospital/ Institute of Mental Health, Beijing, 100191, PR China; NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, 100191, PR China
| | - Qiu-Jin Qian
- Peking University Sixth Hospital/ Institute of Mental Health, Beijing, 100191, PR China; NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, 100191, PR China.
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Forsström D, Oscarsson M, Buhrman M, Rozental A. A study protocol of a randomized controlled study of internet-based cognitive behavioral therapy for adult attention deficit hyperactivity disorder. Internet Interv 2023; 33:100652. [PMID: 37529408 PMCID: PMC10388197 DOI: 10.1016/j.invent.2023.100652] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Revised: 07/17/2023] [Accepted: 07/19/2023] [Indexed: 08/03/2023] Open
Abstract
Attention deficit hyperactivity disorder (ADHD) is a disorder characterized by hyperactivity, impulsivity and lack of attention. It can have a major impact on everyday life and result in negative consequences for one's personal, academic, and work situation. For individuals with symptoms of ADHD, increased levels of anxiety and depression are common, and an overall reduction of quality of life is often present. This study protocol describes a clinical trial of internet-based cognitive behavioral therapy (iCBT), using a randomized controlled study design, with the primary aim to increase quality of life, as well as to reduce symptoms of ADHD, anxiety, depression, and stress. A second aim is to investigate, by qualitative means, what aspects of treatment were perceived as helpful and hindering when it comes to completing iCBT. Two hundred participants with symptoms of ADHD will be included and randomized to two conditions (treatment and wait-list control). The treatment period is comprised of a maximum of ten weeks, with two mandatory modules and ten modules from which the participants can choose freely. Self-report measures will be completed by the participants at baseline and end of treatment, as well as at a six-month follow-up. The treatment is guided by therapists and consists of weekly correspondence with the participants. The study will utilize an intention to treat design, with ANOVAs and Reliable Change Index to evaluate treatment effects. The qualitative part of the project will be interview-based and employ thematic analysis. Lastly, a psychometric evaluation of a common instrument for determining ADHD-symptoms will also be made. The results will hopefully contribute to the evidence base for iCBT for individuals with symptoms of ADHD and help disseminate potentially effective interventions.
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Affiliation(s)
- David Forsström
- Department of Psychology, Uppsala University, Sweden
- Department of Clinical Neuroscience, Karolinska Institutet, Sweden
- Department of Psychology, Stockholm University, Sweden
| | | | | | - Alexander Rozental
- Department of Psychology, Uppsala University, Sweden
- Department of Clinical Neuroscience, Karolinska Institutet, Sweden
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Almarzouki AF, Bellato A, Al-Saad MS, Al-Jabri B. COGMED working memory training in children with Attention Deficit/Hyperactivity Disorder (ADHD): A feasibility study in Saudi Arabia. APPLIED NEUROPSYCHOLOGY. CHILD 2023; 12:202-213. [PMID: 35549563 DOI: 10.1080/21622965.2022.2070020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Working memory training has been proven effective for improving cognitive functioning in patients with Attention Deficit/Hyperactivity Disorder (ADHD). However, the feasibility of this type of training for children in Saudi Arabia has not been previously explored. We investigated the feasibility of implementing Cogmed Working Memory Training (CWMT) in a sample of 29 Saudi children with ADHD. We found no significant demographic or clinical differences between compliant and noncompliant children. Although compliant children were initially better at following instructions and reported better improvements in working memory and math skills compared to those who did not complete the CWMT, all children who participated in the program showed improvements in performing the CWMT tasks. Most parents found the Cogmed training feasible for their children, were satisfied and keen to continue with the program, and felt the training helped them to address their problems. Most children did not encounter any difficulties in using the software, and many families were, therefore, likely to continue using the techniques from the program. We conclude that CWMT for children with ADHD is feasible in Saudi Arabia. Larger case-controlled studies are needed to thoroughly investigate the effects of CWMT compared to other interventions in Saudi children with ADHD.
