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Hsu TCC, Whelan P, Gandrup J, Armitage CJ, Cordingley L, McBeth J. Personalized interventions for behaviour change: A scoping review of just-in-time adaptive interventions. Br J Health Psychol 2025; 30:e12766. [PMID: 39542743 PMCID: PMC11583291 DOI: 10.1111/bjhp.12766] [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: 08/17/2023] [Accepted: 11/01/2024] [Indexed: 11/17/2024]
Abstract
PURPOSE Examine the development, implementation and evaluation of just-in-time adaptive interventions (JITAIs) in behaviour change and evaluate the quality of intervention reporting. METHODS A scoping review of JITAIs incorporating mobile health (mHealth) technologies to improve health-related behaviours in adults. We searched MEDLINE, Embase and PsycINFO using terms related to JITAIs, mHealth, behaviour change and intervention methodology. Narrative analysis assessed theoretical foundations, real-time data capturing and processing methods, outcome evaluation and summarized JITAI efficacy. Quality of intervention reporting was assessed using the template for intervention description and replication (TIDieR) checklist. RESULTS Sixty-two JITAIs across physical activity, sedentary behaviour, dietary behaviour, substance use, sexual behaviour, fluid intake, treatment adherence, social skills, gambling behaviour and self-management skills were included. The majority (71%) aimed to evaluate feasibility, acceptability and/or usability. Supporting evidence for JITAI development was identified in 46 studies, with 67% applying this to develop tailored intervention content. Over half (55%) relied solely on self-reported data for tailoring, and 13 studies used only passive monitoring data. While data processing methods were commonly reported, 44% did not specify their techniques. 89% of JITAI designs achieved full marks on the TIDieR checklist and provided sufficient details on JITAI components. Overall, JITAIs proved to be feasible, acceptable and user-friendly across behaviours and settings. Randomized trials showed tailored interventions were efficacious, though outcomes varied by behaviour. CONCLUSIONS JITAIs offer a promising approach to developing personalized interventions, with their potential effects continuously growing. The recommended checklist emphasizes the importance of reporting transparency in establishing robust intervention designs.
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Affiliation(s)
- Ting-Chen Chloe Hsu
- Centre for Musculoskeletal Research, University of Manchester, Manchester, UK
| | - Pauline Whelan
- Centre for Health Informatics, Division of Informatics, Imaging & Data Sciences, University of Manchester, Manchester, UK
| | - Julie Gandrup
- Centre for Musculoskeletal Research, University of Manchester, Manchester, UK
| | - Christopher J Armitage
- Manchester Centre for Health Psychology, University of Manchester, Manchester, UK
- NIHR Greater Manchester Patient Safety Research Collaboration, University of Manchester, Manchester, UK
| | - Lis Cordingley
- Manchester Centre for Health Psychology, University of Manchester, Manchester, UK
| | - John McBeth
- Centre for Musculoskeletal Research, University of Manchester, Manchester, UK
- The NIHR Manchester Musculoskeletal Biomedical Research Unit, Central Manchester University Hospitals NHS Foundation Trust, Manchester, UK
- School of Primary Care, Population Sciences and Medical Education, University of Southampton, Southampton, UK
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D'Arcey J, Torous J, Asuncion TR, Tackaberry-Giddens L, Zahid A, Ishak M, Foussias G, Kidd S. Leveraging Personal Technologies in the Treatment of Schizophrenia Spectrum Disorders: Scoping Review. JMIR Ment Health 2024; 11:e57150. [PMID: 39348196 PMCID: PMC11474131 DOI: 10.2196/57150] [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: 02/08/2024] [Revised: 07/16/2024] [Accepted: 07/25/2024] [Indexed: 10/01/2024] Open
Abstract
BACKGROUND Digital mental health is a rapidly growing field with an increasing evidence base due to its potential scalability and impacts on access to mental health care. Further, within underfunded service systems, leveraging personal technologies to deliver or support specialized service delivery has garnered attention as a feasible and cost-effective means of improving access. Digital health relevance has also improved as technology ownership in individuals with schizophrenia has improved and is comparable to that of the general population. However, less digital health research has been conducted in groups with schizophrenia spectrum disorders compared to other mental health conditions, and overall feasibility, efficacy, and clinical integration remain largely unknown. OBJECTIVE This review aims to describe the available literature investigating the use of personal technologies (ie, phone, computer, tablet, and wearables) to deliver or support specialized care for schizophrenia