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Emmelkamp J, Wisman M, Nauta M, Van Rijn N, Dekker J, Christ C. Preferences and perceived barriers for internet-based treatment among adolescents with anxiety or depressive disorders: A qualitative study. Internet Interv 2024; 38:100770. [PMID: 39310715 PMCID: PMC11416615 DOI: 10.1016/j.invent.2024.100770] [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: 04/10/2024] [Revised: 08/28/2024] [Accepted: 09/03/2024] [Indexed: 09/25/2024] Open
Abstract
Background Over the past two decades, the development of internet-based treatments for adolescents with anxiety and depressive disorders has advanced rapidly. To date, adolescents' preferences and perceived barriers for internet-based treatment remain largely unknown, especially in clinical samples. Therefore, this study explored the preferences and perceived barriers of adolescents with anxiety or depression regarding internet-based treatment. Methods This qualitative study included 21 adolescent patients with anxiety or depressive disorder, and varied levels of experience with internet-based treatment. Two focus groups (N1 = 5, N2 = 6) and semi-structured interviews (N = 10) were conducted, recorded, transcribed, and analyzed using a reflexive thematic analysis approach. Results The thematic analysis yielded five main themes, and 12 subthemes. The main themes were: independence, accessibility, content, therapist contact, and appearance. Adolescents highlighted self-direction as a benefit of internet-based treatment, and motivational challenges as a drawback. They found internet-based interventions convenient and particularly fitting for implementation during waiting periods before formal treatment. Guided interventions were preferred over mere self-help. Furthermore, adolescents stressed the importance of a clear, organized design, and recommended accessibility on both mobile phones and computers. Conclusion Findings provide a clear overview of the needs and preferences of adolescents with anxiety or depressive disorder regarding internet-based treatment. To address their diverse needs, internet-based interventions should be tailorable, should incorporate therapist guidance, and should already be available during the treatment waiting period. Results of this study can guide the development and implementation of new internet-based interventions, and may thereby help to further optimize their uptake among adolescent patients.
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Affiliation(s)
- J. Emmelkamp
- Arkin Mental Health Care, Department of Research, Amsterdam, the Netherlands
- Vrije Universiteit Amsterdam, Department of Clinical, Neuro and Developmental Psychology, Amsterdam Public Health research institute, Amsterdam, the Netherlands
- Department of Youth and Family, Arkin Mental Health Care, Amsterdam, the Netherlands
| | - M.A. Wisman
- Arkin Mental Health Care, Department of Research, Amsterdam, the Netherlands
- Vrije Universiteit Amsterdam, Department of Clinical, Neuro and Developmental Psychology, Amsterdam Public Health research institute, Amsterdam, the Netherlands
- Department of Youth and Family, Arkin Mental Health Care, Amsterdam, the Netherlands
| | - M.H. Nauta
- University of Groningen, Department of Clinical Psychology and Experimental Psychopathology, Groningen, the Netherlands
- Accare Child Study Center, University Center for Child and Adolescent Psychiatry, Groningen, the Netherlands
| | - N.I.E. Van Rijn
- Arkin Mental Health Care, Department of Research, Amsterdam, the Netherlands
- GGZ inGeest Mental Health Care, Amsterdam, the Netherlands
| | - J.J.M. Dekker
- Arkin Mental Health Care, Department of Research, Amsterdam, the Netherlands
- Vrije Universiteit Amsterdam, Department of Clinical Psychology, Faculty of Behavioral and Movement Sciences, Amsterdam Public Health research institute, Amsterdam, Netherlands
| | - C. Christ
- Arkin Mental Health Care, Department of Research, Amsterdam, the Netherlands
- GGZ inGeest Mental Health Care, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam UMC, VU University Medical Center, Department of Psychiatry, Amsterdam, the Netherlands
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Liu GY, Yan MD, Mai YY, Fu FJ, Pan L, Zhu JM, Ji WJ, Hu J, Li WP, Xie W. Frontiers and hotspots in anxiety disorders: A bibliometric analysis from 2004 to 2024. Heliyon 2024; 10:e35701. [PMID: 39220967 PMCID: PMC11365340 DOI: 10.1016/j.heliyon.2024.e35701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2024] [Revised: 06/05/2024] [Accepted: 08/01/2024] [Indexed: 09/04/2024] Open
Abstract
Objective This study aimed to analyze research on anxiety disorders using VOSviewer and CiteSpace to identify research hotspots and future directions. Methods We conduct ed a comprehensive search on the Web of Science Core Collection (WoSCC) for relevant studies about anxiety disorders published within the past two decades (from 2004 to 2024). VOSviewer and CiteSpace were mainly used to analyze the authors, institutions, countries, publishing journals, reference co-citation patterns, keyword co-occurrence, keyword clustering, and other aspects to construct a knowledge atlas. Results A total of 22,267 publications related to anxiety disorders were retrieved. The number of publications about anxiety disorders has generally increased over time, with some fluctuations. The United States emerged as the most productive country, with Harvard University identified as the most prolific institution and Brenda W. J. H. Penninx as the most prolific author in the field. Conclusion This research identified the most influential publications, authors, journals, institutions, and countries in the field of anxiety research. Future research directions are involved advanced treatments based on pharmacotherapy, psychotherapy and digital interventions, mechanism exploration to anxiety disorders based on neurobiological and genetic basis, influence of social and environmental factors on the onset of anxiety disorders.
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Affiliation(s)
- Gui-Yu Liu
- School of Traditional Chinese Medicine, Southern Medical University, Guangzhou, 510515, PR China, China
| | - Ming-De Yan
- School of Traditional Chinese Medicine, Southern Medical University, Guangzhou, 510515, PR China, China
| | - Yi-Yin Mai
- The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Fan-Jia Fu
- School of Traditional Chinese Medicine, Southern Medical University, Guangzhou, 510515, PR China, China
| | - Lei Pan
- School of Traditional Chinese Medicine, Southern Medical University, Guangzhou, 510515, PR China, China
| | - Jun-Ming Zhu
- School of Traditional Chinese Medicine, Southern Medical University, Guangzhou, 510515, PR China, China
| | - Wen-Juan Ji
- School of Traditional Chinese Medicine, Southern Medical University, Guangzhou, 510515, PR China, China
| | - Jiao Hu
- School of Traditional Chinese Medicine, Southern Medical University, Guangzhou, 510515, PR China, China
| | - Wei-Peng Li
- School of Traditional Chinese Medicine, Southern Medical University, Guangzhou, 510515, PR China, China
- Department of Neurology, Integrated Hospital of Traditional Chinese Medicine, Southern Medical University, Guangzhou, China
| | - Wei Xie
- School of Traditional Chinese Medicine, Southern Medical University, Guangzhou, 510515, PR China, China
- Department of Traditional Chinese Medicine, Nanfang Hospital, Southern Medical University, Guangzhou, China
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Martínez-Borba V, Quilez-Orden A, Ferreres-Galán V, López-Cruz C, Osma J, Andreu-Pejó L. Recommendations for the Development of Psychological Smartphone Applications in the Context of Bariatric Surgery: Focus Groups with Professionals and Patients. J Clin Psychol Med Settings 2024:10.1007/s10880-024-10039-z. [PMID: 39164455 DOI: 10.1007/s10880-024-10039-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/31/2024] [Indexed: 08/22/2024]
Abstract
To explore the experiences and preferences of patients and healthcare professionals regarding the development of an app to provide psychological intervention to improve emotion regulation in the context of bariatric surgery (BS). Sixteen people (6 patients who underwent BS and 10 professionals) participated in two separate focus group sessions. We performed a content analysis of transcribed focus group discussions to extract and organize categories, subcategories and areas. Both sets of stakeholders provided information about how to develop and implement an app. According to participants' comment, content should include information (i.e., nutrition, exercise) and emotional regulation skills. Patients and professionals mentioned that the app should include visual information, continuous emotional assessments and peer contact. It was also mentioned that the app should be used before and after BS and its contents should be developed by a multidisciplinary team (i.e., collaboration of endocrinologist, nutritionists and psychologists). Participants in both focus groups considered technology to be useful in the context of BS, especially as part of blended interventions (combining face-to-face and online sessions). Patients and professionals seem to be receptive towards the use of technology in a BS context. Specific recommendations are identified for designing and implementing app solutions for BS. More efforts should be made in the future to develop and implement evidence-based apps according to patients and professionals' needs.
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Affiliation(s)
- Verónica Martínez-Borba
- Instituto de Investigación Sanitaria de Aragón, Avenida San Juan Bosco, 13, 50009, Zaragoza, Spain
- Universidad de Zaragoza, Calle Atarazanas, 4, 44003, Teruel, Spain
| | - Alba Quilez-Orden
- Unidad de Salud Mental Moncayo, Calle Cortes de Aragón, 14, 50500, Tarazona, Spain
| | - Vanessa Ferreres-Galán
- Unidad de Salud Mental del Hospital Comarcal de Vinaròs, Avenida Gil De Atrosillo S/N, 12500, Vinaròs, Spain
| | | | - Jorge Osma
- Instituto de Investigación Sanitaria de Aragón, Avenida San Juan Bosco, 13, 50009, Zaragoza, Spain.
- Universidad de Zaragoza, Calle Atarazanas, 4, 44003, Teruel, Spain.
| | - Laura Andreu-Pejó
- Instituto de Investigación Sanitaria de Aragón, Avenida San Juan Bosco, 13, 50009, Zaragoza, Spain
- Universitat Jaume I, Avenida Vicente Sos Baynat S/N, 12071, Castellón, Spain
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Hasemann L, Elkenkamp S, Müller M, Bauer A, Wallwiener S, Greiner W. Health economic evaluation of an electronic mindfulness-based intervention (eMBI) to improve maternal mental health during pregnancy - a randomized controlled trial (RCT). HEALTH ECONOMICS REVIEW 2024; 14:60. [PMID: 39078447 PMCID: PMC11290259 DOI: 10.1186/s13561-024-00537-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Accepted: 07/15/2024] [Indexed: 07/31/2024]
Abstract
BACKGROUND Anxiety and depression are the most prevalent psychiatric diseases in the peripartum period. They can lead to relevant health consequences for mother and child as well as increased health care resource utilization (HCRU) and related costs. Due to the promising results of mindfulness-based interventions (MBI) and digital health applications in mental health, an electronic MBI on maternal mental health during pregnancy was implemented and assessed in terms of transferability to standard care in Germany. The present study focused the health economic outcomes of the randomized controlled trial (RCT). METHODS The analysis, adopting a payer's and a societal perspective, included women of increased emotional distress at < 29 weeks of gestation. We applied inferential statistics (α = 0.05 significance level) to compare the intervention group (IG) and control group (CG) in terms of HCRU and costs. The analysis was primarily based on statutory health insurance claims data which covered the individual observational period of 40 weeks. RESULTS Overall, 258 women (IG: 117, CG: 141) were included in the health economic analysis. The results on total health care costs from a payer's perspective indicated higher costs for the IGi compared to the CG (Exp(ß) = 1.096, 95% CI: 1.006-1.194, p = 0.037). However, the estimation was not significant after Bonferroni correction (p < 0.006). Even the analysis from a societal perspective as well as sensitivity analyses did not show significant results. CONCLUSIONS In the present study, the eMBI did neither reduced nor significantly increased health care costs. Further research is needed to generate robust evidence on eMBIs for women suffering from peripartum depression and anxiety. TRIAL REGISTRATION German Clinical Trials Register: DRKS00017210. Registered on 13 January 2020. Retrospectively registered.