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Affiliation(s)
- Abeer F Almarzouki
- Department of Physiology, Faculty of Medicine, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Alessio Bellato
- Institute of Psychology, Psychiatry and Neuroscience (IoPPN), King's College London, London, UK
- School of Psychology, University of Nottingham Malaysia, Semenyih, Malaysia
| | - Maha S Al-Saad
- Department of Physiology, Faculty of Medicine, King Abdulaziz University, Jeddah, Saudi Arabia
- General Directorate of Health Affairs in Najran, Ministry of Health, Najran, Saudi Arabia
| | - Basma Al-Jabri
- Department of Pediatrics, Faculty of Medicine, King Abdulaziz University, Jeddah, Saudi Arabia
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Mukhiya SK, Lamo Y, Rabbi F. A Reference Architecture for Data-Driven and Adaptive Internet-Delivered Psychological Treatment Systems: Software Architecture Development and Validation Study. JMIR Hum Factors 2022; 9:e31029. [PMID: 35723905 PMCID: PMC9253975 DOI: 10.2196/31029] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2021] [Revised: 02/09/2022] [Accepted: 03/21/2022] [Indexed: 01/16/2023] Open
Abstract
BACKGROUND Internet-delivered psychological treatment (IDPT) systems are software applications that offer psychological treatments via the internet. Such IDPT systems have become one of the most commonly practiced and widely researched forms of psychotherapy. Evidence shows that psychological treatments delivered by IDPT systems can be an effective way of treating mental health morbidities. However, current IDPT systems have high dropout rates and low user adherence. The primary reason is that the current IDPT systems are not flexible, adaptable, and personalized as they follow a fixed tunnel-based treatment architecture. A fixed tunnel-based architecture follows predefined, sequential treatment content for every patient, irrespective of their context, preferences, and needs. Moreover, current IDPT systems have poor interoperability, making it difficult to reuse and share treatment materials. There is a lack of development and documentation standards, conceptual frameworks, and established (clinical) guidelines for such IDPT systems. As a result, several ad hoc forms of IDPT models exist. Consequently, developers and researchers have tended to reinvent new versions of IDPT systems, making them more complex and less interoperable. OBJECTIVE This study aimed to design, develop, and evaluate a reference architecture (RA) for adaptive systems that can facilitate the design and development of adaptive, interoperable, and reusable IDPT systems. METHODS This study was conducted in collaboration with a large interdisciplinary project entitled INTROMAT (Introducing Mental Health through Adaptive Technology), which brings together information and communications technology researchers, information and communications technology industries, health researchers, patients, clinicians, and patients' next of kin to reach its vision. First, we investigated previous studies and state-of-the-art works based on the project's problem domain and goals. On the basis of the findings from these investigations, we identified 2 primary gaps in current IDPT systems: lack of adaptiveness and limited interoperability. Second, we used model-driven engineering and Domain-Driven Design techniques to design, develop, and validate the RA for building adaptive, interoperable, and reusable IDPT systems to address these gaps. Third, based on the proposed RA, we implemented a prototype as the open-source software. Finally, we evaluated the RA and open-source implementation using empirical (case study) and nonempirical approaches (software architecture analysis method, expert evaluation, and software quality attributes). RESULTS This paper outlines an RA that supports flexible user modeling and the adaptive delivery of treatments. To evaluate the proposed RA, we developed an open-source software based on the proposed RA. The open-source framework aims to improve development productivity, facilitate interoperability, increase reusability, and expedite communication with domain experts. CONCLUSIONS Our results showed that the proposed RA is flexible and capable of adapting interventions based on patients' needs, preferences, and context. Furthermore, developers and researchers can extend the proposed RA to various health care interventions.
