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Potts C, Kealy C, McNulty JM, Madrid-Cagigal A, Wilson T, Mulvenna MD, O'Neill S, Donohoe G, Barry MM. Digital Mental Health Interventions for Young People Aged 16-25 Years: Scoping Review. J Med Internet Res 2025; 27:e72892. [PMID: 40344661 PMCID: PMC12102633 DOI: 10.2196/72892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2025] [Revised: 04/17/2025] [Accepted: 04/21/2025] [Indexed: 05/11/2025] Open
Abstract
BACKGROUND Digital mental health interventions for young people offer a promising avenue for promoting mental well-being and addressing mental health issues in this population. OBJECTIVE This scoping review aims to explore the range of digital mental health interventions available for young people aged 16-25 years, with a particular focus on digital tool types, modalities, delivery formats, target populations, and study retention rates. METHODS The scoping review was conducted in 6 databases (PubMed, Web of Science, Scopus, MEDLINE, Cochrane Library, and PsychInfo). Studies were included if they were published from 2019 to 2024 in English, reported on a population of young people aged 16-25 years, and included validated mental health or well-being outcome measures. All types of digital interventions from promotion and prevention to treatment of mental health were included. RESULTS After screening 13,306 articles, 145 articles were included in the final review. The findings reveal a diverse landscape of studies, equally focusing on the prevention and promotion of mental health and the treatment of mental ill health, most commonly using cognitive behavioral therapy (63/145, 43.4%). The most common digital tools were apps (51/135, 37.8%), web-based resources (45/135, 33.3%), and websites (19/135, 14.1%). The results highlight the over emphasis on convenience sampling (140/145, 96.6%), with participants mainly recruited from universities or colleges, and a lack of representation from marginalized groups, including lesbian, gay, bisexual, transgender, and queer youth; those from socioeconomically deprived backgrounds; and those who are neurodivergent. Moreover, the focus on anxiety and depression leaves other mental health conditions underrepresented. Retention rates ranged from 16% to 100% and averaged 66% across all studies. CONCLUSIONS There is a need for more research on mental health promotion and prevention measures among those aged younger than 25 years as young people are at increased risk of mental health issues. This includes exploring different intervention approaches and modalities beyond cognitive behavioral therapy and ensuring inclusivity in study populations. Standardizing intervention durations and incorporating long-term follow-up data could provide valuable insights into the efficacy and effectiveness of digital interventions. Future studies should aim for greater inclusivity, ensuring representation from marginalized groups to address the diverse mental health needs of young people effectively. By adopting these approaches, digital mental health interventions can become more accessible, engaging, and impactful for young people worldwide.
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Affiliation(s)
- Courtney Potts
- School of Psychology, Ulster University, Coleraine, United Kingdom
| | - Carmen Kealy
- Health Promotion Research Centre, Ollscoil na Gaillimhe - University of Galway, Galway, Ireland
| | - Jamie M McNulty
- School of Psychology, Ulster University, Coleraine, United Kingdom
| | - Alba Madrid-Cagigal
- School of Psychology, Ollscoil na Gaillimhe - University of Galway, Galway, Ireland
| | - Thomas Wilson
- School of Psychology, Queen's University Belfast, Belfast, United Kingdom
| | | | - Siobhan O'Neill
- School of Psychology, Ulster University, Coleraine, United Kingdom
| | - Gary Donohoe
- School of Psychology, Ollscoil na Gaillimhe - University of Galway, Galway, Ireland
| | - Margaret M Barry
- Health Promotion Research Centre, Ollscoil na Gaillimhe - University of Galway, Galway, Ireland
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Taylor ME, Liu M, Abelson S, Eisenberg D, Lipson SK, Schueller SM. The Reach, Effectiveness, Adoption, Implementation, and Maintenance of Digital Mental Health Interventions for College Students: A Systematic Review. Curr Psychiatry Rep 2024; 26:683-693. [PMID: 39392547 PMCID: PMC11706926 DOI: 10.1007/s11920-024-01545-w] [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] [Accepted: 09/25/2024] [Indexed: 10/12/2024]
Abstract
PURPOSE OF REVIEW We evaluated the impact of digital mental health interventions (DMHIs) for college students. We organized findings using the RE-AIM framework to include reach, effectiveness, adoption, implementation, and maintenance. RECENT FINDINGS We conducted a systematic literature review of recent findings from 2019-2024. Our search identified 2,701 articles, of which 95 met inclusion criteria. In the reach domain, student samples were overwhelmingly female and White. In the effectiveness domain, over 80% of DMHIs were effective or partially effective at reducing their primary outcome. In the adoption domain, studies reported modest uptake for DMHIs. In the implementation and maintenance domains, studies reported high adherence rates to DMHI content. While recruitment methods were commonly reported, adaptations and costs of implementation and maintenance were rarely reported. DMHIs for college students are effective for many psychological outcomes. Future work should address diversifying samples and considering implementation in a variety of college settings.