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Affiliation(s)
- Lena Hasemann
- AG 5 - Department of Health Economics and Health Care Management, School of Public Health, Bielefeld University, Universitaetsstrasse 25, 33615, Bielefeld, Germany.
| | - Svenja Elkenkamp
- AG 5 - Department of Health Economics and Health Care Management, School of Public Health, Bielefeld University, Universitaetsstrasse 25, 33615, Bielefeld, Germany
| | - Mitho Müller
- Department of Psychology, Ludwig-Maximilians-University of Munich, Leopoldstrasse 13, 80802, Munich, Germany
| | - Armin Bauer
- Department for Women's Health, Tuebingen University, Calwerstrasse 7, 72076, Tuebingen, Germany
| | - Stephanie Wallwiener
- Department of Obstetrics and Gynecology, Heidelberg University, Im Neuenheimer Feld 440, 69115, Heidelberg, Germany
| | - Wolfgang Greiner
- AG 5 - Department of Health Economics and Health Care Management, School of Public Health, Bielefeld University, Universitaetsstrasse 25, 33615, Bielefeld, Germany
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Monteiro F, Carona C, Antunes P, Canavarro MC, Fonseca A. Economic evaluation of Be a Mom, a web-based intervention to prevent postpartum depression in high-risk women alongside a randomized controlled trial. J Affect Disord 2024; 357:163-170. [PMID: 38703901 DOI: 10.1016/j.jad.2024.05.013] [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: 11/09/2023] [Revised: 04/26/2024] [Accepted: 05/01/2024] [Indexed: 05/06/2024]
Abstract
BACKGROUND Postpartum depression (PPD) poses significant challenges, affecting both mothers and children, with substantial societal and economic implications. Internet-based cognitive behavioral therapy interventions (iCBT) offer promise in addressing PPD, but their economic impact remains unexplored. This study aimed to evaluate the cost-utility of Be a Mom, a self-guided iCBT intervention, compared with a waiting-list control among postpartum women at high risk of PPD. METHODS This economic evaluation was conducted alongside a 14-month randomized controlled trial adopting a societal perspective. Participants were randomized to Be a Mom (n = 542) or a waitlisted control group (n = 511). Self-report data on healthcare utilization, productivity losses, and quality-adjusted life years (QALYs) were collected at baseline, post-intervention, and 4 and 12 months post-intervention. Incremental cost-effectiveness ratios (ICERs) were calculated, and cost-effectiveness acceptability curves were generated using nonparametric bootstrapping. Sensitivity analyses were conducted to assess result robustness. RESULTS Over 14 months, Be a Mom generated a QALY gain of 0.0184 (0.0022, 0.0346), and cost savings of EUR 34.06 (-176.16, 108.04) compared to the control group. At a willingness to pay of EUR 20,000, Be a Mom had a 97.6 % probability of cost-effectiveness. LIMITATIONS Results have limitations due to self-selected sample, potential recall bias in self-reporting, missing data, limited follow-up, and the use of a waiting-list control group. CONCLUSIONS This study addresses a critical gap by providing evidence on the cost-utility of an iCBT intervention tailored for PPD prevention. Further research is essential to identify scalable and cost-effective interventions for reducing the burden of PPD.
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Affiliation(s)
- Fabiana Monteiro
- University of Coimbra, Center for Research in Neuropsychology and Cognitive Behavioral Intervention, Faculty of Psychology and Educational Sciences, Coimbra, Portugal.
| | - Carlos Carona
- University of Coimbra, Center for Research in Neuropsychology and Cognitive Behavioral Intervention, Faculty of Psychology and Educational Sciences, Coimbra, Portugal
| | - Patrícia Antunes
- University of Coimbra, Centre for Health Studies and Research Faculty of Economics, Coimbra, Portugal
| | - Maria Cristina Canavarro
- University of Coimbra, Center for Research in Neuropsychology and Cognitive Behavioral Intervention, Faculty of Psychology and Educational Sciences, Coimbra, Portugal
| | - Ana Fonseca
- University of Coimbra, Center for Research in Neuropsychology and Cognitive Behavioral Intervention, Faculty of Psychology and Educational Sciences, Coimbra, Portugal
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Nelson BW, Peiper NC, Aschbacher K, Forman-Hoffman VL. Evidence-Based Therapist-Supported Digital Mental Health Intervention for Patients Experiencing Medical Multimorbidity: A Retrospective Cohort Intent-to-Treat Study. Psychosom Med 2024; 86:547-554. [PMID: 38718176 DOI: 10.1097/psy.0000000000001319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/09/2024]
Abstract
OBJECTIVE Multimorbidity or the co-occurrence of multiple health conditions is increasing globally and is associated with significant psychological complications. It is unclear whether digital mental health (DMH) interventions for patients experiencing multimorbidity are effective, particularly given that this patient population faces more treatment resistance. The goal of the current study was to examine the impact of smartphone-delivered DMH interventions for patients presenting with elevated internalizing symptoms that have reported multiple lifetime medical conditions. METHODS This preregistered (see https://osf.io/vh2et/ ) retrospective cohort intent-to-treat study with 2819 patients enrolled in a therapist-supported DMH intervention examined the associations between medical multimorbidity (MMB) and mental health outcomes. RESULTS Results indicated that more MMB was significantly associated with greater presenting mental health symptom severity. MMB did not have a deleterious influence on depressive symptom trajectories across treatment, although having one medical condition was associated with a steeper decrease in anxiety symptoms compared to patients with no medical conditions. Finally, MMB was not associated with time to dropout, but was associated with higher dropout and was differentially associated with fewer beneficial treatment outcomes, although this is likely attributable to higher presenting symptom severity, rather than lesser symptom reductions during treatment. CONCLUSIONS Overall, the Meru Health Program was associated with large effect size decreases in depressive and anxiety symptoms regardless of the number of MMB. Future DMH treatments and research might investigate tailored barrier reduction and extended treatment lengths for patients experiencing MMB to allow for greater treatment dose to reduce symptoms below clinical outcome thresholds.
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Affiliation(s)
- Benjamin W Nelson
- From the Meru Health Inc. (Nelson, Peiper, Aschbacher, Forman-Hoffman), San Mateo, California; Department of Psychology and Neuroscience (Nelson), University of North Carolina at Chapel Hill, Chapel Hill, North Carolina; Department of Epidemiology and Population Health (Peiper), University of Louisville, Louisville, Kentucky; and Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences (Aschbacher), University of California San Francisco, San Francisco, California
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López-Soler C, Vicente-Escudero JL, López-López JA, Alcántara M, Martínez A, Castro M, Fernández V, Sánchez-Meca J. Effectiveness of internet-delivered psychological treatments for children and adolescents with anxiety and/or depressive disorders: Systematic review and network meta-analysis. Int J Clin Health Psychol 2024; 24:100487. [PMID: 39114408 PMCID: PMC11304886 DOI: 10.1016/j.ijchp.2024.100487] [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: 02/08/2024] [Accepted: 07/05/2024] [Indexed: 08/10/2024] Open
Abstract
Background Anxiety and depression symptomatology has increased in the child and adolescent population. Internet-delivered psychological treatments (IDPT) can help to reduce this symptomatology, attending to the largest possible population. Aim To conduct a systematic review and network meta-analysis of IDPT to reduce anxiety and depression symptoms in children and adolescents. Methods The search for studies was conducted in SCOPUS, PsycINFO, PSICODOC, PsycARTICLES and Medline, between 2000 and 2022, in December 2022. Studies were selected if they were conducted with a sample of children and/or adolescents with previous symptoms of anxiety and depression, had applied IDPT, and included at least two comparative groups with pretest-posttest measures. Network meta-analyses were separately performed for anxiety and depression outcomes. Publication bias was analyzed using Egger's test and funnel plots, and mixed-effects meta-regression models were applied to account for heterogeneity. Results 37 studies were included in the meta-analysis, providing a total of 74 comparative groups. IDPT exhibited low-to-moderate, statistically significant average effect sizes when compared to both inactive and active controls. No statistical significance was found when IDPT was compared with other types of interventions. Discussion IDPT is recommended to reduce anxiety and depression symptomatology in children and adolescents, but more studies are needed which compare treatments with other types of interventions, such as face-to-face therapy.
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Affiliation(s)
- Concepción López-Soler
- Department of Personality, Evaluation and Psychological Treatment, University of Murcia, Espinardo Campus, 31, Murcia, Spain
| | - Jose Luis Vicente-Escudero
- Department of Personality, Evaluation and Psychological Treatment, University of Murcia, Espinardo Campus, 31, Murcia, Spain
| | - Jose Antonio López-López
- Department of Basic Psychology and Methodology, University of Murcia, Espinardo Campus, 31, Murcia Spain
| | - Mavi Alcántara
- Department of Personality, Evaluation and Psychological Treatment, University of Murcia, Espinardo Campus, 31, Murcia, Spain
| | - Antonia Martínez
- Department of Personality, Evaluation and Psychological Treatment, University of Murcia, Espinardo Campus, 31, Murcia, Spain
| | - Maravillas Castro
- Department of Personality, Evaluation and Psychological Treatment, University of Murcia, Espinardo Campus, 31, Murcia, Spain
| | - Visitación Fernández
- Department of Personality, Evaluation and Psychological Treatment, University of Murcia, Espinardo Campus, 31, Murcia, Spain
| | - Julio Sánchez-Meca
- Department of Basic Psychology and Methodology, University of Murcia, Espinardo Campus, 31, Murcia Spain
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Moreno-Peral P, Conejo-Cerón S, Wijnen B, Lokkerbol J, Fernández A, Smit F, Bellón JÁ. Health-Economic Evaluation of Psychological Interventions for Anxiety Prevention: A Systematic Review. Psychiatr Serv 2024; 75:667-677. [PMID: 38410039 DOI: 10.1176/appi.ps.20230101] [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] [Indexed: 02/28/2024]
Abstract
OBJECTIVE Although evidence supports the effectiveness of psychological interventions for prevention of anxiety, little is known about their cost-effectiveness. The aim of this study was to conduct a systematic review of health-economic evaluations of psychological interventions for anxiety prevention. METHODS PubMed, PsycInfo, Web of Science, Embase, Cochrane Central Register of Controlled Trials, EconLit, National Health Service (NHS) Economic Evaluations Database, NHS Health Technology Assessment, and OpenGrey databases were searched electronically on December 23, 2022. Included studies focused on economic evaluations based on randomized controlled trials of psychological interventions to prevent anxiety. Study data were extracted, and the quality of the selected studies was assessed by using the Consensus on Health Economic Criteria and the Cochrane risk-of-bias tool. RESULTS All included studies (N=5) had economic evaluations that were considered to be of good quality. In two studies, the interventions showed favorable cost-effectiveness compared with usual care groups. In one study, the intervention was not cost-effective. Findings from another study cast doubt on the cost-effectiveness of the intervention, and the cost-effectiveness of the intervention in the remaining study could not be established. CONCLUSIONS Although the findings suggest some preliminary evidence of cost-effectiveness of psychological interventions for preventing anxiety, they were limited by the small number of included studies. Additional research on the cost-effectiveness of psychological interventions for anxiety in different countries and populations is required.