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Affiliation(s)
| | - Yngve Lamo
- Western Norway University of Applied Sciences, Bergen, Norway
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van Doorn M, Nijhuis LA, Monsanto A, van Amelsvoort T, Popma A, Jaspers MWM, Noordzij ML, Öry FG, Alvarez-Jimenez M, Nieman DH. Usability, Feasibility, and Effect of a Biocueing Intervention in Addition to a Moderated Digital Social Therapy-Platform in Young People With Emerging Mental Health Problems: A Mixed-Method Approach. Front Psychiatry 2022; 13:871813. [PMID: 35693972 PMCID: PMC9174529 DOI: 10.3389/fpsyt.2022.871813] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Accepted: 04/22/2022] [Indexed: 12/04/2022] Open
Abstract
Introduction To optimize treatment, it is of utmost importance to take into account the myriad of biological, social, and psychological changes that young people go through during adolescence which make them more vulnerable for developing mental health problems. Biocueing, a non-invasive method to transform physiological parameters into an observable signal, could strengthen stress- and emotion regulation by cueing physiologically unusual values in daily life. The aim of this study is to investigate the usability, feasibility, and exploratory effect of biocueing in addition to ENgage YOung people earlY (ENYOY), a moderated digital social therapy-platform, in young people with emerging mental health complaints. Methods A user-centered mixed-method design was used. A focus group was conducted to optimize the ENYOY-platform and biocueing intervention. Biocueing was operationalized by a smartwatch and the Sense-IT app. A within-subjects design was used; 10 days for all participants 'biofeedback off' (control), followed by 10 days 'biofeedback on' (experimental). Emotional awareness and perceived stress were measured using ecological momentary assessment. Eight individuals participated. User-friendliness, usability, and acceptance were assessed using a qualitative design. Results Findings from the focus group resulted in several adaptations of the biocueing intervention to the ENYOY-platform and vice versa. The average measurement compliance rate was 78.8%. Level-one findings showed different individual effects on perceived stress and emotional awareness. Level-two analyses showed no overall effects on perceived stress (B = -0.020, p = 0.562) and overall positive effects on emotional awareness (B = 0.030, p = 0.048) with small effect sizes (Improvement Rate Difference = 0.05-0.35). The intervention was found to be acceptable and showed moderate usability. Participants indicated they experienced improvements in reflection on feelings and changes in behavior, such as pausing and evaluating the situation. Conclusion These preliminary results show that biocueing could be a promising addition to digital treatment platforms and help young people become more emotionally aware. Improvements should be made regarding the usability and acceptability of the smartwatch, as well as more extensive integration of the biocueing intervention with a digital treatment platform. It would be relevant to gain a better understanding of which individuals would benefit most from an additional biocueing intervention.
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Affiliation(s)
| | | | - Anne Monsanto
- Amsterdam University Medical Centers, Amsterdam, Netherlands
| | - Thérèse van Amelsvoort
- Department of Psychiatry and Neuropsychology, Maastricht University, Maastricht, Netherlands
| | - Arne Popma
- Amsterdam University Medical Centers, Amsterdam, Netherlands
| | - Monique W. M. Jaspers
- Department of Medical Informatics, Amsterdam Public Health Research Institute, Amsterdam UMC-Location AMC, University of Amsterdam, Amsterdam, Netherlands
| | - Matthijs L. Noordzij
- Department of Psychology, Health and Technology, University of Twente, Enschede, Netherlands
| | | | - Mario Alvarez-Jimenez
- Centre for Youth Mental Health, The University of Melbourne, Parkville, VIC, Australia
- Orygen, Parkville, VIC, Australia
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Shelton CR, Hartung CM, Canu WH. Feasibility and Acceptability of an Internet-Based Intervention for Young Adults with ADHD. JOURNAL OF TECHNOLOGY IN BEHAVIORAL SCIENCE 2022; 7:428-438. [PMID: 35600097 PMCID: PMC9110280 DOI: 10.1007/s41347-022-00256-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Revised: 03/29/2022] [Accepted: 04/08/2022] [Indexed: 06/15/2023]
Abstract
UNLABELLED Internet-based interventions (IBIs) to treat psychological disorders are available, but accessibility to these to treat attention-deficit/hyperactivity disorder (ADHD) in young adult populations is quite limited. The current study examined the feasibility of a proposed IBI for ADHD and participant perceptions regarding treatment acceptability and credibility, and outcome expectancy. Participants (N = 235; aged 18-35) with a prior ADHD diagnosis were recruited through Amazon's Mechanical Turk (MTurk) and were provided with a proposed IBI and explanatory outlines of treatment module content. Participants in the cross-sectional study were randomly assigned to either a tailored (i.e., targeted content modules), minimal (i.e., presented overall fewer and non-targeted modules), or full (i.e., all possible modules) condition. Results demonstrated moderate IBI acceptability among participants in the tailored and full conditions. The majority of participants preferred IBI over face-to-face (F2F) treatment, and most individuals who preferred F2F treatment also considered an IBI to be an acceptable treatment modality. Lack of significant mean differences between the tailored and full conditions on several of the main outcomes of interest (e.g., perceptions of acceptability) suggests that implementation of either method of treatment could prove effective. Differences based on treatment length and relevance, and biological sex were also explored. Implications, limitations, and future directions are discussed. SUPPLEMENTARY INFORMATION The online version contains supplementary material available at 10.1007/s41347-022-00256-4.