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Affiliation(s)
- Madison E Taylor
- Department of Psychological Science, University of California, 214 Pereira Dr, Irvine, CA, 92617, USA.
| | - Michelle Liu
- Department of Psychological Science, University of California, 214 Pereira Dr, Irvine, CA, 92617, USA
| | - Sara Abelson
- Department of Urban Health and Population Science, Lewis Katz School of Medicine, Temple University, Philadelphia, PA, USA
| | - Daniel Eisenberg
- Department of Health Policy and Management, Fielding School of Public Health, University of California at Los Angeles, Los Angeles, CA, USA
| | - Sarah K Lipson
- Department of Health Law, Policy, and Management, School of Public Health, Boston University, Boston, MA, USA
| | - Stephen M Schueller
- Department of Psychological Science, University of California, 214 Pereira Dr, Irvine, CA, 92617, USA
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Lindsay JAB, McGowan NM, Henning T, Harriss E, Saunders KEA. Digital Interventions for Symptoms of Borderline Personality Disorder: Systematic Review and Meta-Analysis. J Med Internet Res 2024; 26:e54941. [PMID: 39612494 PMCID: PMC11645515 DOI: 10.2196/54941] [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: 11/28/2023] [Revised: 06/27/2024] [Accepted: 08/26/2024] [Indexed: 12/01/2024] Open
Abstract
BACKGROUND Borderline personality disorder (BPD) is a mental health condition with insufficient care availability worldwide. Digital mental health interventions could reduce this treatment gap. Persuasive system design (PSD) is a conceptual framework outlining elements of digital interventions that support behavior change. OBJECTIVE This systematic review aims to characterize digital interventions targeting BPD symptoms, assess treatment efficacy, and identify its association with intervention features, including PSD elements. METHODS A systematic review of automated digital interventions targeting symptoms of BPD was conducted. Eligible studies recruited participants aged ≥18 years, based on a diagnosis of BPD or one of its common comorbidities, or as healthy volunteers. OVID Embase, OVID MEDLINE, OVID PsycINFO, and the Cochrane Central Register for Controlled Trials were searched on July 19, 2022, and February 28, 2023. Intervention characteristics were tabulated. A meta-analysis of randomized controlled trials (RCTs) determined treatment effects separately for each core symptom of BPD using Hedges g. Associations between the treatment effect and intervention features, including PSD elements, were assessed by subgroup analysis (Cochran Q test). Risk of bias was assessed using the Cochrane Risk of Bias 2 tool for RCTs and the National Institutes of Health Quality Assessment Tool for pre-post studies. RESULTS A total of 40 (0.47%) publications out of 8520 met the inclusion criteria of this review, representing 6611 participants. Studies comprised examinations of 38 unique interventions, of which 32 (84%) were RCTs. Synthesis found that included interventions had the following transdiagnostic treatment targets: severity of BPD symptoms (4/38, 11%), suicidal ideation (17/38, 45%), paranoia (5/38, 13%), nonsuicidal self-injury (5/38, 13%), emotion regulation (4/38, 11%), and anger (3/38, 8%). Common therapeutic approaches were based on dialectical behavioral therapy (8/38, 21%), cognitive behavioral therapy (6/38, 16%), or both (5/38, 13%). Meta-analysis found significant effects of digital intervention for both symptoms of paranoia (Hedges g=-0.52, 95% CI -0.86 to -0.18; P=.01) and suicidal ideation (Hedges g=-0.13, 95% CI -0.25 to -0.01; P=.03) but not overall BPD symptom severity (Hedges g=-0.17, 95% CI -0.42 to 0.10; P=.72). Subgroup analysis of suicidal ideation interventions found that evidence-based treatments such as cognitive behavioral therapy and dialectical behavior therapy were significantly more effective than alternative modalities (Cochran Q=4.87; P=.03). The degree of human support was not associated with the treatment effect. Interventions targeting suicidal ideation that used reminders, offered self-monitoring, and encouraged users to rehearse behaviors were associated with a greater reduction in ideation severity. CONCLUSIONS Evidence suggests that digital interventions may reduce the symptoms of suicidal ideation and paranoia and that the design of digital interventions may impact the efficacy of treatments targeting suicidal ideation. These results support the use of transdiagnostic digital interventions for paranoia and suicidal ideation. TRIAL REGISTRATION PROSPERO CRD42022358270; https://tinyurl.com/3mz7uc7k.