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Affiliation(s)
- Patricia Moreno-Peral
- IBIMA Plataforma BIONAND, Málaga, Spain (Moreno-Peral, Conejo-Cerón); Institute of Health Carlos III (ISCIII), Madrid (Moreno-Peral, Conejo-Cerón); Department of Personality, Evaluation and Psychological Treatment (Moreno-Peral) and Department of Public Health and Psychiatry (Bellón), University of Málaga, Málaga, Spain; Centre of Economic Evaluation and Machine Learning, Trimbos Institute, Utrecht, the Netherlands (Wijnen, Lokkerbol, Smit); Barcelona Agency of Public Health, Community Health Service, and Center for Biomedical Research in Epidemiology and Public Health, Barcelona, Spain (Fernández); Department of Clinical Neuro and Developmental Psychology, Vrije Universiteit Amsterdam, Amsterdam (Smit); El Palo Health Centre, Health District of Primary Care Málaga-Guadalhorce, Málaga, Spain (Bellón)
| | - Sonia Conejo-Cerón
- IBIMA Plataforma BIONAND, Málaga, Spain (Moreno-Peral, Conejo-Cerón); Institute of Health Carlos III (ISCIII), Madrid (Moreno-Peral, Conejo-Cerón); Department of Personality, Evaluation and Psychological Treatment (Moreno-Peral) and Department of Public Health and Psychiatry (Bellón), University of Málaga, Málaga, Spain; Centre of Economic Evaluation and Machine Learning, Trimbos Institute, Utrecht, the Netherlands (Wijnen, Lokkerbol, Smit); Barcelona Agency of Public Health, Community Health Service, and Center for Biomedical Research in Epidemiology and Public Health, Barcelona, Spain (Fernández); Department of Clinical Neuro and Developmental Psychology, Vrije Universiteit Amsterdam, Amsterdam (Smit); El Palo Health Centre, Health District of Primary Care Málaga-Guadalhorce, Málaga, Spain (Bellón)
| | - Ben Wijnen
- IBIMA Plataforma BIONAND, Málaga, Spain (Moreno-Peral, Conejo-Cerón); Institute of Health Carlos III (ISCIII), Madrid (Moreno-Peral, Conejo-Cerón); Department of Personality, Evaluation and Psychological Treatment (Moreno-Peral) and Department of Public Health and Psychiatry (Bellón), University of Málaga, Málaga, Spain; Centre of Economic Evaluation and Machine Learning, Trimbos Institute, Utrecht, the Netherlands (Wijnen, Lokkerbol, Smit); Barcelona Agency of Public Health, Community Health Service, and Center for Biomedical Research in Epidemiology and Public Health, Barcelona, Spain (Fernández); Department of Clinical Neuro and Developmental Psychology, Vrije Universiteit Amsterdam, Amsterdam (Smit); El Palo Health Centre, Health District of Primary Care Málaga-Guadalhorce, Málaga, Spain (Bellón)
| | - Joran Lokkerbol
- IBIMA Plataforma BIONAND, Málaga, Spain (Moreno-Peral, Conejo-Cerón); Institute of Health Carlos III (ISCIII), Madrid (Moreno-Peral, Conejo-Cerón); Department of Personality, Evaluation and Psychological Treatment (Moreno-Peral) and Department of Public Health and Psychiatry (Bellón), University of Málaga, Málaga, Spain; Centre of Economic Evaluation and Machine Learning, Trimbos Institute, Utrecht, the Netherlands (Wijnen, Lokkerbol, Smit); Barcelona Agency of Public Health, Community Health Service, and Center for Biomedical Research in Epidemiology and Public Health, Barcelona, Spain (Fernández); Department of Clinical Neuro and Developmental Psychology, Vrije Universiteit Amsterdam, Amsterdam (Smit); El Palo Health Centre, Health District of Primary Care Málaga-Guadalhorce, Málaga, Spain (Bellón)
| | - Anna Fernández
- IBIMA Plataforma BIONAND, Málaga, Spain (Moreno-Peral, Conejo-Cerón); Institute of Health Carlos III (ISCIII), Madrid (Moreno-Peral, Conejo-Cerón); Department of Personality, Evaluation and Psychological Treatment (Moreno-Peral) and Department of Public Health and Psychiatry (Bellón), University of Málaga, Málaga, Spain; Centre of Economic Evaluation and Machine Learning, Trimbos Institute, Utrecht, the Netherlands (Wijnen, Lokkerbol, Smit); Barcelona Agency of Public Health, Community Health Service, and Center for Biomedical Research in Epidemiology and Public Health, Barcelona, Spain (Fernández); Department of Clinical Neuro and Developmental Psychology, Vrije Universiteit Amsterdam, Amsterdam (Smit); El Palo Health Centre, Health District of Primary Care Málaga-Guadalhorce, Málaga, Spain (Bellón)
| | - Filip Smit
- IBIMA Plataforma BIONAND, Málaga, Spain (Moreno-Peral, Conejo-Cerón); Institute of Health Carlos III (ISCIII), Madrid (Moreno-Peral, Conejo-Cerón); Department of Personality, Evaluation and Psychological Treatment (Moreno-Peral) and Department of Public Health and Psychiatry (Bellón), University of Málaga, Málaga, Spain; Centre of Economic Evaluation and Machine Learning, Trimbos Institute, Utrecht, the Netherlands (Wijnen, Lokkerbol, Smit); Barcelona Agency of Public Health, Community Health Service, and Center for Biomedical Research in Epidemiology and Public Health, Barcelona, Spain (Fernández); Department of Clinical Neuro and Developmental Psychology, Vrije Universiteit Amsterdam, Amsterdam (Smit); El Palo Health Centre, Health District of Primary Care Málaga-Guadalhorce, Málaga, Spain (Bellón)
| | - Juan Ángel Bellón
- IBIMA Plataforma BIONAND, Málaga, Spain (Moreno-Peral, Conejo-Cerón); Institute of Health Carlos III (ISCIII), Madrid (Moreno-Peral, Conejo-Cerón); Department of Personality, Evaluation and Psychological Treatment (Moreno-Peral) and Department of Public Health and Psychiatry (Bellón), University of Málaga, Málaga, Spain; Centre of Economic Evaluation and Machine Learning, Trimbos Institute, Utrecht, the Netherlands (Wijnen, Lokkerbol, Smit); Barcelona Agency of Public Health, Community Health Service, and Center for Biomedical Research in Epidemiology and Public Health, Barcelona, Spain (Fernández); Department of Clinical Neuro and Developmental Psychology, Vrije Universiteit Amsterdam, Amsterdam (Smit); El Palo Health Centre, Health District of Primary Care Málaga-Guadalhorce, Málaga, Spain (Bellón)
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Khan ZA, Kidholm K, Pedersen SA, Haga SM, Drozd F, Sundrehagen T, Olavesen E, Halsteinli V. Developing a Program Costs Checklist of Digital Health Interventions: A Scoping Review and Empirical Case Study. PHARMACOECONOMICS 2024; 42:663-678. [PMID: 38530596 PMCID: PMC11126496 DOI: 10.1007/s40273-024-01366-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 02/22/2024] [Indexed: 03/28/2024]
Abstract
INTRODUCTION The rate of development and complexity of digital health interventions (DHIs) in recent years has to some extent outpaced the methodological development in economic evaluation and costing. Particularly, the choice of cost components included in intervention or program costs of DHIs have received scant attention. The aim of this study was to build a literature-informed checklist of program cost components of DHIs. The checklist was next tested by applying it to an empirical case, Mamma Mia, a DHI developed to prevent perinatal depression. METHOD A scoping review with a structured literature search identified peer-reviewed literature from 2010 to 2022 that offers guidance on program costs of DHIs. Relevant guidance was summarized and extracted elements were organized into categories of main cost components and their associated activities following the standard three-step approach, that is, activities, resource use and unit costs. RESULTS Of the 3448 records reviewed, 12 studies met the criteria for data extraction. The main cost categories identified were development, research, maintenance, implementation and health personnel involvement (HPI). Costs are largely considered to be context-specific, may decrease as the DHI matures and vary with number of users. The five categories and their associated activities constitute the checklist. This was applied to estimate program costs per user for Mamma Mia Self-Guided and Blended, the latter including additional guidance from public health nurses during standard maternal check-ups. Excluding research, the program cost per mother was more than double for Blended compared with Self-Guided (€140.5 versus €56.6, 2022 Euros) due to increased implementation and HPI costs. Including research increased the program costs to €190.8 and €106.9, respectively. One-way sensitivity analyses showed sensitivity to changes in number of users, lifespan of the app, salaries and license fee. CONCLUSION The checklist can help increase transparency of cost calculation and improve future comparison across studies.
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Affiliation(s)
- Zareen Abbas Khan
- Center for Health Care Improvement, St. Olav Hospital, Trondheim University Hospital, 3250, Torgarden, 7006, Trondheim, Norway.
- Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway.
| | - Kristian Kidholm
- Center for Innovative Medical Technology, University of Southern Denmark, Odense, Denmark
| | - Sindre Andre Pedersen
- Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology, Trondheim, Norway
| | - Silje Marie Haga
- Regional Centre for Child and Adolescent Mental Health, Eastern and Southern Norway, Oslo, Norway
| | - Filip Drozd
- Regional Centre for Child and Adolescent Mental Health, Eastern and Southern Norway, Oslo, Norway
| | - Thea Sundrehagen
- Regional Centre for Child and Adolescent Mental Health, Eastern and Southern Norway, Oslo, Norway
| | - Ellen Olavesen
- Regional Centre for Child and Adolescent Mental Health, Eastern and Southern Norway, Oslo, Norway
| | - Vidar Halsteinli
- Center for Health Care Improvement, St. Olav Hospital, Trondheim University Hospital, 3250, Torgarden, 7006, Trondheim, Norway
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Abi Hana R, Abi Ramia J, Burchert S, Carswell K, Cuijpers P, Heim E, Knaevelsrud C, Noun P, Sijbrandij M, van Ommeren M, Van't Hof E, Wijnen B, Zoghbi E, El Chammay R, Smit F. Cost-Effectiveness of Digital Mental Health Versus Usual Care During Humanitarian Crises in Lebanon: Pragmatic Randomized Trial. JMIR Ment Health 2024; 11:e55544. [PMID: 38810255 PMCID: PMC11170045 DOI: 10.2196/55544] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/16/2023] [Revised: 03/22/2024] [Accepted: 04/08/2024] [Indexed: 05/31/2024] Open
Abstract
BACKGROUND There is evidence from meta-analyses and systematic reviews that digital mental health interventions for depression, anxiety, and stress-related disorders tend to be cost-effective. However, no such evidence exists for guided digital mental health care in low and middle-income countries (LMICs) facing humanitarian crises, where the needs are highest. Step-by-Step (SbS), a digital mental health intervention for depression, anxiety, and stress-related disorders, proved to be effective for Lebanese citizens and war-affected Syrians residing in Lebanon. Assessing the cost-effectiveness of SbS is crucial because Lebanon's overstretched health care system must prioritize cost-effective treatment options in the face of continuing humanitarian and economic crises. OBJECTIVE This study aims to assess the cost-effectiveness of SbS in a randomized comparison with enhanced usual care (EUC). METHODS The cost-effectiveness analysis was conducted alongside a pragmatic randomized controlled trial in 2 parallel groups comparing SbS (n=614) with EUC (n=635). The primary outcome was cost (in US $ for the reference year 2019) per treatment response of depressive symptoms, defined as >50% reduction of depressive symptoms measured using the Patient Health Questionnaire (PHQ). The secondary outcome was cost per remission of depressive symptoms, defined as a PHQ score <5 at last follow-up (5 months post baseline). The evaluation was conducted first from the health care perspective then from the societal perspective. RESULTS Taking the health care perspective, SbS had an 80% probability to be regarded as cost-effective compared with EUC when there is a willingness to pay US $220 per additional treatment response or US $840 per additional remission. Taking the wider societal perspective, SbS had a >75% probability to be cost-saving while gaining response or remission. CONCLUSIONS To our knowledge, this study is the first cost-effectiveness analysis based on a large randomized controlled trial (n=1249) of a guided digital mental health intervention in an LMIC. From the principal findings, 2 implications flowed, from the (1) health care perspective and (2) wider societal perspective. First, our findings suggest that SbS is associated with greater health benefits, albeit for higher costs than EUC. It is up to decision makers in health care to decide if they find the balance between additional health gains and additional health care costs acceptable. Second, as seen from the wider societal perspective, there is a substantial likelihood that SbS is not costing more than EUC but is associated with cost-savings as SBS participants become more productive, thus offsetting their health care costs. This finding may suggest to policy makers that it is in the interest of both population health and the wider Lebanese economy to implement SbS on a wide scale. In brief, SbS may offer a scalable, potentially cost-saving response to humanitarian emergencies in an LMIC. TRIAL REGISTRATION ClinicalTrials.gov NCT03720769; https://clinicaltrials.gov/ct2/show/NCT03720769. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.2196/21585.
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Affiliation(s)
- Racha Abi Hana
- Clinical, Neuro- and Developmental Psychology Department, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- National Mental Health Programme, Ministry of Public Health, Beirut, Lebanon
| | - Jinane Abi Ramia
- Clinical, Neuro- and Developmental Psychology Department, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- National Mental Health Programme, Ministry of Public Health, Beirut, Lebanon
| | - Sebastian Burchert
- Division of Clinical Psychological Intervention, Department of Education and Psychology, Freie Universität Berlin, Berlin, Germany
| | - Kenneth Carswell
- Department of Mental Health and Substance Use, World Health Organization, Geneva, Switzerland
| | - Pim Cuijpers
- Clinical, Neuro- and Developmental Psychology Department, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- International Institute for Psychotherapy, Babeş-Bolyai University, Cluj-Napoca, Romania
| | - Eva Heim
- Institute of Psychology, University of Lausanne, Lausanne, Switzerland
- Department of Psychology, University of Zurich, Zurich, Switzerland
| | - Christine Knaevelsrud
- Division of Clinical Psychological Intervention, Department of Education and Psychology, Freie Universität Berlin, Berlin, Germany
| | - Philip Noun
- National Mental Health Programme, Ministry of Public Health, Beirut, Lebanon
| | - Marit Sijbrandij
- Clinical, Neuro- and Developmental Psychology Department, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Mark van Ommeren
- Department of Mental Health and Substance Use, World Health Organization, Geneva, Switzerland
| | - Edith Van't Hof
- Department of Mental Health and Substance Use, World Health Organization, Geneva, Switzerland
| | - Ben Wijnen
- Centre of Economic Evaluation and Machine Learning, Trimbos Institute (Netherlands Institute of Mental Health and Addiction), Utrecht, Netherlands
| | - Edwina Zoghbi
- Country Office for Lebanon, World Health Organization, Beirut, Lebanon
| | - Rabih El Chammay
- National Mental Health Programme, Ministry of Public Health, Beirut, Lebanon
- Faculty of Medicine, Psychiatry Department, Saint Joseph University, Beirut, Lebanon
| | - Filip Smit
- Clinical, Neuro- and Developmental Psychology Department, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Department of Epidemiology and Biostatistics, Amsterdam University Medical Centers, Amsterdam, Netherlands
- Department of Mental Health and Prevention, Trimbos Institute (Netherlands Institute of Mental Health and Addiction), Utrecht, Netherlands
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11
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Batterham PJ, Gulliver A, Heffernan C, Calear AL, Werner-Seidler A, Turner A, Farrer LM, Chatterton ML, Mihalopoulos C, Berk M. A Brief Workplace Training Program to Support Help-Seeking for Mental Ill-Health: Protocol for the Helipad Cluster Randomized Controlled Trial. JMIR Res Protoc 2024; 13:e55529. [PMID: 38787608 PMCID: PMC11161717 DOI: 10.2196/55529] [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: 12/18/2023] [Revised: 03/25/2024] [Accepted: 04/19/2024] [Indexed: 05/25/2024] Open
Abstract
BACKGROUND Most people with mental health problems do not seek help, with delays of even decades in seeking professional help. Lack of engagement with professional mental health services can lead to poor outcomes and functional impairment. However, few effective interventions have been identified to improve help-seeking in adults, and those that exist are not widely implemented to deliver public health impact. Co-designing interventions with people with lived experience of mental ill-health and other relevant stakeholders is critical to increase the likelihood of uptake and engagement with these programs. OBJECTIVE This study aims to (1) test the effectiveness of a co-designed help-seeking program on increasing professional help-seeking intentions in employees in a workplace setting; (2) determine whether the program reduces mental illness stigma and improves help-seeking intentions and behavior, mental health literacy, mental health symptoms, and work and activity functioning relative to the control condition; (3) explore factors that facilitate broader implementation of the co-designed program; and (4) explore the cost-effectiveness of the co-designed program compared to the control condition over 6 months. METHODS A 2-arm cluster randomized controlled trial will be conducted (target sample: N=900 from 30 to 36 workplaces, with n=25 to 35 participants per workplace). The trial will compare the relative effectiveness of an enhanced interactive program (intervention condition) with a standard psychoeducation-alone program (active control condition) on the primary outcome of professional help-seeking intentions as measured by the General Help-Seeking Questionnaire. Secondary outcomes include the impact on mental illness stigma; mental health literacy; help-seeking attitudes and behavior; work and activity functioning; quality of life; and symptoms of mental ill-health including depression, anxiety, and general psychological distress. RESULTS Facilitators of and risks to the trial are identified and addressed in this protocol. Recruitment of workplaces is scheduled to commence in the first quarter of 2024. CONCLUSIONS If effective, the program has the potential to be ready for rapid dissemination throughout Australia, with the potential to increase appropriate and efficient service use across the spectrum of evidence-based services. TRIAL REGISTRATION Australian New Zealand Clinical Trials Registry (ANZCTR) ACTRN12623000270617p; https://www.anzctr.org.au/Trial/Registration/TrialReview.aspx?id=385376. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) PRR1-10.2196/55529.