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Affiliation(s)
- Christopher R. Shelton
- School of Humanities and Social Sciences, Pennsylvania State University, The Behrend College, 4951 College Drive, Erie, PA 16563 USA
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Nordby ES, Gjestad R, Kenter RMF, Guribye F, Mukhiya SK, Lundervold AJ, Nordgreen T. The Effect of SMS Reminders on Adherence in a Self-Guided Internet-Delivered Intervention for Adults With ADHD. Front Digit Health 2022; 4:821031. [PMID: 35651537 PMCID: PMC9149073 DOI: 10.3389/fdgth.2022.821031] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Accepted: 04/04/2022] [Indexed: 11/13/2022] Open
Abstract
Background Self-guided Internet-delivered interventions may serve as an accessible and flexible non-pharmacological treatment supplement for adults with ADHD. However, these interventions are challenged by low adherence. Objective To examine whether weekly SMS reminders improve adherence to a self-guided Internet-delivered intervention for adults with ADHD. Method The study used a multiple randomized trial design where the participants who had not completed their weekly module within 2 days were randomized to either receive or not receive an SMS reminder. The primary outcome was adherence, defined as module completion, logins, time spent on intervention, and self-reported practice of coping strategies. Results A total of 109 adults with a self-reported ADHD diagnosis were included in the study. The results showed that SMS reminders were associated with an increased likelihood of login within 48 h during the second module of the intervention, but not for the remaining modules. Moreover, receiving an SMS reminder was associated spending more time on the modules and faster login time in module three and five, specifically. However, the overall results did not show an effect of SMS reminders on module completion, number of logins or practice of coping strategies. Conclusion The results showed that SMS reminders do not improve number of logins, module completion rates or practice of coping strategies, but they may lead to faster login time and more time spent on the modules. To utilize the potential of self-guided Internet-delivered intervention in making non-pharmacological accessible for adults with ADHD, new methods to facilitate meaningful engagement should be developed and tested. Trial Registration ClinicalTrials.gov NCT04511169.