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Affiliation(s)
- Julia A B Lindsay
- Department of Psychiatry, University of Oxford, Oxford, United Kingdom
| | - Niall M McGowan
- Department of Psychiatry, University of Oxford, Oxford, United Kingdom
| | - Thomas Henning
- School of Medicine and Biomedical Sciences, University of Oxford, Oxford, United Kingdom
| | - Eli Harriss
- Bodleian Health Care Libraries, University of Oxford, Oxford, United Kingdom
| | - Kate E A Saunders
- Department of Psychiatry, University of Oxford, Oxford, United Kingdom
- School of Medicine and Biomedical Sciences, University of Oxford, Oxford, United Kingdom
- Oxford Health NHS Foundation Trust, Warneford Hospital, Oxford, United Kingdom
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Goodhines PA, Svingos AM, Gerish S, Park A, Gellis LA. Randomized controlled trial of cognitive refocusing versus stimulus control treatment for college insomnia: feasibility of a brief, electronic-based, and peer-led approach. JOURNAL OF AMERICAN COLLEGE HEALTH : J OF ACH 2024; 72:2229-2241. [PMID: 35943968 PMCID: PMC9908774 DOI: 10.1080/07448481.2022.2109031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/20/2021] [Revised: 05/27/2022] [Accepted: 07/28/2022] [Indexed: 06/15/2023]
Abstract
OBJECTIVE Performance of Cognitive Refocusing Treatment for Insomnia (CRT-I) relative to stimulus control treatment (SCT) remains unknown among college students. This pilot trial compared single-session, electronic-based, peer-led CRT-I to SCT, and as well as awareness-based (AC) and no-treatment (NTC) controls. PARTICIPANTS College students (N = 82; Mage=18.59 [SD = 0.78]; 58% female; 61% White; 16% Hispanic) with insomnia symptoms were randomly assigned to CRT-I (n = 12), SCT (n = 14), and AC (n = 14) conditions, or non-randomly recruited to NTC (n = 42). METHODS All participants completed baseline and one-month follow-up surveys, and reported daily task enactment (except NTC). RESULTS Feasibility ratings were comparable across conditions. Within-group treatment effects revealed greater improvements in (a) insomnia symptom severity among CRT-I (d = 1.13) and SCT (d = 1.66) groups relative to AC (d = 0.90) and (b) pre-sleep cognitive arousal among CRT-I (d = 0.94) and SCT (d = 1.42) groups relative to AC (d = 0.75). CONCLUSIONS Brief, electronic-based, peer-led CRT-I and SCT interventions appear feasible and potentially efficacious for college insomnia.
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Affiliation(s)
| | - Adrian M Svingos
- Department of Psychology, Syracuse University, Syracuse, NY, USA
| | - Samantha Gerish
- Department of Psychology, Syracuse University, Syracuse, NY, USA
| | - Aesoon Park
- Department of Psychology, Syracuse University, Syracuse, NY, USA
| | - Les A Gellis
- Department of Psychology, Syracuse University, Syracuse, NY, USA
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Duijzings M, Todd J, Notebaert L. A randomized controlled trial modifying insomnia-consistent interpretation bias in students. Behav Res Ther 2024; 181:104607. [PMID: 39116605 DOI: 10.1016/j.brat.2024.104607] [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: 03/26/2024] [Revised: 07/11/2024] [Accepted: 07/23/2024] [Indexed: 08/10/2024]
Abstract
This study aimed to determine the causal role of insomnia-consistent interpretation bias within the cognitive model of insomnia, by modifying this bias in students experiencing subclinical levels of insomnia and assessing subsequent effects on sleep parameters. A sample of 128 students underwent randomization to receive either a single session of online Cognitive Bias Modification-Interpretation (CBM-I) or a sham training. Participants then tracked their pre-sleep worry and sleep parameters for seven consecutive days. Interpretation bias was assessed using an encoding-recognition task specifically designed for insomnia-related interpretation bias. The CBM-I manipulation utilized ambiguous scenarios to redirect participants away from making insomnia-related interpretations. Results revealed that CBM-I effectively decreased insomnia-consistent interpretation bias compared to the sham treatment, with interpretation bias being absent post-training in the CBM-I group. This reduction did not lead to improvements in pre-sleep worry or any sleep parameters. This study has been the first to investigate the causal role of interpretation bias on symptoms of insomnia. Although results indicated this bias to be modifiable, its causality within the cognitive model proves to be more complicated. Future research focusing on optimization of cognitive bias modifications could shed more light on the effects of biased cognitions on insomnia symptoms.