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Affiliation(s)
- Philip J Batterham
- Centre for Mental Health Research, College of Health and Medicine, The Australian National University, Acton, Australia
| | - Amelia Gulliver
- Centre for Mental Health Research, College of Health and Medicine, The Australian National University, Acton, Australia
| | - Cassandra Heffernan
- Centre for Mental Health Research, College of Health and Medicine, The Australian National University, Acton, Australia
| | - Alison L Calear
- Centre for Mental Health Research, College of Health and Medicine, The Australian National University, Acton, Australia
| | | | - Alyna Turner
- Deakin University, School of Medicine, IMPACT, The Institute for Mental and Physical Health and Clinical Translation, Geelong, Australia
| | - Louise M Farrer
- Centre for Mental Health Research, College of Health and Medicine, The Australian National University, Acton, Australia
| | - Mary Lou Chatterton
- School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
| | - Cathrine Mihalopoulos
- School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
| | - Michael Berk
- Deakin University, School of Medicine, IMPACT, The Institute for Mental and Physical Health and Clinical Translation, Geelong, Australia
- Orygen, The National Centre of Excellence in Youth Mental Health, Centre for Youth Mental Health, Florey Institute for Neuroscience and Mental Health and the Department of Psychiatry, The University of Melbourne, Melbourne, Australia
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12
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Kuhn E, Saleem M, Klein T, Köhler C, Fuhr DC, Lahutina S, Minarik A, Musesengwa R, Neubauer K, Olisaeloka L, Osei F, Reinhold AS, Singh I, Spanhel K, Thomas N, Hendl T, Kellmeyer P, Böge K. Interdisciplinary perspectives on digital technologies for global mental health. PLOS GLOBAL PUBLIC HEALTH 2024; 4:e0002867. [PMID: 38315676 PMCID: PMC10843075 DOI: 10.1371/journal.pgph.0002867] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2024]
Abstract
Digital Mental Health Technologies (DMHTs) have the potential to close treatment gaps in settings where mental healthcare is scarce or even inaccessible. For this, DMHTs need to be affordable, evidence-based, justice-oriented, user-friendly, and embedded in a functioning digital infrastructure. This viewpoint discusses areas crucial for future developments of DMHTs. Drawing back on interdisciplinary scholarship, questions of health equity, consumer-, patient- and developer-oriented legislation, and requirements for successful implementation of technologies across the globe are discussed. Economic considerations and policy implications complement these aspects. We discuss the need for cultural adaptation specific to the context of use and point to several benefits as well as pitfalls of DMHTs for research and healthcare provision. Nonetheless, to circumvent technology-driven solutionism, the development and implementation of DMHTs require a holistic, multi-sectoral, and participatory approach.
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Affiliation(s)
- Eva Kuhn
- Department of Psychiatry and Neurosciences, Campus Benjamin Franklin, Charité –Universitätsmedizin Berlin, Berlin, Germany
| | - Maham Saleem
- Department of Prevention and Evaluation, Leibniz Institute of Prevention Research and Epidemiology-BIPS, Bremen, Germany
| | - Thomas Klein
- Department of Psychiatry and Psychotherapy II, Ulm University, Guenzburg, Germany
| | - Charlotte Köhler
- Department of Data Science & Decision Support, European University Viadrina, Große, Frankfurt (Oder), Germany
| | - Daniela C. Fuhr
- Department of Prevention and Evaluation, Leibniz Institute of Prevention Research and Epidemiology-BIPS, Bremen, Germany
- Faculty of Public Health and Policy, Department of Health Services Research and Policy, London School of Hygiene and Tropical Medicine, London, United Kingdom
- University of Bremen, Health Sciences, Bremen, Germany
| | - Sofiia Lahutina
- TUM Department of Sport and Health Sciences (TUM SG), Chronobiology and Health, Technical University of Munich, Munich, Germany
- TUM Institute for Advanced Study (TUM-IAS), Technical University of Munich, Garching, Germany
| | - Anna Minarik
- Department of Psychiatry and Neurosciences, Campus Benjamin Franklin, Charité –Universitätsmedizin Berlin, Berlin, Germany
- Department of Psychology and Neuroscience, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Rosemary Musesengwa
- Department of Psychiatry and Welcome Centre for Ethics and Humanities, University of Oxford, Oxford, United Kingdom
| | | | - Lotenna Olisaeloka
- Institute for Global Health, University College London, London, United Kingdom
| | - Francis Osei
- Department of Health and Physical Activity, Professorship for Medical Sociology and Psychobiology, University of Potsdam, Potsdam, Germany
| | - Annika Stefanie Reinhold
- Medical Faculty Mannheim, Department of Public Mental Health, Central Institute of Mental Health (CIMH), Heidelberg University, Mannheim, Germany
| | - Ilina Singh
- Department of Psychiatry and Welcome Centre for Ethics and Humanities, University of Oxford, Oxford, United Kingdom
| | - Kerstin Spanhel
- Faculty of Medicine, Institute for Medical Psychology and Medical Sociology, University of Freiburg, Freiburg im Breisgau, Germany
| | - Neil Thomas
- Centre for Mental Health, Swinburne University of Technology, Hawthorn, Melbourne, Australia
| | - Tereza Hendl
- Faculty of Medicine, University of Augsburg, Augsburg, Germany
- Institute of Ethics, History and Theory of Medicine, Ludwig-Maximilians-University in Munich, Munich, Germany
| | - Philipp Kellmeyer
- Department of Neurosurgery, University of Freiburg—Medical Center, Freiburg im Breisgau, Germany
- School of Business Informatics and Mathematics, University of Mannheim, Mannheim, Germany
| | - Kerem Böge
- Department of Psychiatry and Neurosciences, Campus Benjamin Franklin, Charité –Universitätsmedizin Berlin, Berlin, Germany
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13
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Jamali AA, Berger C, Spiteri RJ. Momentary Depressive Feeling Detection Using X (Formerly Twitter) Data: Contextual Language Approach. JMIR AI 2023; 2:e49531. [PMID: 38875532 PMCID: PMC11041470 DOI: 10.2196/49531] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 09/06/2023] [Accepted: 10/27/2023] [Indexed: 06/16/2024]
Abstract
BACKGROUND Depression and momentary depressive feelings are major public health concerns imposing a substantial burden on both individuals and society. Early detection of momentary depressive feelings is highly beneficial in reducing this burden and improving the quality of life for affected individuals. To this end, the abundance of data exemplified by X (formerly Twitter) presents an invaluable resource for discerning insights into individuals' mental states and enabling timely detection of these transitory depressive feelings. OBJECTIVE The objective of this study was to automate the detection of momentary depressive feelings in posts using contextual language approaches. METHODS First, we identified terms expressing momentary depressive feelings and depression, scaled their relevance to depression, and constructed a lexicon. Then, we scraped posts using this lexicon and labeled them manually. Finally, we assessed the performance of the Bidirectional Encoder Representations From Transformers (BERT), A Lite BERT (ALBERT), Robustly Optimized BERT Approach (RoBERTa), Distilled BERT (DistilBERT), convolutional neural network (CNN), bidirectional long short-term memory (BiLSTM), and machine learning (ML) algorithms in detecting momentary depressive feelings in posts. RESULTS This study demonstrates a notable distinction in performance between binary classification, aimed at identifying posts conveying depressive sentiments and multilabel classification, designed to categorize such posts across multiple emotional nuances. Specifically, binary classification emerges as the more adept approach in this context, outperforming multilabel classification. This outcome stems from several critical factors that underscore the nuanced nature of depressive expressions within social media. Our results show that when using binary classification, BERT and DistilBERT (pretrained transfer learning algorithms) may outperform traditional ML algorithms. Particularly, DistilBERT achieved the best performance in terms of area under the curve (96.71%), accuracy (97.4%), sensitivity (97.57%), specificity (97.22%), precision (97.30%), and F1-score (97.44%). DistilBERT obtained an area under the curve nearly 12% points higher than that of the best-performing traditional ML algorithm, convolutional neural network. This study showed that transfer learning algorithms are highly effective in extracting knowledge from posts, detecting momentary depressive feelings, and highlighting their superiority in contextual analysis. CONCLUSIONS Our findings suggest that contextual language approaches-particularly those rooted in transfer learning-are reliable approaches to automate the early detection of momentary depressive feelings and can be used to develop social media monitoring tools for identifying individuals who may be at risk of depression. The implications are far-reaching because these approaches stand poised to inform the creation of social media monitoring tools and are pivotal for identifying individuals susceptible to depression. By intervening proactively, these tools possess the potential to slow the progression of depressive feelings, effectively mitigating the societal load of depression and fostering improved mental health. In addition to highlighting the capabilities of automated sentiment analysis, this study illuminates its pivotal role in advancing global public health.
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Affiliation(s)
- Ali Akbar Jamali
- Department of Computer Science, University of Saskatchewan, Saskatoon, SK, Canada
| | - Corinne Berger
- Department of Computer Science, University of Saskatchewan, Saskatoon, SK, Canada
| | - Raymond J Spiteri
- Department of Computer Science, University of Saskatchewan, Saskatoon, SK, Canada
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14
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Chau LW, Murphy JK, Nguyen VC, Xie H, Lam RW, Minas H, Zheng Y, Krebs E, Hayashi K, Dao S, Nguyen X, Duong VA, Fiume E, O’Neil J. Evaluating the effectiveness and cost-effectiveness of a digital, app-based intervention for depression (VMood) in community-based settings in Vietnam: Protocol for a stepped-wedge randomized controlled trial. PLoS One 2023; 18:e0290328. [PMID: 37669289 PMCID: PMC10479903 DOI: 10.1371/journal.pone.0290328] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 08/02/2023] [Indexed: 09/07/2023] Open
Abstract
The COVID-19 pandemic has amplified mental health problems and highlighted inequitable gaps in care worldwide. In response there has been an explosion of digital interventions such as smartphone applications ("apps") to extend care. The objective of this trial is to evaluate the effectiveness and cost-effectiveness of a digital depression intervention (VMood), delivered via a smartphone app. VMood is adapted from an in-person intervention that was delivered by non-specialist providers and shown to be effective in the Vietnamese context in our previous trial (2016-2019). A stepped-wedge, randomized controlled trial will be conducted across eight provinces in Vietnam. Adults aged 18 years and over will be recruited through community-based primary care centres and screened for depression using the embedded Patient Health Questionnaire-9 (primary outcome measure). Participants scoring 10-19, indicating depression caseness, will be randomly allocated to the intervention or control group until the target of 336 is reached. Secondary outcome measures will examine the effect of the intervention on commonly co-occuring anxiety, quality of life and work productivity, along with use of alcohol and tobacco products. Assessments will be administered through an online survey platform (REDCap) at baseline, and at every 3 months until 3 months post-intervention. Intervention-group participants will receive VMood for a 3-month period, with online support provided by social workers. Control-group participants will receive a limited version of the app until they cross into the intervention group. Generalized Linear Mixed-effect Models for clustered measures will be used for all outcomes data. We will conduct a cost-effectiveness analysis alongside the trial to capture VMood's costs and benefits. This trial will provide evidence on the effectiveness and cost-effectiveness of a digital mental health intervention adapted from an in-person intervention. This trial will also contribute important information to the growing and promising field of digital mental health. Trail regulation. Registered at ClinicalTrials.gov, identifier [NCT05783531].