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Affiliation(s)
- Emilie S. Nordby
- Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
- Department of Biological and Medical Psychology, Faculty of Psychology, University of Bergen, Bergen, Norway
| | - Rolf Gjestad
- Center for Crisis Psychology, Faculty of Psychology, University of Bergen, Bergen, Norway
- Research Department, Division of Mental Health, Haukeland University Hospital, Bergen, Norway
- Centre for Research and Education in Forensic Psychiatry, Haukeland University Hospital, Bergen, Norway
| | - Robin M. F. Kenter
- Department of Clinical Psychology, Faculty of Psychology, University of Bergen, Bergen, Norway
| | - Frode Guribye
- Department of Information Science and Media Studies, University of Bergen, Bergen, Norway
| | - Suresh K. Mukhiya
- Department of Computer Science, Electrical Engineering, and Mathematical Sciences, Western Norway University of Applied Sciences, Bergen, Norway
| | - Astri J. Lundervold
- Department of Biological and Medical Psychology, Faculty of Psychology, University of Bergen, Bergen, Norway
| | - Tine Nordgreen
- Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
- Department of Global Public Health and Primary Care, Faculty of Medicine, University of Bergen, Bergen, Norway
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Kenter RMF, Schønning A, Inal Y. Internet-delivered Self-help for Adults with ADHD (MyADHD): A Usability Study (Preprint). JMIR Form Res 2022; 6:e37137. [DOI: 10.2196/37137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Revised: 08/30/2022] [Accepted: 08/30/2022] [Indexed: 11/13/2022] Open
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Lamo Y, Mukhiya SK, Rabbi F, Aminifar A, Lillehaug SI, Tørresen J, H Pham M, Côtè-Allard U, Noori FM, Guribye F, Inal Y, Flobakk E, Wake JD, Myklebost S, Lundervold AJ, Hammar A, Nordby E, Kahlon S, Kenter R, Sekse RJT, Griffin KF, Jakobsen P, Ødegaard KJ, Skar YS, Nordgreen T. Towards adaptive technology in routine mental health care. Digit Health 2022; 8:20552076221128678. [PMID: 36386244 PMCID: PMC9661551 DOI: 10.1177/20552076221128678] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
This paper summarizes the information technology-related research findings after 5 years with the INTROducing Mental health through Adaptive Technology project. The aim was to improve mental healthcare by introducing new technologies for adaptive interventions in mental healthcare through interdisciplinary research and development. We focus on the challenges related to internet-delivered psychological treatments, emphasising artificial intelligence, human-computer interaction, and software engineering. We present the main research findings, the developed artefacts, and lessons learned from the project before outlining directions for future research. The main findings from this project are encapsulated in a reference architecture that is used for establishing an infrastructure for adaptive internet-delivered psychological treatment systems in clinical contexts. The infrastructure is developed by introducing an interdisciplinary design and development process inspired by domain-driven design, user-centred design, and the person based approach for intervention design. The process aligns the software development with the intervention design and illustrates their mutual dependencies. Finally, we present software artefacts produced within the project and discuss how they are related to the proposed reference architecture. Our results indicate that the proposed development process, the reference architecture and the produced software can be practical means of designing adaptive mental health care treatments in correspondence with the patients’ needs and preferences. In summary, we have created the initial version of an information technology infrastructure to support the development and deployment of Internet-delivered mental health interventions with inherent support for data sharing, data analysis, reusability of treatment content, and adaptation of intervention based on user needs and preferences.
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Affiliation(s)
- Yngve Lamo
- Department of Computer Science, Electrical Engineering, and Mathematical Sciences, Western Norway University of Applied Sciences, Bergen, Norway
| | - Suresh K Mukhiya
- Department of Computer Science, Electrical Engineering, and Mathematical Sciences, Western Norway University of Applied Sciences, Bergen, Norway
| | - Fazle Rabbi
- Department of Computer Science, Electrical Engineering, and Mathematical Sciences, Western Norway University of Applied Sciences, Bergen, Norway
- Department of Information Science and Media Studies, Faculty of Social Science, University of Bergen, Bergen, Noway
| | - Amin Aminifar
- Department of Computer Science, Electrical Engineering, and Mathematical Sciences, Western Norway University of Applied Sciences, Bergen, Norway
| | - Svein I Lillehaug
- Department of Computer Science, Electrical Engineering, and Mathematical Sciences, Western Norway University of Applied Sciences, Bergen, Norway
| | - Jim Tørresen
- Department of Informatics, Faculty of Mathematics and Natural Sciences, University of Oslo, Oslo, Norway