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Affiliation(s)
- Marloes Duijzings
- The University of Sydney, School of Psychology, NSW, Australia; Leiden University, Faculty of Social and Behavioural Sciences, Leiden, the Netherlands.
| | - Jemma Todd
- The University of Sydney, School of Psychology, NSW, Australia; The University of Western Australia, School of Psychological Science, WA, Australia
| | - Lies Notebaert
- The University of Western Australia, School of Psychological Science, WA, Australia
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Kivelä LMM, van der Does W, Antypa N. Sleep, hopelessness, and suicidal ideation: An ecological momentary assessment and actigraphy study. J Psychiatr Res 2024; 177:46-52. [PMID: 38972264 DOI: 10.1016/j.jpsychires.2024.06.039] [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: 02/01/2024] [Revised: 05/17/2024] [Accepted: 06/24/2024] [Indexed: 07/09/2024]
Abstract
Recent research shows that sleep disturbances are linked to increased suicidal ideation. In the present longitudinal cohort study, we used subjective (ecological momentary assessment, EMA) and objective (actigraphy) measures to examine the effects of sleep parameters on next-day suicidal ideation. Further, we examined hopelessness as a mediator between insufficient sleep and increased suicidal ideation. Individuals with current suicidal ideation (N = 82) completed 21 days of EMA and actigraphy to estimate suicidal ideation, hopelessness and sleep parameters. Multilevel linear-mixed models were used to examine the effects of sleep parameters on next-day suicidal ideation, as well as for the mediating effect of hopelessness (in the morning) on the association between previous night's sleep and suicidal ideation levels the next day. Significant concordance existed between subjective and objective sleep measures, with moderate-to-large correlations (r = 0.44-0.58). Lower subjective sleep quality and efficiency, shorter total sleep time and increased time awake after sleep onset were significantly associated with increased next-day suicidal ideation (controlling for previous-day suicidal ideation). Actigraphy-measured sleep fragmentation was also a significant predictor of next-day ideation. Hopelessness mediated the effects of the subjective sleep parameters on suicidal ideation, but did not account for the association with sleep fragmentation. Therefore, individuals' psychological complaints (hopelessness, suicidal ideation) were better predicted by subjective sleep complaints than by objective sleep indices. Increased hopelessness following from perceived insufficient sleep appears an important explanatory factor when considering the link between sleep disturbances and suicidal ideation.
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Affiliation(s)
- Liia M M Kivelä
- Department of Clinical Psychology, Institute of Psychology, Leiden University, the Netherlands
| | - Willem van der Does
- Department of Clinical Psychology, Institute of Psychology, Leiden University, the Netherlands; Leiden University Treatment and Expertise Center (LUBEC), Leiden, the Netherlands
| | - Niki Antypa
- Department of Clinical Psychology, Institute of Psychology, Leiden University, the Netherlands.
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Schwerthöffer D, Förstl H. [Insomniac symptoms and suicidality-link and management]. NEUROPSYCHIATRIE : KLINIK, DIAGNOSTIK, THERAPIE UND REHABILITATION : ORGAN DER GESELLSCHAFT OSTERREICHISCHER NERVENARZTE UND PSYCHIATER 2024; 38:53-61. [PMID: 37171521 PMCID: PMC11143018 DOI: 10.1007/s40211-023-00466-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 04/01/2023] [Indexed: 05/13/2023]
Abstract
BACKGROUND A link between insomniac symptoms and suicidality has long been suspected and deserves specific attention. OBJECTIVE We examine the current evidence for this relationship from epidemiology and neurobiology in order to propose a targeted management. MATERIAL AND METHOD Clinical example and selective Medline-literature research for insomnia symptoms and suicidality. RESULTS Epidemiological data and statistical analysis show that symptoms of insomnia are independent risk factors for suicidality. Neurobiological factors associated with combined insomnia symptoms and suicidality are: serotonergic dysfunction and circadian rhythm disorder leading to hypofrontality with reduced problem solving capacity and impaired emotional and impulse-control. Social isolation, recurrent rumination, comorbid psychiatric disorders, access to potentially lethal drugs or weapons need urgent evaluation in patients with a combination of suicidality and symptoms of insomnia. CONCLUSION patients with insomnia and further risk factors for suicide need to be treated resolutely and at an early stage. Modern sleep-promoting antidepressants with low toxicity and antipsychotics must be preferred in the treatment of patients with insomniac sleep disorders and suicidality. Multimodal anti-insomnia and anti-depressive therapy adapted to the circadian rhythm can exert a favorable influence both on depressive-suicidal and insomnia symptoms and their inherent risks.