and examine opportunities and barriers to integrating this technology into care. METHODS Given the size of this review, we used scoping review methods. We searched 3 major databases with search teams related to schizophrenia spectrum disorders, various personal technologies, and intervention outcomes related to recovery. We included studies from the full spectrum of methodologies, from development papers to implementation trials. Methods and reporting follow the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines. RESULTS This search resulted in 999 studies, which, through review by at least 2 reviewers, included 92 publications. Included studies were published from 2010 to 2023. Most studies examined multitechnology interventions (40/92, 43%) or smartphone apps (25/92, 27%), followed by SMS text messaging (16/92, 17%) and internet-based interventions (11/92, 12%). No studies used wearable technology on its own to deliver an intervention. Regarding the stage of research in the field, the largest number of publications were pilot studies (32/92, 35%), followed by randomized control trials (RCTs; 20/92, 22%), secondary analyses (16/92, 17%), RCT protocols (16/92, 17%), development papers (5/92, 5%), and nonrandomized or quasi-experimental trials (3/92, 3%). Most studies did not report on safety indices (55/92, 60%) or privacy precautions (64/92, 70%). Included studies tend to report consistent positive user feedback regarding the usability, acceptability, and satisfaction with technology; however, engagement metrics are highly variable and report mixed outcomes. Furthermore, efficacy at both the pilot and RCT levels report mixed findings on primary outcomes. CONCLUSIONS Overall, the findings of this review highlight the discrepancy between the high levels of acceptability and usability of these digital interventions, mixed efficacy results, and difficulties with sustained engagement. The discussion highlights common patterns that may underscore this observation in the field; however, as this was a scoping review, a more in-depth systematic review or meta-analysis may be required to better understand the trends outlined in this review.
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Affiliation(s)
- Jessica D'Arcey
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Clinical Psychological Sciences, Department of Psychology, University of Toronto Scarborough, Toronto, ON, Canada
| | - John Torous
- Department of Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States
| | - Toni-Rose Asuncion
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Department of Psychology, Research and Clinical Training, Concordia University, Montreal, QC, Canada
| | | | - Aqsa Zahid
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Clinical Psychological Sciences, Department of Psychology, University of Toronto Scarborough, Toronto, ON, Canada
| | - Mira Ishak
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - George Foussias
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Clinical Psychological Sciences, Department of Psychology, University of Toronto Scarborough, Toronto, ON, Canada
| | - Sean Kidd
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Clinical Psychological Sciences, Department of Psychology, University of Toronto Scarborough, Toronto, ON, Canada
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Gordon S, Mote J, Fulford D. Qualitative Analysis of Paranoia Reported in Clinical Interviews With Black and White Adults With Schizophrenia. Psychiatr Serv 2023; 74:1263-1269. [PMID: 37254507 PMCID: PMC10687302 DOI: 10.1176/appi.ps.20220089] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
Black adults in the United States are more likely to be diagnosed as having schizophrenia spectrum disorders and to report experiences of paranoia than are White adults. Cultural mistrust, or marginalized groups' adaptive skepticism toward dominant historically White institutions, is associated with paranoia among Black individuals, suggesting that experiences of paranoia may be culturally mediated. The authors aimed to explore thematic differences between Black and White adults with schizophrenia spectrum disorders in their experiences of paranoia, including potential differences in persecutory content, cultural mistrust, and related themes. The authors conducted a thematic content analysis of archival qualitative data on experiences of paranoia reported by Black and White adults with schizophrenia spectrum disorders (N=21) in a structured clinical interview. Distinct themes related to cultural mistrust and persecutory paranoia emerged among the participants, suggesting that lived experiences of persecution and discrimination may affect how Black adults with schizophrenia spectrum disorders interpret threat and express paranoia. These findings highlight the importance of culturally responsive approaches in assessment and conceptualization of clinical paranoia versus cultural mistrust.