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Affiliation(s)
- Leena W. Chau
- Faculty of Health Sciences, Simon Fraser University, Vancouver, Canada
| | - Jill K. Murphy
- Faculty of Medicine, Department of Psychiatry, The University of British Columbia, Vancouver, Canada
| | - Vu Cong Nguyen
- Institute of Population, Health and Development, Hanoi, Vietnam
| | - Hui Xie
- Faculty of Health Sciences, Simon Fraser University, Vancouver, Canada
| | - Raymond W. Lam
- Faculty of Medicine, Department of Psychiatry, The University of British Columbia, Vancouver, Canada
| | - Harry Minas
- Global and Cultural Mental Health Unit, Centre for Mental Health, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Australia
| | - Yufei Zheng
- Faculty of Health Sciences, Simon Fraser University, Vancouver, Canada
| | - Emanuel Krebs
- Faculty of Health Sciences, Simon Fraser University, Vancouver, Canada
| | - Kanna Hayashi
- Faculty of Health Sciences, Simon Fraser University, Vancouver, Canada
| | - Son Dao
- Institute of Population, Health and Development, Hanoi, Vietnam
| | - Xuan Nguyen
- Institute of Population, Health and Development, Hanoi, Vietnam
| | - Viet Anh Duong
- Institute of Population, Health and Development, Hanoi, Vietnam
| | - Eugene Fiume
- Faculty of Applied Sciences, Simon Fraser University, Vancouver, Canada
| | - John O’Neil
- Faculty of Health Sciences, Simon Fraser University, Vancouver, Canada
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15
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Peiper NC, Nelson BW, Aschbacher K, Forman-Hoffman VL. Trajectories of depression symptoms in a therapist-supported digital mental health intervention: a repeated measures latent profile analysis. Soc Psychiatry Psychiatr Epidemiol 2023; 58:1237-1246. [PMID: 36651947 PMCID: PMC9847436 DOI: 10.1007/s00127-022-02402-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Accepted: 12/12/2022] [Indexed: 01/19/2023]
Abstract
PURPOSE Major depression affects 10% of the US adult population annually, contributing to significant burden and impairment. Research indicates treatment response is a non-linear process characterized by combinations of gradual changes and abrupt shifts in depression symptoms, although less is known about differential trajectories of depression symptoms in therapist-supported digital mental health interventions (DMHI). METHODS Repeated measures latent profile analysis was used to empirically identify differential trajectories based upon biweekly depression scores on the Patient Health Questionnaire-9 (PHQ-9) among patients engaging in a therapist-supported DMHI from January 2020 to July 2021. Multivariate associations between symptom trajectories with sociodemographics and clinical characteristics were examined with multinomial logistic regression. Minimal clinically important differences (MCID) were defined as a five-point change on the PHQ-9 from baseline to week 12. RESULTS The final sample included 2192 patients aged 18 to 82 (mean = 39.1). Four distinct trajectories emerged that differed by symptom severity and trajectory of depression symptoms over 12 weeks. All trajectories demonstrated reductions in symptoms. Despite meeting MCID criteria, evidence of treatment resistance was found among the trajectory with the highest symptom severity. Chronicity of major depressive episodes and lifetime trauma exposures were ubiquitous across the trajectories in a multinomial logistic regression model. CONCLUSIONS These data indicate that changes in depression symptoms during DMHI are heterogenous and non-linear, suggesting a need for precision care strategies to address treatment resistance and increase engagement. Future efforts should examine the effectiveness of trauma-informed treatment modules for DMHIs as well as protocols for continuation treatment and relapse prevention.
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Affiliation(s)
- Nicholas C Peiper
- Meru Health, Inc., 720 South B Street, Second Floor, San Mateo, CA, 94401, USA.
- Department of Epidemiology and Population Health, University of Louisville, Louisville, KY, USA.
| | - Benjamin W Nelson
- Meru Health, Inc., 720 South B Street, Second Floor, San Mateo, CA, 94401, USA
- Department of Psychology and Neuroscience, University of North Carolina Chapel Hill, Chapel Hill, NC, USA
| | - Kirstin Aschbacher
- Meru Health, Inc., 720 South B Street, Second Floor, San Mateo, CA, 94401, USA
- Department of Psychiatry, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
| | - Valerie L Forman-Hoffman
- Meru Health, Inc., 720 South B Street, Second Floor, San Mateo, CA, 94401, USA
- Department of Epidemiology, The University of Iowa, Iowa, IA, USA
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16
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Guzick AG, Schneider SC, Perozo Garcia AB, Kook M, Greenberg RL, Riddle D, McNeel M, Rodriguez-Barajas S, Yang M, Upshaw B, Storch EA. Development and pilot testing of internet-delivered, family-based cognitive behavioral therapy for anxiety and obsessive-compulsive disorders in autistic youth. J Obsessive Compuls Relat Disord 2023; 37:100789. [PMID: 36908861 PMCID: PMC9997671 DOI: 10.1016/j.jocrd.2023.100789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/16/2023]
Abstract
Cognitive behavioral therapy adapted for autistic youth with anxiety and/or OCD has a strong evidence base, but few have access. A 12-week family-based, Internet-delivered cognitive behavioral therapy (iCBT) program for 7-15 year-old autistic youth with anxiety and/or OCD was developed as a potential method to address this problem. Quantitative and qualitative feedback from stakeholders (parents, youth, clinicians) was gathered on an initial draft of content before conducting a pilot trial. This feedback suggested high quality, engagement, usability, and informativeness of the material. Suggestions were incorporated into the treatment program that was tested in a pilot trial. Eight families were randomized to the iCBT program with either 1) weekly email support or 2) weekly email support plus biweekly telehealth check-ins, and seven of these families completed pre- and post-treatment assessments. An average reduction of 39% in anxiety severity was found, with six of the seven being classified as responders. Preliminary evidence suggests that family-based iCBT is an acceptable and promising treatment for autistic youth with anxiety and/or obsessive-compulsive disorders that should be further modified and tested in future work.
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Affiliation(s)
- Andrew G Guzick
- Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | - Sophie C Schneider
- Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | - Amanda B Perozo Garcia
- Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | - Minjee Kook
- Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | - Rebecca L Greenberg
- Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | - David Riddle
- Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | - Morgan McNeel
- Department of Psychological, Health, and Learning Sciences, University of Houston, Houston, Texas, USA
| | | | - Michelle Yang
- Department of Psychological Sciences, Rice University, Houston, TX, USA
| | - Blake Upshaw
- Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
- Department of Psychology and Neuroscience, Baylor University, Waco, TX, USA
| | - Eric A Storch
- Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
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17
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Robinson T, Condell J, Ramsey E, Leavey G. Self-Management of Subclinical Common Mental Health Disorders (Anxiety, Depression and Sleep Disorders) Using Wearable Devices. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:ijerph20032636. [PMID: 36768002 PMCID: PMC9916237 DOI: 10.3390/ijerph20032636] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 01/21/2023] [Accepted: 01/28/2023] [Indexed: 05/05/2023]
Abstract
RATIONALE Common mental health disorders (CMD) (anxiety, depression, and sleep disorders) are among the leading causes of disease burden globally. The economic burden associated with such disorders is estimated at $2.4 trillion as of 2010 and is expected to reach $16 trillion by 2030. The UK has observed a 21-fold increase in the economic burden associated with CMD over the past decade. The recent COVID-19 pandemic was a catalyst for adopting technologies for mental health support and services, thereby increasing the reception of personal health data and wearables. Wearables hold considerable promise to empower users concerning the management of subclinical common mental health disorders. However, there are significant challenges to adopting wearables as a tool for the self-management of the symptoms of common mental health disorders. AIMS This review aims to evaluate the potential utility of wearables for the self-management of sub-clinical anxiety and depressive mental health disorders. Furthermore, we seek to understand the potential of wearables to reduce the burden on the healthcare system. METHODOLOGY a systematic review of research papers was conducted, focusing on wearable devices for the self-management of CMD released between 2018-2022, focusing primarily on mental health management using technology. RESULTS We screened 445 papers and analysed the reports from 12 wearable devices concerning their device type, year, biometrics used, and machine learning algorithm deployed. Electrodermal activity (EDA/GSR/SC/Skin Temperature), physical activity, and heart rate (HR) are the most common biometrics with nine, six and six reference counts, respectively. Additionally, while smartwatches have greater penetration and integration within the marketplace, fitness trackers have the most significant public value benefit of £513.9 M, likely due to greater retention.
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Affiliation(s)
- Tony Robinson
- School of Computing, Engineering, and Intelligent Systems, Ulster University, Magee Campus, Derry/Londonderry BT48 7JL, UK
- Correspondence:
| | - Joan Condell
- School of Computing, Engineering, and Intelligent Systems, Ulster University, Magee Campus, Derry/Londonderry BT48 7JL, UK
| | - Elaine Ramsey
- Department of Global Business and Enterprise, Ulster University, Magee Campus, Derry/Londonderry BT48 7JL, UK
| | - Gerard Leavey
- The Bamford Centre for Mental Health and Wellbeing, School of Psychology, Ulster University, Coleraine Campus, Cromore Rd., Coleraine BT52 1SA, UK
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18
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Klimczak KS, Twohig MP, Peacock GG, Levin ME. Using peer-support coaching to improve adherence to online ACT self-help for college mental health: A randomized controlled trial. Behav Res Ther 2023; 160:104228. [PMID: 36455430 DOI: 10.1016/j.brat.2022.104228] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Revised: 10/23/2022] [Accepted: 11/08/2022] [Indexed: 11/15/2022]
Abstract
Online self-help programs such as the Acceptance and Commitment Therapy (ACT) Guide address significant barriers to receiving therapy but suffer from low adherence rates. Peer-delivered coaching, using undergraduate students as coaches, is an innovative alternative to traditional coaching methods which may improve adherence in a more scalable format. To test the efficacy of peer-support coaching for college students using ACT Guide in a naturalistic setting, we conducted a pragmatic randomized controlled trial with three conditions (phone coaching, text message coaching, and a no support control group; N = 230). Participants were block randomized, and program adherence (i.e., number of modules completed) was the primary outcome. Participants completed significantly more ACT Guide modules in phone (M = 7.1, SD = 4.9) and text (M = 5.7, SD = 5) coaching than the no support control condition (M = 1.6, SD = 3.3, p < .001). Participants who received phone coaching experienced significant improvements across almost all measured outcomes as compared to the control group, while participants who received text coaching improved only on some outcomes compared to control (ps < .05). These results support peer-support coaching, particularly when delivered through phone calls, as an efficacious method for improving adherence to and outcomes from online self-help programs.
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Affiliation(s)
- Korena S Klimczak
- Utah State University, Department of Psychology, 2810 Old Main Hill, Logan, UT, 84322, USA.
| | - Michael P Twohig
- Utah State University, Department of Psychology, 2810 Old Main Hill, Logan, UT, 84322, USA
| | - Gretchen G Peacock
- Utah State University, Department of Psychology, 2810 Old Main Hill, Logan, UT, 84322, USA
| | - Michael E Levin
- Utah State University, Department of Psychology, 2810 Old Main Hill, Logan, UT, 84322, USA
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19
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Kählke F, Buntrock C, Smit F, Ebert DD. Systematic review of economic evaluations for internet- and mobile-based interventions for mental health problems. NPJ Digit Med 2022; 5:175. [PMID: 36424463 PMCID: PMC9686241 DOI: 10.1038/s41746-022-00702-w] [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: 02/21/2022] [Accepted: 10/03/2022] [Indexed: 11/27/2022] Open
Abstract
In view of the staggering disease and economic burden of mental disorders, internet and mobile-based interventions (IMIs) targeting mental disorders have often been touted to be cost-effective; however, available evidence is inconclusive and outdated. This review aimed to provide an overview of the cost-effectiveness of IMIs for mental disorders and symptoms. A systematic search was conducted for trial-based economic evaluations published before 10th May 2021. Electronic databases (including MEDLINE, PsycINFO, CENTRAL, PSYNDEX, and NHS Economic Evaluations Database) were searched for randomized controlled trials examining IMIs targeting mental disorders and symptoms and conducting a full health economic evaluation. Methodological quality and risk of bias were assessed. Cost-effectiveness was assumed at or below £30,000 per quality-adjusted life year gained. Of the 4044 studies, 36 economic evaluations were reviewed. Guided IMIs were likely to be cost-effective in depression and anxiety. The quality of most evaluations was good, albeit with some risks of bias. Heterogeneity across studies was high because of factors such as different costing methods, design, comparison groups, and outcomes used. IMIs for anxiety and depression have potential to be cost-effective. However, more research is needed into unguided (preventive) IMIs with active control conditions (e.g., treatment as usual) and longer time horizon across a wider range of disorders.Trial registration: PROSPERO Registration No. CRD42018093808.