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Affiliation(s)
- Dirk Schwerthöffer
- Klinik und Poliklinik für Psychiatrie und Psychotherapie, TU-München, Ismaningerstraße 22, 81675, München, Deutschland.
| | - Hans Förstl
- Klinik und Poliklinik für Psychiatrie und Psychotherapie, TU-München, Ismaningerstraße 22, 81675, München, Deutschland
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Yunus FM, Standage C, Walsh C, Lockhart P, Thompson K, Keough M, Krank M, Hadwin A, Conrod PJ, Stewart SH. High peak drinking levels mediate the relation between impulsive personality and injury risk in emerging adults. Inj Epidemiol 2024; 11:5. [PMID: 38350989 PMCID: PMC10863178 DOI: 10.1186/s40621-024-00487-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Accepted: 01/26/2024] [Indexed: 02/16/2024] Open
Abstract
BACKGROUND Alcohol-induced injury is one of the leading causes of preventable morbidity and mortality. We investigated the relationship between impulsive personality and physical injury (e.g. falls, sports), and whether peak drinking quantity specifically, and/or risky behaviour more generally, mediates the relationship between impulsivity and injury in undergraduates. METHOD We used data from the winter 2021 UniVenture survey with 1316 first- and second-year undergraduate students aged 18-25 years (79.5% female) from five Canadian Universities. Students completed an online survey regarding their demographics, personality, alcohol use, risky behaviours, and injury experiences. Impulsivity was measured with the substance use risk profile scale, past 30-day peak alcohol use with the quantity-frequency-peak Alcohol Use Index, general risky behaviour with the risky behaviour questionnaire, and past 6-month injury experience with the World Health Organization's (2017) injury measurement questionnaire. RESULTS Of 1316 total participants, 12.9% (n = 170) reported having sustained a physical injury in the past 6 months. Mean impulsivity, peak drinking quantity, and risky behaviour scores were significantly higher among those who reported vs. did not report injury. Impulsivity and peak drinking quantity, but not general risky behaviour, predicted injury in a multi-level generalized mixed model. Mediation analyses supported impulsivity as both a direct predictor of physical injury and an indirect predictor through increased peak drinking (both p < .05), but not through general risky behaviour. CONCLUSION Results imply emerging adults with impulsive tendencies should be identified for selective injury prevention programs and suggest targeting their heavy drinking to decrease their risk for physical injury.
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Affiliation(s)
- Fakir Md Yunus
- Department of Psychology and Neuroscience, Dalhousie University, Halifax, NS, B3H 4R2, Canada
| | - Catherine Standage
- Department of Psychology and Neuroscience, Dalhousie University, Halifax, NS, B3H 4R2, Canada
- Department of Clinical Psychology, University of Prince Edward Island, Charlottetown, PE, C1A 4P3, Canada
| | - Chantal Walsh
- Injury Free Nova Scotia, Halifax, NS, B3K 0E4, Canada
| | - Peri Lockhart
- Injury Free Nova Scotia, Halifax, NS, B3K 0E4, Canada
| | - Kara Thompson
- Department of Psychology, St. Francis Xavier University, Antigonish, NS, B2G 2W5, Canada
| | - Matthew Keough
- Department of Psychology, York University, Toronto, ON, M3J 1P3, Canada
| | - Marvin Krank
- Department of Psychology, University of British Columbia, Kelowna, BC, V1V 1V7, Canada
| | - Allyson Hadwin
- Department of Educational Psychology and Leadership Studies, University of Victoria, Victoria, BC, V8P 5C2, Canada
| | - Patricia J Conrod
- Department of Psychiatry and Addictology, Université de Montréal, Montréal, QC, H3T 1J4, Canada
| | - Sherry H Stewart
- Department of Psychology and Neuroscience, Dalhousie University, Halifax, NS, B3H 4R2, Canada.
- Department of Psychiatry, Dalhousie University, Halifax, NS, B3H 2E2, Canada.
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