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Affiliation(s)
- Shari Gordon
- Department of Counseling, Developmental, and Educational Psychology, Boston College, Chestnut Hill, Massachusetts (Gordon); Department of Occupational Therapy, Sargent College at Boston University, Boston (Mote, Fulford); Department of Psychological and Brain Sciences, Boston University, Boston (Fulford)
| | - Jasmine Mote
- Department of Counseling, Developmental, and Educational Psychology, Boston College, Chestnut Hill, Massachusetts (Gordon); Department of Occupational Therapy, Sargent College at Boston University, Boston (Mote, Fulford); Department of Psychological and Brain Sciences, Boston University, Boston (Fulford)
| | - Daniel Fulford
- Department of Counseling, Developmental, and Educational Psychology, Boston College, Chestnut Hill, Massachusetts (Gordon); Department of Occupational Therapy, Sargent College at Boston University, Boston (Mote, Fulford); Department of Psychological and Brain Sciences, Boston University, Boston (Fulford)
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Strauss GP, Raugh IM, Luther L, Walker EF, Mittal VA. Temporal Interactions Between Social Motivation and Behavior In Daily Life Among Individuals at Clinical High-Risk for Psychosis. Schizophr Bull 2023; 49:1150-1160. [PMID: 37467481 PMCID: PMC10483454 DOI: 10.1093/schbul/sbad096] [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] [Indexed: 07/21/2023]
Abstract
BACKGROUND AND HYPOTHESES Poor social functioning is common among individuals at clinical high-risk (CHR) for psychosis and is associated with greater likelihood of conversion. Unfortunately, processes contributing to social impairment are unclear, making social functioning difficult to improve via treatment. The current study examined whether abnormalities in social functioning result from aberrant temporal interactions between social motivation and behavior. STUDY DESIGN Participants included 105 individuals at CHR and 62 healthy controls (CN) who completed 6 days of ecological momentary assessment. Multilevel models examined time-lagged interactions between social behavior and motivation. STUDY RESULTS CHR and CN did not differ in social motivation; however, CHR were less likely to interact with family and coworkers and more likely to engage in interactions via phone and text/social media. Autocorrelations indicated that social behavior and motivation were generally consistent across time in CHR and CN groups. Time-lagged analyses indicated that both groups had an increase in social motivation across time when they were alone and a decrease in social motivation across time when they were with others. However, the relative decrease when with others and increase when alone were less robust in CHR than CN, particularly for in-person interactions. Social motivation at time t did not differentially impact social partner or modality at time t+1 in the groups. CONCLUSIONS Findings suggest that social behavior and motivation have different temporal interactions in CHR and CN. Psychosocial interventions may benefit from targeting the frequency of social behavior with specific partners and modalities to change social motivation.
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Affiliation(s)
| | - Ian M Raugh
- Department of Psychology, University of Georgia, Athens, GA, USA
| | - Lauren Luther
- Department of Psychology, University of Georgia, Athens, GA, USA
| | - Elaine F Walker
- Department of Psychology, Emory University, Atlanta, GA, USA
| | - Vijay A Mittal
- Department of Psychology, Northwestern University, Evanston, IL, USA
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Botello R, Gill K, Mow JL, Leung L, Mote J, Mueser KT, Gard DE, Fulford D. Validation of the Social Effort and Conscientious Scale (SEACS) in Schizophrenia. JOURNAL OF PSYCHOPATHOLOGY AND BEHAVIORAL ASSESSMENT 2023. [DOI: 10.1007/s10862-023-10031-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/23/2023]
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Surdyka N, Clark A, Duncan A. Educational Technologies for Teaching Social Skills to Individuals With Schizophrenia: Scoping Review. OTJR-OCCUPATION PARTICIPATION AND HEALTH 2023; 43:127-143. [PMID: 35880528 PMCID: PMC9729979 DOI: 10.1177/15394492221108389] [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] [Indexed: 12/29/2022]
Abstract
Schizophrenia interventions incorporate improving quality of life and social functioning. Educational technologies are a potential treatment method for social skills development among individuals with schizophrenia. The objective of the study is to provide an overview of the characteristics and range of approaches of educational technologies in the context of social skills for individuals with schizophrenia. A scoping review methodological framework was applied. Search strategy was conducted on Ovid MEDLINE® and CINAHL Plus. Data were synthesized using a charting form for a logical, descriptive summary of results. The search yielded 771 results and 23 included studies that met eligibility criteria. The data showed persons with schizophrenia respond well to educational technologies to address illness self-management. Using technology in conjunction with traditional evidence-based interventions demonstrates promising results to improve social skills functioning. Occupational therapists can use educational technologies to decrease the gap in health care services and improve social support for individuals with schizophrenia.