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Affiliation(s)
- Fanny Kählke
- grid.6936.a0000000123222966Department of Sport and Health Sciences, Professorship of Psychology and Digital Mental Health Care, Technische Universität München, Munich, Germany
| | - Claudia Buntrock
- grid.5807.a0000 0001 1018 4307Institute of Social Medicine and Health Systems Research, Medical Faculty, Otto-von-Guericke-University, Magdeburg, Germany
| | - Filip Smit
- grid.12380.380000 0004 1754 9227Department of Clinical, Neuro and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands ,grid.509540.d0000 0004 6880 3010Department of Epidemiology and Biostatistics, Amsterdam Public Health Research Institute, Amsterdam University Medical Centers, Location VUmc, Amsterdam, The Netherlands ,grid.416017.50000 0001 0835 8259Centre of Health-Economic Evaluation, Trimbos Institute (Netherlands Institute of Mental Health and Addiction), Utrecht, The Netherlands
| | - David Daniel Ebert
- grid.6936.a0000000123222966Department of Sport and Health Sciences, Professorship of Psychology and Digital Mental Health Care, Technische Universität München, Munich, Germany
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20
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Mutyambizi-Mafunda V, Myers B, Sorsdahl K, Chanakira E, Lund C, Cleary S. Economic evaluation of psychological treatments for common mental disorders in low- and middle-income countries: a systematic review. Health Policy Plan 2022; 38:239-260. [PMID: 36005943 PMCID: PMC9923379 DOI: 10.1093/heapol/czac069] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 07/29/2022] [Accepted: 08/25/2022] [Indexed: 11/13/2022] Open
Abstract
Common mental disorders (CMDs) constitute a major public health and economic burden on low- and middle-income countries (LMICs). Systematic reviews of economic evaluations of psychological treatments for CMDs are limited. This systematic review examines methods, reports findings and appraises the quality of economic evaluations of psychological treatments for CMDs in LMICs. We searched a range of bibliographic databases (including PubMed, EconLit, APA-PsycINFO and Cochrane library) and the African Journals Online (AJoL) and Google Scholar platforms. We used a pre-populated template to extract data and the Drummond & Jefferson checklist for quality appraisal. We present results as a narrative synthesis. The review included 26 studies, mostly from Asia (12) and Africa (9). The majority were cost-effectiveness analyses (12), some were cost-utility analyses (5), with one cost-benefit analysis or combinations of economic evaluations (8). Most interventions were considered either cost-effective or potentially cost-effective (22), with 3 interventions being not cost-effective. Limitations were noted regarding appropriateness of conclusions drawn on cost-effectiveness, the use of cost-effectiveness thresholds and application of 'societal' incremental cost-effectiveness ratios to reflect value for money (VfM) of treatments. Non-specialist health workers (NSHWs) delivered most of the treatments (16) for low-cost delivery at scale, and costs should reflect the true opportunity cost of NSHWs' time to support the development of a sustainable cadre of health care providers. There is a 4-fold increase in economic evaluations of CMD psychological treatments in the last decade over the previous one. Yet, findings from this review highlight the need for better application of economic evaluation methodology to support resource allocation towards the World Health Organization recommended first-line treatments of CMDs. We suggest impact inventories to capture societal economic gains and propose a VfM assessment framework to guide researchers in evaluating cost-effectiveness.
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Affiliation(s)
- Vimbayi Mutyambizi-Mafunda
- *Corresponding author. Health Economics Unit, School of Public Health and Family Medicine, Health Sciences Faculty, University of Cape Town, Anzio Road, Observatory, Cape Town 7925, South Africa. E-mail:
| | - Bronwyn Myers
- Curtin enAble Institute, Faculty of Health Sciences, Curtin University, Kent Street, Bentley, Perth, WA 6102, Australia,Alcohol, Tobacco and Other Drug Research Unit, South African Medical Research Council, Francie van Zyl Drive, Tygerberg, Cape Town 7505, South Africa,Division of Addiction Psychiatry, Department of Psychiatry and Mental Health, 1st Floor, Neuroscience Institute, Groote Schuur Hospital, University of Cape Town, Observatory, Cape Town 7925, South Africa
| | - Katherine Sorsdahl
- Alan J Flisher Centre for Public Mental Health, Department of Psychiatry and Mental Health, University of Cape Town, 46 Sawkins Road, Rondebosch, Cape Town 7700, South Africa
| | - Esther Chanakira
- School of Health and Related Research, University of Sheffield, Regent Court, 30 Regent Street, Sheffield, S1 4DA, UK
| | - Crick Lund
- Alan J Flisher Centre for Public Mental Health, Department of Psychiatry and Mental Health, University of Cape Town, 46 Sawkins Road, Rondebosch, Cape Town 7700, South Africa,Centre for Global Mental Health, Health Service and Population Research Department, Institute of Psychiatry, Psychology and Neuroscience, King’s Global Health Institute, King’s College London, De Crespigny Park, London, SE5 8AF, UK
| | - Susan Cleary
- Health Economics Unit, School of Public Health and Family Medicine, Health Sciences Faculty, University of Cape Town, Anzio Road, Observatory, Cape Town 7925, South Africa
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21
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Guliani H, Witt J, Peynenburg V, Wilhelms A, Nugent M, Dear B, Titov N, Hadjistavropoulos H. Cost-effectiveness of varying degrees and models of therapist-assisted transdiagnostic internet-delivered cognitive behaviour therapy: Evidence from a randomized controlled trial. Internet Interv 2022; 29:100567. [PMID: 36060196 PMCID: PMC9428814 DOI: 10.1016/j.invent.2022.100567] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 08/16/2022] [Accepted: 08/19/2022] [Indexed: 11/16/2022] Open
Abstract
In routine care, Internet-delivered Cognitive Behaviour Therapy (ICBT) is often delivered with therapist support via emails/phone calls, but the cost-effectiveness of varying amounts of therapist support or having therapists specialized in ICBT is not known. This study compared the cost-effectiveness of specialized therapists providing ICBT support once-weekly (1WS) versus providing support once-weekly supplemented with a one-business-day response to patient emails (1W/1BD-S). We further compared the cost-effectiveness of 1W support offered by therapists employed in a specialized clinic (1WS) versus community clinics where therapists primarily deliver face-to-face therapy (1WC). Patients were randomly allocated to groups: 1WS group (n = 216), 1W/1BD-S group (n = 233), and 1WC group (n = 226). At baseline, 12, 24 and 52-week follow-up, patients completed the Treatment Inventory of Costs in Patients with Psychiatric Disorders questionnaire (TiC-P) adapted for use in Canada to assess healthcare use and productivity losses. Additionally, to assess Quality Adjusted Life Years (QALYs) gained, patients completed the EQ-5D-5L at the same time periods. We quantified uncertainties by one-way and probabilistic sensitivity analysis and reported Incremental cost-effectiveness ratios (ICER), cost-effectiveness planes and acceptability curves. Cost-effectiveness over 52 weeks was CAD 3072/QALY for 1WC, CAD 3244/QALY for 1W/1BD-S, and CAD 3528/QALY for 1WS. Our model suggests that 1WS is the best strategy since the incremental cost per QALY is below the $50,000 threshold (ICER is CAD 42,328/QALY compared to the next most effective, 1WC). 1W/1BD-S is dominated by the other strategies. The cost-effectiveness acceptability curves suggest that the 1WS group has a higher probability for cost-effectiveness (38 %) than 1W/1BD-S (30 %) and 1WC (32 %) when the willingness to pay is $50,000 per QALY. These results have important implications for health policymakers deciding on delivery of ICBT for the treatment of anxiety and/depressive disorders.
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Affiliation(s)
- H. Guliani
- 3737 Wascana Parkway, Department of Economics, University of Regina, Regina, SK S4S 0A2, Canada
| | - J. Witt
- 15 Chancellors Circle, Department of Economics, University of Manitoba, Winnipeg, MB R3T 5V5, Canada
| | - V. Peynenburg
- 3737 Wascana Parkway, Department of Psychology, University of Regina, Regina, SK S4S 0A2, Canada
| | - A. Wilhelms
- 3737 Wascana Parkway, Department of Psychology, University of Regina, Regina, SK S4S 0A2, Canada
| | - M. Nugent
- 3737 Wascana Parkway, Department of Psychology, University of Regina, Regina, SK S4S 0A2, Canada
| | - B.F. Dear
- eCentreClinic, Department of Psychology, Macquarie University, Sydney, NSW 2109, Australia
| | - N. Titov
- MindSpot Clinic, eCentreClinic, Department of Psychology, Macquarie University, Sydney, NSW 2109, Australia
| | - H.D. Hadjistavropoulos
- 3737 Wascana Parkway, Department of Psychology, University of Regina, Regina, SK S4S 0A2, Canada,Corresponding author.
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22
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Paganini S, Terhorst Y, Sander LB, Lin J, Schlicker S, Ebert DD, Berking M, Riper H, Baumeister H. Internet- and mobile-based intervention for depression in adults with chronic back pain: A health economic evaluation. J Affect Disord 2022; 308:607-615. [PMID: 35398397 DOI: 10.1016/j.jad.2022.04.004] [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: 01/25/2021] [Revised: 03/25/2022] [Accepted: 04/02/2022] [Indexed: 10/18/2022]
Abstract
BACKGROUND Depression and comorbid chronic back pain (CBP) lead to high personal and economic burden. Internet- and mobile-based interventions (IMI) might be a cost-effective adjunct to established interventions. METHODS A health economic evaluation was embedded into an observer-blinded, multicenter RCT (societal and health care perspective). We randomly assigned participants (≥18 years) with CBP and diagnosed depression from 82 orthopedic clinics across Germany to intervention (IG + treatment as usual [TAU]) or TAU control group (CG). The IG received a guided IMI. Primary outcomes were depression response and quality-adjusted life years (QALYs) at 6-months follow-up. Multiple imputation was used to address missing data. Incremental cost-effectiveness/cost-utility ratios (ICER/ICUR) and the probability of being cost-effective at different willingness-to-pay thresholds were calculated. Statistical uncertainty was estimated using bootstrapping techniques (N = 10,000). RESULTS Between October 2015 and July 2017 210 participants were randomly assigned to IG (n = 105) and CG (n = 105). Depression response did not differ significantly between groups. QALYs were significantly higher in the IG compared to the CG. Taking the societal perspective and assuming a commonly used willingness-to-pay of €34,000/QALY, the intervention's likelihood of being cost-effective was 64%. LIMITATIONS The main limitation is that the study was powered to detect clinical but not health economic differences between groups. CONCLUSION The IMI is considered cost-effective (vs. CG) for individuals with depression and CBP (societal perspective). These results are promising when considering the high individual and economic burden of this patient group. Further research is needed to adequately inform political decision makers before implementation into routine care.
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Affiliation(s)
- Sarah Paganini
- Department of Sport Psychology, Institute of Sports and Sport Science, University of Freiburg, Germany.
| | - Yannik Terhorst
- Department of Clinical Psychology and Psychotherapy, Institute of Psychology and Education, Ulm University, Germany
| | - Lasse Bosse Sander
- Department of Rehabilitation Psychology and Psychotherapy, Institute of Psychology, University of Freiburg, Germany
| | - Jiaxi Lin
- Department of Psychiatry and Psychotherapy Medical Center, Faculty of Medicine, Freiburg, Germany
| | - Sandra Schlicker
- Department of Clinical Psychology and Psychotherapy, Friedrich-Alexander University of Erlangen-Nuremberg, Germany
| | - David Daniel Ebert
- Department of Psychology and Digital Mental Health Care, Technical University of Munich, Germany
| | - Matthias Berking
- Department of Clinical Psychology and Psychotherapy, Friedrich-Alexander University of Erlangen-Nuremberg, Germany
| | - Heleen Riper
- Department of Clinical, Neuro and Developmental Psychology, VU University Amsterdam, Netherlands
| | - Harald Baumeister
- Department of Clinical Psychology and Psychotherapy, Institute of Psychology and Education, Ulm University, Germany
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23
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Gómez-de-Regil L, Estrella-Castillo DF, Cicero-Ancona M. Anxiety/Depression Predominance in Liaison-Psychiatry Users of a South-East Mexico Tertiary Hospital. Healthcare (Basel) 2022; 10:healthcare10071162. [PMID: 35885689 PMCID: PMC9322849 DOI: 10.3390/healthcare10071162] [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] [Received: 05/12/2022] [Revised: 05/30/2022] [Accepted: 06/02/2022] [Indexed: 11/16/2022] Open
Abstract
Patients at tertiary hospitals may find themselves in need of mental health support due to the distress associated with the illness that may or not lead to a psychiatric condition. Here is an overview of the clinical cases treated by the liaison psychiatry service of a public tertiary hospital from Southeast Mexico during its first years of operation (2008–2018), with the purpose of gathering information about the status and needs of this population. A sample of 304 clinical records of patients treated for the first time by the psychiatry service was reviewed, and the distribution by demographic characteristics, diagnosis of mental illness and medical area of reference was analyzed. Anxiety and depression symptoms were the most frequent. Most patients were women, lived in Merida and returned after the first appointment. The neurology service referred most patients, yet most attended directly. General tertiary hospitals should prioritize integrating ad hoc mental and physical health care. Adult women with a profile of anxiety and/or depression would be the first target group. Some areas of opportunity for further research and improvement of mental health services are: preventive services for anxiety and depression, follow-up of patients, attention to relatives of patients at intensive care units, implementation of telehealth alternatives, training on mental health screening and inter- and intra-institutional collaboration.