| | - Minh H Pham
- Department of Informatics, Faculty of Mathematics and Natural Sciences, University of Oslo, Oslo, Norway
| | - Ulysse Côtè-Allard
- Department of Informatics, Faculty of Mathematics and Natural Sciences, University of Oslo, Oslo, Norway
| | - Farzan M Noori
- Department of Informatics, Faculty of Mathematics and Natural Sciences, University of Oslo, Oslo, Norway
| | - Frode Guribye
- Department of Information Science and Media Studies, Faculty of Social Science, University of Bergen, Bergen, Noway
| | - Yavuz Inal
- Department of Information Science and Media Studies, Faculty of Social Science, University of Bergen, Bergen, Noway
| | - Eivind Flobakk
- Department of Information Science and Media Studies, Faculty of Social Science, University of Bergen, Bergen, Noway
| | - Jo D Wake
- NORCE Norwegian Research Centre AS, Bergen, Norway
| | - Sunniva Myklebost
- Department of Biological and Medical Psychology, Faculty of Psychology, University of Bergen, Bergen, Norway
| | - Astri J Lundervold
- Department of Biological and Medical Psychology, Faculty of Psychology, University of Bergen, Bergen, Norway
| | - Aasa Hammar
- Department of Biological and Medical Psychology, Faculty of Psychology, University of Bergen, Bergen, Norway
- Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
| | - Emilie Nordby
- Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
| | - Smiti Kahlon
- Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
| | - Robin Kenter
- Department of Clinical Psychology, Faculty of Psychology, University of Bergen, Bergen, Norway
| | - Ragnhild JT Sekse
- Department of Clinical Psychology, Faculty of Psychology, University of Bergen, Bergen, Norway
| | | | - Petter Jakobsen
- Norment, Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
- Department of Clinical Medicine, University of Bergen, Bergen, Norway
| | - Ketil Joachim Ødegaard
- Norment, Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
- Department of Clinical Medicine, University of Bergen, Bergen, Norway
| | | | - Tine Nordgreen
- Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
- Faculty of Medicine and Dentistry, University of Bergen, Bergen, Norway
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Nordgreen T, Nordby ES, Myklebost SB, Flobak E, Kahlon S. In Case of an Emergency: The Development and Effects of a Digital Intervention for Coping With Distress in Norway During the COVID-19 Pandemic. Front Psychol 2021; 12:705383. [PMID: 34880803 PMCID: PMC8645549 DOI: 10.3389/fpsyg.2021.705383] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Accepted: 10/19/2021] [Indexed: 11/13/2022] Open
Abstract
Background: The COVID-19 pandemic and its consequences has been found to negatively affect the general population's psychological well-being. Objective: The objectives of this paper are to report on the development and clinical effects of a self-guided Internet-delivered intervention for adults in Norway who suffer from mild to moderate psychological distress during the COVID-19 pandemic. Methods: The participants, recruited between April and December 2020, were randomized to receive a new treatment module either every third or every fifth day. The clinical outcomes were self-reported depressive and anxiety symptoms and change in positive and negative emotions. Results: A total of 1256 individuals accessed the pre-screening survey, 407 were eligible and 92 provided contact information, where 82 were included in the study, n = 44 in the 3-day group and n = 38 in the 5-day group. Overall, the statistical analyses showed a significant decrease in depressive and anxiety symptoms and an increase in positive emotions, with small and moderate within group effect sizes. No significant differences between the groups were identified in clinical outcomes or adherence. Conclusion: These findings indicate that psychological distress in the general population during the COVID-19 pandemic may be reduced through the use of a scalable self-guided Internet-delivered intervention. Furthermore, the lack of significant differences between the 5-day and 3-day group may indicate that the intervention can be delivered at a more intensive pace without negatively affecting treatment outcomes. The results need to be interpreted with caution as the sample was self-selected, as well as the lack of passive control group. Hence the results may be attributed to external factors.
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Affiliation(s)
- Tine Nordgreen
- Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
- Department of Global Public Health and Primary Care, Faculty of Medicine, University of Bergen, Bergen, Norway
| | - Emilie Sektnan Nordby
- Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
- Department of Biological and Medical Psychology, Faculty of Psychology, University of Bergen, Bergen, Norway
| | - Sunniva Burok Myklebost
- Department of Global Public Health and Primary Care, Faculty of Medicine, University of Bergen, Bergen, Norway
| | - Eivind Flobak
- Department of Information Science and Media Studies, Faculty of Social Sciences, University of Bergen, Bergen, Norway
| | - Smiti Kahlon
- Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
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