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Affiliation(s)
- Nicole Surdyka
- University of Toronto, Ontario, Canada,Nicole Surdyka, Registered Occupational Therapist, Department of Occupational Science & Occupational Therapy, University of Toronto, 160-500 University Avenue, Toronto, Ontario, Canada M5G 1V7.
| | - Amy Clark
- University of Toronto, Ontario, Canada
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Kwon S, Firth J, Joshi D, Torous J. Accessibility and availability of smartphone apps for schizophrenia. SCHIZOPHRENIA (HEIDELBERG, GERMANY) 2022; 8:98. [PMID: 36385116 PMCID: PMC9668219 DOI: 10.1038/s41537-022-00313-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Accepted: 11/05/2022] [Indexed: 05/25/2023]
Abstract
App-based interventions have the potential to enhance access to and quality of care for patients with schizophrenia. However, less is known about the current state of schizophrenia apps in research and how those translate to publicly available apps. This study, therefore, aimed to review schizophrenia apps offered on marketplaces and research literature with a focus on accessibility and availability. A search of recent reviews, gray literature, PubMed, and Google Scholar was conducted in August 2022. A search of the U.S. Apple App Store and Google Play App Store was conducted in July 2022. All eligible studies and apps were systematically screened/reviewed. The academic research search produced 264 results; 60 eligible studies were identified. 51.7% of research apps were built on psychosis-specific platforms and 48.3% of research apps were built on non-specific platforms. 83.3% of research apps offered monitoring functionalities. Only nine apps, two designed on psychosis-specific platforms and seven on non-specific platforms were easily accessible. The search of app marketplaces uncovered 537 apps; only six eligible marketplace apps were identified. 83.3% of marketplace apps only offered psychoeducation. All marketplace apps lacked frequent updates with the average time since last update 1121 days. There are few clinically relevant apps accessible to patients on the commercial marketplaces. While research efforts are expanding, many research apps are unavailable today. Better translation of apps from research to the marketplace and a focus on sustainable interventions are important targets for the field.
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Affiliation(s)
- Sam Kwon
- Department of Psychiatry, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Joseph Firth
- Division of Psychology and Mental Health, University of Manchester, Manchester Academic Health Science Centre, Manchester, UK
- Greater Manchester Mental Health NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, UK
| | - Devayani Joshi
- Department of Psychiatry, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - John Torous
- Department of Psychiatry, Beth Israel Deaconess Medical Center, Boston, MA, USA.