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Affiliation(s)
- Lizzette Gómez-de-Regil
- Hospital Regional de Alta Especialidad de la Península de Yucatán, Mérida 97130, Mexico;
- Correspondence:
| | | | - Miguel Cicero-Ancona
- Hospital Regional de Alta Especialidad de la Península de Yucatán, Mérida 97130, Mexico;
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24
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Synthesizing Stakeholders Perspectives on Online Psychological Interventions to Improve the Mental Health of the Italian Population during the COVID-19 Pandemic: An Online Survey Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19127008. [PMID: 35742257 PMCID: PMC9222987 DOI: 10.3390/ijerph19127008] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Revised: 05/19/2022] [Accepted: 05/29/2022] [Indexed: 02/01/2023]
Abstract
The COVID-19 pandemic is expected to significantly increase the prevalence of mental health problems, thus raising the need for psychological support interventions around the world. Online psychological interventions have already been shown to be an effective solution to promote psychological treatments. Nevertheless, planning and developing an online intervention, involving possible stakeholders, might facilitate the dissemination of, willingness to use, and success of the future intervention. This study aims to explore and compare the experiences that Italians living in Italy and abroad had with available support services during the COVID-19 pandemic, their needs, and attitudes, as well as possible barriers to online psychological interventions. A sample of 1024 Italians (F = 69.8%; mean age = 41.3; SD = 15.3) was recruited through social media platforms and personal contacts and they were asked to complete an online survey. Results showed that perceived psychological distress during the COVID-19 pandemic improved. In Europe, psychological support was delivered mainly in person (69.0%), while online interventions were primarily used in extra-European countries (57%). Then, only 44% of the total sample was interested in trying an online psychological intervention. Various advantages and disadvantages were defined by stakeholders: The main advantages were the reduction in geographical distances, economic reasons, and the reduction in the waiting list; The main disadvantages were problems with technology, low motivation of users, and privacy/safety reasons. These data made it possible to improve the knowledge regarding the views and attitudes that Italians have about online psychological interventions, and shed light on how to increase the uptake of digital health.
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25
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Villarreal-Zegarra D, Alarcon-Ruiz CA, Melendez-Torres GJ, Torres-Puente R, Navarro-Flores A, Cavero V, Ambrosio-Melgarejo J, Rojas-Vargas J, Almeida G, Albitres-Flores L, Romero-Cabrera AB, Huarcaya-Victoria J. Development of a Framework for the Implementation of Synchronous Digital Mental Health: Realist Synthesis of Systematic Reviews. JMIR Ment Health 2022; 9:e34760. [PMID: 35348469 PMCID: PMC9006141 DOI: 10.2196/34760] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Revised: 01/18/2022] [Accepted: 01/20/2022] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND The use of technologies has served to reduce gaps in access to treatment, and digital health interventions show promise in the care of mental health problems. However, to understand what and how these interventions work, it is imperative to document the aspects related to their challenging implementation. OBJECTIVE The aim of this study was to determine what evidence is available for synchronous digital mental health implementation and to develop a framework, informed by a realist review, to explain what makes digital mental health interventions work for people with mental health problems. METHODS The SPIDER (Sample, Phenomenon of Interest, Design, Evaluation, and Research type) framework was used to develop the following review question: What makes digital mental health interventions with a synchronous component work on people with mental health problems, including depression, anxiety, or stress, based on implementation, economic, quantitative, qualitative, and mixed methods studies? The MEDLINE, EBM Reviews, PsycINFO, EMBASE, SCOPUS, CINAHL Complete, and Web of Science databases were searched from January 1, 2015, to September 2020 with no language restriction. A Measurement Tool to Assess Systematic Reviews-2 (AMSTAR-2) was used to assess the risk of bias and Confidence in Evidence from Reviews of Qualitative Research (CERQual) was used to assess the confidence in cumulative evidence. Realist synthesis analysis allowed for developing a framework on the implementation of synchronous digital mental health using a grounded-theory approach with an emergent approach. RESULTS A total of 21 systematic reviews were included in the study. Among these, 90% (n=19) presented a critically low confidence level as assessed with AMSTAR-2. The realist synthesis allowed for the development of three hypotheses to identify the context and mechanisms in which these interventions achieve these outcomes: (1) these interventions reach populations otherwise unable to have access because they do not require the physical presence of the therapist nor the patient, thereby tackling geographic barriers posed by in-person therapy; (2) these interventions reach populations otherwise unable to have access because they can be successfully delivered by nonspecialists, which makes them more cost-effective to implement in health services; and (3) these interventions are acceptable and show good results in satisfaction because they require less need of disclosure and provide more privacy, comfortability, and participation, enabling the establishment of rapport with the therapist. CONCLUSIONS We developed a framework with three hypotheses that explain what makes digital mental health interventions with a synchronous component work on people with mental health problems. Each hypothesis represents essential outcomes in the implementation process. TRIAL REGISTRATION PROSPERO International Prospective Register of Systematic Reviews CRD42020203811; https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42020203811. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.12688/f1000research.27150.2.
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Affiliation(s)
- David Villarreal-Zegarra
- Escuela de Medicina, Universidad César Vallejo, Trujillo, Peru.,Dirección de Investigación, Desarrollo e Innovación, Instituto Peruano de Orientación Psicológica, Lima, Peru
| | - Christoper A Alarcon-Ruiz
- Unidad de Investigación para la Generación y Síntesis de Evidencias en Salud, Universidad San Ignacio de Loyola, Lima, Peru
| | - G J Melendez-Torres
- Peninsula Technology Assessment Group, College of Medicine and Health, University of Exeter, Devon, United Kingdom
| | - Roberto Torres-Puente
- Dirección de Investigación, Desarrollo e Innovación, Instituto Peruano de Orientación Psicológica, Lima, Peru
| | - Alba Navarro-Flores
- Dirección de Investigación, Desarrollo e Innovación, Instituto Peruano de Orientación Psicológica, Lima, Peru.,Georg-August-University Göttingen, International Max Planck Research School for Neurosciences, Göttingen, Germany
| | - Victoria Cavero
- Center of Excellence in Chronic Diseases, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Juan Ambrosio-Melgarejo
- Dirección de Investigación, Desarrollo e Innovación, Instituto Peruano de Orientación Psicológica, Lima, Peru
| | | | - Guillermo Almeida
- Dirección de Investigación, Desarrollo e Innovación, Instituto Peruano de Orientación Psicológica, Lima, Peru
| | - Leonardo Albitres-Flores
- Center of Excellence in Chronic Diseases, Universidad Peruana Cayetano Heredia, Lima, Peru.,Facultad de Medicina, Universidad Nacional de Trujillo, Trujillo, Peru
| | - Alejandra B Romero-Cabrera
- Carrera Profesional de Medicina Humana, Facultad de Ciencias de la Salud, Universidad Científica del Sur, Lima, Peru
| | - Jeff Huarcaya-Victoria
- Unidad de Psiquiatría de Enlace, Departamento de Psiquiatría, Hospital Nacional Guillermo Almenara Irigoyen, Lima, Peru.,Escuela Profesional de Medicina Humana, Universidad Privada San Juan Bautista, Filial Ica, Peru
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26
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Graziani G, Aylward BS, Fung V, Kunkle S. Changes in healthcare costs following engagement with a virtual mental health system: a matched cohort study of healthcare claims data. PROCEDIA COMPUTER SCIENCE 2022; 206:173-182. [PMID: 36158864 PMCID: PMC9489472 DOI: 10.1016/j.procs.2022.09.096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
The COVID-19 pandemic has exacerbated the pressing need for mental health services. Digital mental health interventions could increase access to care and be an effective approach to reducing anxiety and depression at scale; however, research on their impact on healthcare expenditure is in the nascent stage and requires further investigation. The current study used claims data to examine the associations between use of an on-demand digital mental health platform and healthcare utilization costs compared to a matched control cohort. The study found that there were no significant differences between cohorts in total healthcare costs and pharmacy costs. There was a 16.8% reduction in outpatient costs (p=.08). On-demand digital mental health interventions can serve as a scalable approach to addressing the current mental health demands and potentially lower outpatient costs.
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Affiliation(s)
- Grant Graziani
- Ginger, 116 New Montgomery St Suite 500, San Francisco, CA 94105, USA
| | | | - Vicki Fung
- Massachusetts General Hospital, Mongan Institute for Health Policy 50 Staniford Street Boston MA 02114, USA
| | - Sarah Kunkle
- Massachusetts General Hospital, Mongan Institute for Health Policy 50 Staniford Street Boston MA 02114, USA
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Paterson L, Rennick-Egglestone S, Gavan SP, Slade M, Ng F, Llewellyn-Beardsley J, Bond C, Grundy A, Nicholson J, Quadri D, Bailey S, Elliott RA. Development and delivery cost of digital health technologies for mental health: Application to the Narrative Experiences Online Intervention. Front Psychiatry 2022; 13:1028156. [PMID: 36419974 PMCID: PMC9676659 DOI: 10.3389/fpsyt.2022.1028156] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Accepted: 10/17/2022] [Indexed: 11/09/2022] Open
Abstract
BACKGROUND The increasing development and use of digital health interventions requires good quality costing information to inform development and commissioning choices about resource allocation decisions. The Narrative Experiences Online (NEON) Intervention is a web-application that delivers recorded mental health recovery narratives to its users. Two randomized controlled trials are testing the NEON Intervention in people with experience of psychosis (NEON) and people experiencing non-psychosis mental health problems (NEON-O). AIM This study describes and estimates the cost components and total cost of developing and delivering the NEON Intervention. MATERIALS AND METHODS Total costs for the NEON Trial (739 participants) and NEON-O Trial (1,024 participants) were estimated by: identifying resource use categories involved in intervention development and delivery; accurate measurement or estimation of resource use; and a valuation of resource use to generate overall costs, using relevant unit costs. Resource use categories were identified through consultation with literature, costing reporting standards and iterative consultation with health researchers involved in NEON Intervention development and delivery. Sensitivity analysis was used to test assumptions made. RESULTS The total cost of developing the NEON Intervention was £182,851. The largest cost components were software development (27%); Lived Experience Advisory Panel workshops (23%); coding the narratives (9%); and researchers' time to source narratives (9%). The total cost of NEON Intervention delivery during the NEON Trial was £118,663 (£349 per NEON Intervention user). In the NEON-O Trial, the total delivery cost of the NEON Intervention was £123,444 (£241 per NEON Intervention user). The largest cost components include updating the narrative collection (50%); advertising (19%); administration (14%); and software maintenance (11%). Uncertainty in the cost of administration had the largest effect on delivery cost estimates. CONCLUSION Our work shows that developing and delivering a digital health intervention requires expertise and time commitment from a range of personnel. Teams developing digital narrative interventions need to allocate substantial resources to curating narrative collections. IMPLICATIONS FOR PRACTICE This study identifies the development and delivery resource use categories of a digital health intervention to promote the consistent reporting of costs and informs future decision-making about the costs of delivering the NEON Intervention at scale. TRIAL REGISTRATION NEON Trial: ISRCTN11152837, registered 13 August 2018, http://www.isrctn.com/ISRCTN11152837. NEON-O Trial: ISRCTN63197153, registered 9 January 2020, http://www.isrctn.com/ISRCTN63197153.
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Affiliation(s)
- Luke Paterson
- Manchester Centre for Health Economics, Division of Population Health, Health Services Research and Primary Care, University of Manchester, Manchester, United Kingdom
| | - Stefan Rennick-Egglestone
- School of Health Sciences, Institute of Mental Health, University of Nottingham, Nottingham, United Kingdom
| | - Sean P Gavan
- Manchester Centre for Health Economics, Division of Population Health, Health Services Research and Primary Care, University of Manchester, Manchester, United Kingdom
| | - Mike Slade
- School of Health Sciences, Institute of Mental Health, University of Nottingham, Nottingham, United Kingdom.,Health and Community Participation Division, Faculty of Nursing and Health Sciences, Nord University, Namsos, Norway
| | - Fiona Ng
- School of Health Sciences, Institute of Mental Health, University of Nottingham, Nottingham, United Kingdom
| | - Joy Llewellyn-Beardsley
- School of Health Sciences, Institute of Mental Health, University of Nottingham, Nottingham, United Kingdom
| | - Carmel Bond
- Nottingham University Business School, The University of Nottingham, Nottingham, United Kingdom
| | - Andrew Grundy
- School of Health Sciences, University of Manchester, Manchester, United Kingdom
| | - Joe Nicholson
- School of Humanities, The University of Nottingham, Nottingham, United Kingdom
| | - Dania Quadri
- GKT School of Medical Education, King's College London, London, United Kingdom
| | - Sylvia Bailey
- Narrative Experiences Online Intervention (NEON) Lived Experience Advisory Panel, Nottingham, United Kingdom
| | - Rachel A Elliott
- Manchester Centre for Health Economics, Division of Population Health, Health Services Research and Primary Care, University of Manchester, Manchester, United Kingdom
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Joshi U, Naslund JA, Anand A, Tugnawat D, Vishwakarma R, Bhan A, Patel V, Lu C. Assessing costs of developing a digital program for training community health workers to deliver treatment for depression: A case study in rural India. Psychiatry Res 2022; 307:114299. [PMID: 34871874 PMCID: PMC8730743 DOI: 10.1016/j.psychres.2021.114299] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Revised: 08/29/2021] [Accepted: 11/19/2021] [Indexed: 01/03/2023]
Abstract
Digital technology has emerged as a promising approach for training and building capacity of community health workers in low-income and middle-income countries (LMICs). Little is known about the cost of developing digital training programs in LMICs, which hinders the adoption, implementation, and scaling up of the programs in routine primary care settings. This study assessed the costs of developing a digital program for training community health workers to deliver a psychological treatment for depression in a rural district of Madhya Pradesh, India. We developed survey instruments to document required resources in development, including involved personnel (their roles, responsibilities, time spent, and salaries or payments), information technologies (e.g., smartphones, software programs), and infrastructure-related costs (e.g., vehicle, office space, utilities). Costs were estimated from an accounting perspective. Over a 10-month developmental period, the total costs were 208,814 USD, with the largest portion on human resources (61%, with 14% on management and supervision), followed by information technologies (33%), and infrastructure-related costs (6%). These findings could inform policymakers in LMICs on costs of developing online-training programs, which will be especially useful during the COVID-19 pandemic.
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Affiliation(s)
| | - John A. Naslund
- Department of Global Health and Social Medicine, Harvard Medical School, Boston, USA
| | | | | | | | | | - Vikram Patel
- Sangath, Bhopal, Madhya Pradesh, India,Department of Global Health and Social Medicine, Harvard Medical School, Boston, USA,Department of Global Health and Population, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Chunling Lu
- Department of Global Health and Social Medicine, Harvard Medical School, Boston, MA, USA; Division of Global Health Equity, Brigham and Women's Hospital, Boston, MA, USA.
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Torous J, Bucci S, Bell IH, Kessing LV, Faurholt-Jepsen M, Whelan P, Carvalho AF, Keshavan M, Linardon J, Firth J. The growing field of digital psychiatry: current evidence and the future of apps, social media, chatbots, and virtual reality. World Psychiatry 2021; 20:318-335. [PMID: 34505369 PMCID: PMC8429349 DOI: 10.1002/wps.20883] [Citation(s) in RCA: 268] [Impact Index Per Article: 89.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
As the COVID-19 pandemic has largely increased the utilization of telehealth, mobile mental health technologies - such as smartphone apps, vir-tual reality, chatbots, and social media - have also gained attention. These digital health technologies offer the potential of accessible and scalable interventions that can augment traditional care. In this paper, we provide a comprehensive update on the overall field of digital psychiatry, covering three areas. First, we outline the relevance of recent technological advances to mental health research and care, by detailing how smartphones, social media, artificial intelligence and virtual reality present new opportunities for "digital phenotyping" and remote intervention. Second, we review the current evidence for the use of these new technological approaches across different mental health contexts, covering their emerging efficacy in self-management of psychological well-being and early intervention, along with more nascent research supporting their use in clinical management of long-term psychiatric conditions - including major depression; anxiety, bipolar and psychotic disorders; and eating and substance use disorders - as well as in child and adolescent mental health care. Third, we discuss the most pressing challenges and opportunities towards real-world implementation, using the Integrated Promoting Action on Research Implementation in Health Services (i-PARIHS) framework to explain how the innovations themselves, the recipients of these innovations, and the context surrounding innovations all must be considered to facilitate their adoption and use in mental health care systems. We conclude that the new technological capabilities of smartphones, artificial intelligence, social media and virtual reality are already changing mental health care in unforeseen and exciting ways, each accompanied by an early but promising evidence base. We point out that further efforts towards strengthening implementation are needed, and detail the key issues at the patient, provider and policy levels which must now be addressed for digital health technologies to truly improve mental health research and treatment in the future.
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Affiliation(s)
- John Torous
- Division of Digital Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
- Massachusetts Mental Health Center, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Sandra Bucci
- Digital Research Unit, Greater Manchester Mental Health NHS Foundation Trust, Manchester, UK
- Centre for Health Informatics, University of Manchester, Manchester, UK
| | - Imogen H Bell
- Orygen, Melbourne, VIC, Australia
- Centre for Youth Mental Health, University of Melbourne, Melbourne, VIC, Australia
| | - Lars V Kessing
- Psychiatric Center Copenhagen, Rigshospitalet, Copenhagen, Denmark
- Copenhagen Affective Disorder Research Center, Copenhagen, Denmark
| | - Maria Faurholt-Jepsen
- Psychiatric Center Copenhagen, Rigshospitalet, Copenhagen, Denmark
- Copenhagen Affective Disorder Research Center, Copenhagen, Denmark
| | - Pauline Whelan
- Digital Research Unit, Greater Manchester Mental Health NHS Foundation Trust, Manchester, UK
- Centre for Health Informatics, University of Manchester, Manchester, UK
| | - Andre F Carvalho
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada
- Centre for Addiction and Mental Health (CAMH), Toronto, ON, Canada
- IMPACT (Innovation in Mental and Physical Health and Clinical Treatment) Strategic Research Centre, Deakin University, Geelong, VIC, Australia
| | - Matcheri Keshavan
- Division of Digital Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
- Massachusetts Mental Health Center, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Jake Linardon
- Deakin University, Centre for Social and Early Emotional Development and School of Psychology, Burwood, VIC, Australia
| | - Joseph Firth
- Division of Psychology and Mental Health, University of Manchester, Manchester, UK
- NICM Health Research Institute, Western Sydney University, Westmead, NSW, Australia
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Ma L, Huang C, Tao R, Cui Z, Schluter P. Meta-analytic review of online guided self-help interventions for depressive symptoms among college students. Internet Interv 2021; 25:100427. [PMID: 34401386 PMCID: PMC8350612 DOI: 10.1016/j.invent.2021.100427] [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: 06/02/2020] [Revised: 05/18/2021] [Accepted: 07/05/2021] [Indexed: 01/04/2023] Open
Abstract
OBJECTIVE This meta-analysis examines the effect of online guided self-help interventions for depressive symptoms among college students. METHODS We searched studies through PubMed, Embase, Web of Science, PsycINFO, and Cochrane Central. Effect estimates were reported as standardized mean differences (SMD) and data were pooled using random-effects models. Subgroup analyses were conducted to investigate the differential effects of these interventions by sample type, level of contact, use of incentive, length of intervention, and program content. RESULTS 24 comparisons (n = 3074) deriving from 19 trials were included in the meta-analysis. Intervention participants (n = 1620) indicated significant reductions in depressive symptoms at post-intervention compared to non-active control conditions (n = 1454). The weighted effect size was 0.46 (95% CI: 0.28-0.64), which dropped to 0.36 (95% CI: 0.26-0.45) after an outlier was removed. Subgroup analyses showed that the effects were significant among interventions using both selective and universal samples; among interventions of shorter (≤4 weeks), moderate (4-8 weeks), and greater length (≥8 weeks); among interventions with high, moderate, and low levels of contact; among interventions with and without incentive; and among interventions employing cognitive-behavioral therapy (CBT) and third-wave CBT. CONCLUSION This meta-analysis reinforces evidence to support the effectiveness of online guided self-help interventions in reducing depressive symptoms among college students. However, because of the generally variable and limited quality of current evidence, further research applying rigorous methods is needed to confirm and extend the findings of this meta-analysis.
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Affiliation(s)
- Liang Ma
- The First Hospital of China Medical University, Shenyang, China
| | - Cong Huang
- Department of Sports and Exercise Science, Zhejiang University, Hangzhou, China
- Department of Medicine and Science in Sports and Exercise, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Rimeng Tao
- The First Hospital of China Medical University, Shenyang, China
| | - Zeshi Cui
- School of Pharmacy, China Medical University, Shenyang, China
| | - Philip Schluter
- School of Health Sciences, University of Canterbury, Christchurch, New Zealand
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Mutyambizi-Mafunda V, Myers B, Sorsdahl K, Chanakira E, Lund C, Cleary S. Economic evaluations of psychological treatments for common mental disorders in low- and middle-income countries: protocol for a systematic review. Glob Health Action 2021; 14:1972561. [PMID: 34514969 PMCID: PMC8439217 DOI: 10.1080/16549716.2021.1972561] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Accepted: 08/16/2021] [Indexed: 11/21/2022] Open
Abstract
BACKGROUND Common mental disorders (CMDs) are highly prevalent conditions that constitute a major public health and economic burden on society in low- and middle-income countries (LMICs). Despite the increased demand for economic evidence to support resource allocation for scaled-up implementation of mental health services in these contexts, economic evaluations of psychological treatments for CMDs remain scarce. OBJECTIVE The proposed systematic review aims to synthesize findings on methods and outcomes of economic evaluations of psychological treatments for CMDs in LMICs and appraise quality. METHODS We will identify, select, and extract data from published economic evaluations of psychological interventions for CMDs conducted in LMICs. We will search bibliographic databases (PubMed, EMBASE, CINAHL, Web of Science, EconLit, PsycINFO, Africa-Wide Information, Cochrane library, Centre for Reviews and Dissemination (CRD), Cost Effectiveness Analysis (CEA) Registry), and the African Journals Online (AJOL) and Google Scholar platforms. Only full economic evaluations (Cost-Effectiveness Analysis (CEA), Cost-Utility Analysis (CUA), Cost-Consequence Analysis (CCA), or Cost-Benefit Analysis (CBA)) of psychological treatments for CMDs (defined as depressive, anxiety, and substance use disorders) conducted in LMICs will be included. There will be no restrictions based on date of publication, perspective, follow-up duration or sample size. Data extraction will be guided by the Consolidated Health Economic Evaluation Reporting Standards (CHEERS) checklist. RESULTS The results presented will be examined using a narrative synthesis approach. The quality of included studies will be assessed using the Drummond & Jefferson checklist. CONCLUSION The fledgling evidence base in this area provides an opportunity to promote improved economic evaluation methods in line with repeated calls for economic evidence alongside effectiveness evidence in these settings. A rigorously developed economic evaluation evidence base will support resource allocation decisions for scaled up implementation of psychological interventions in LMIC settings. SYSTEMATIC REVIEW REGISTRATION PROSPERO CRD42020185277.
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Affiliation(s)
- Vimbayi Mutyambizi-Mafunda
- Health Economics Unit, School of Public Health and Family Medicine, University of Cape Town, Cape Town, South Africa
| | - Bronwyn Myers
- Curtin enAble Institute, Faculty of Health Sciences, Curtin University, Perth, Australia
- Alcohol, Tobacco and Other Drug Research Unit, South African Medical Research Council, Cape Town, South Africa
- Division of Addiction Psychiatry, Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
| | - Katherine Sorsdahl
- Alan J Flisher Centre for Public Mental Health, Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
| | - Esther Chanakira
- School of Health and Related Research, University of Sheffield, Sheffield, UK
| | - Crick Lund
- Alan J Flisher Centre for Public Mental Health, Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
- Centre for Global Mental Health, Health Service and Population Research Department, Institute of Psychiatry, Psychology and Neuroscience, King’s College, London, UK
| | - Susan Cleary
- Health Economics Unit, School of Public Health and Family Medicine, University of Cape Town, Cape Town, South Africa
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