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Dong D, Mu TY, Xu JY, Dai JN, Zhou ZN, Zhang QZ, Shen CZ. A WeChat-based self-compassion training to improve the treatment adherence of patients with schizophrenia in China: Protocol for a randomized controlled trial. Front Psychol 2022; 13:931802. [PMID: 36110273 PMCID: PMC9469756 DOI: 10.3389/fpsyg.2022.931802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Accepted: 07/25/2022] [Indexed: 11/13/2022] Open
Abstract
BackgroundAt present, adherence to antipsychotic treatment is often poor, leading to the recurrence of symptoms. This increases the likelihood of the patient experiencing disability and thus increases the disease burden for the patient, their family, and society as a whole. However, to date, there is no clear evidence regarding the effect of medication adherence interventions on outcomes for patients with schizophrenia. Moreover, the traditional intervention methods are limited by manpower and resources in low- and middle-income countries. Recent studies have demonstrated that increasing a patient’s level of self-compassion may improve their treatment adherence. Online mental health care interventions have advantages in terms of feasibility and acceptability for patients with schizophrenia. In this regard, a WeChat-based self-compassion training protocol to improve patient treatment adherence was designed in this study and will be evaluated in the future to determine its impact on patients with schizophrenia.MethodsThe protocol for the randomized controlled trial (RCT) is based on the SPIRIT 2013 statement. This parallel RCT will aim to recruit 392 patients with schizophrenia who will be randomized at a 1:1 ratio into a 3-week intervention or control group. Both groups will receive routine care. The intervention group will also receive WeChat-based self-compassion training, which requires participants to complete three tasks every day, including a reading task, a meditation task, and a self-compassion journal task. The control group will receive WeChat-based psychological health education, which will only require participants to read positive articles about psychological health every day. Medication adherence, self-compassion, stigma, and social support will be measured at baseline (T0), immediately after the intervention (T1), and 3 weeks after the intervention (T2). Program feasibility will be evaluated throughout the course of the study, and acceptability will be measured immediately after the intervention (T1).Expected results:The intervention described here will address the barriers to accessing mental health care for people with schizophrenia, including patients’ desire for independent management, difficulty accessing providers, and concerns about privacy and stigma. The current study provides guidance for clinical nurses to carry out psychological intervention, with the ultimate aim of addressing the problems associated with a shortage of psychological professionals in low- and middle-income countries.
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Affiliation(s)
- Die Dong
- College of Nursing, Zhejiang Chinese Medical University, Hangzhou, China
| | - Ting-Yu Mu
- College of Nursing, Zhejiang Chinese Medical University, Hangzhou, China
| | - Jia-Yi Xu
- College of Nursing, Zhejiang Chinese Medical University, Hangzhou, China
| | - Jia-Ning Dai
- College of Nursing, Zhejiang Chinese Medical University, Hangzhou, China
| | - Zhi-Nan Zhou
- College of Nursing, Zhejiang Chinese Medical University, Hangzhou, China
| | | | - Cui-Zhen Shen
- College of Nursing, Zhejiang Chinese Medical University, Hangzhou, China
- *Correspondence: Cui-Zhen Shen,
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Fulford D, Schupbach E, Gard DE, Mueser KT, Mow J, Leung L. Do cognitive impairments limit treatment gains in a standalone digital intervention for psychosis? A test of the digital divide. Schizophr Res Cogn 2022; 28:100244. [PMID: 35242612 PMCID: PMC8881658 DOI: 10.1016/j.scog.2022.100244] [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: 12/20/2021] [Revised: 02/16/2022] [Accepted: 02/17/2022] [Indexed: 11/05/2022] Open
Abstract
Digital mental health interventions, such as those provided by smartphone applications (apps), show promise as cost-effective approaches to increasing access to evidence-based psychosocial interventions for psychosis. Although it is well known that limited financial resources can reduce the benefits of digital approaches to mental healthcare, the extent to which cognitive functioning in this population could impact capacity to engage in and benefit from these interventions is less studied. In the current study we examined the extent to which cognitive functioning (premorbid cognitive abilities and social cognition) were related to treatment engagement and outcome in a standalone digital intervention for social functioning. Premorbid cognitive abilities generally showed no association with aggregated treatment engagement markers, including proportion of notifications responded to and degree of interest in working on app content, though there was a small positive association with improvements in social functioning. Social cognition, as measured using facial affect recognition ability, was unrelated to treatment engagement or outcome. These preliminary findings suggest that cognitive functioning is generally not associated with engagement or outcomes in a standalone digital intervention designed for and with people with schizophrenia spectrum disorders.
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