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Jarvers I, Ecker A, Donabauer P, Kampa K, Weißenbacher M, Schleicher D, Kandsperger S, Brunner R, Ludwig B. M.I.N.I.-KID interviews with adolescents: a corpus-based language analysis of adolescents with depressive disorders and the possibilities of continuation using Chat GPT. Front Psychiatry 2024; 15:1425820. [PMID: 39748903 PMCID: PMC11693741 DOI: 10.3389/fpsyt.2024.1425820] [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: 04/30/2024] [Accepted: 10/31/2024] [Indexed: 01/04/2025] Open
Abstract
Background Up to 13% of adolescents suffer from depressive disorders. Despite the high psychological burden, adolescents rarely decide to contact child and adolescent psychiatric services. To provide a low-barrier alternative, our long-term goal is to develop a chatbot for early identification of depressive symptoms. To test feasibility, we followed a two-step procedure, a) collection and linguistic analysis of psychiatric interviews with healthy adolescents and adolescents with depressive disorders and training of classifiers for detection of disorders from their answers in interviews, and b) generation of additional adolescent utterances via Chat GPT to improve the previously created model. Methods For step a), we collected standardized interviews with 53 adolescents, n = 40 with and n = 13 without depressive disorders. The transcribed interviews comprised 4,077 question-answer-pairs, with which we predicted the clinical rating (depressive/non-depressive) with use of a feedforward neural network that received BERT (Bidirectional Encoder Representations from Transformers) vectors of interviewer questions and patient answers as input. For step b), we used the answers of all 53 interviews to instruct Chat GPT to generate new similar utterances. Results In step a), the classifier based on BERT was able to discriminate answers by adolescents with and without depression with accuracies up to 97% and identified commonly used words and phrases. Evaluating the quality of utterances generated in step b), we found that prompt engineering for this task is difficult as Chat GPT performs poorly with long prompts and abstract descriptions of expectations on appropriate responses. The best approach was to cite original answers from the transcripts in order to optimally mimic the style of language used by patients and to find a practicable compromise between the length of prompts that Chat GPT can handle and the number of examples presented in order to minimize literal repetitions in Chat GPT's output. Conclusion The results indicate that identifying linguistic patterns in adolescents' transcribed verbal responses is promising and that Chat GPT can be leveraged to generate a large dataset of interviews. The main benefit is that without any loss of validity the synthetic data are significantly easier to obtain than interview transcripts.
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Affiliation(s)
- Irina Jarvers
- Department of Child and Adolescent Psychiatry and Psychotherapy, University of Regensburg, Regensburg, Germany
| | - Angelika Ecker
- Department of Child and Adolescent Psychiatry and Psychotherapy, University of Regensburg, Regensburg, Germany
| | - Pia Donabauer
- Department of Information Science, University of Regensburg, Regensburg, Germany
| | - Katharina Kampa
- Department of Information Science, University of Regensburg, Regensburg, Germany
| | | | - Daniel Schleicher
- Department of Child and Adolescent Psychiatry and Psychotherapy, University of Regensburg, Regensburg, Germany
| | - Stephanie Kandsperger
- Department of Child and Adolescent Psychiatry and Psychotherapy, University of Regensburg, Regensburg, Germany
| | - Romuald Brunner
- Department of Child and Adolescent Psychiatry and Psychotherapy, University of Regensburg, Regensburg, Germany
| | - Bernd Ludwig
- Department of Information Science, University of Regensburg, Regensburg, Germany
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McCall HC, Hadjistavropoulos HD. Impact of an Online Discussion Forum on Self-Guided Internet-Delivered Cognitive Behavioral Therapy for Public Safety Personnel: Randomized Trial. J Med Internet Res 2024; 26:e59699. [PMID: 39141899 PMCID: PMC11358668 DOI: 10.2196/59699] [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: 04/19/2024] [Revised: 06/26/2024] [Accepted: 07/22/2024] [Indexed: 08/16/2024] Open
Abstract
BACKGROUND Internet-delivered cognitive behavioral therapy (ICBT) is an effective and accessible treatment for various mental health concerns. ICBT has shown promising treatment outcomes among public safety personnel (PSP), who experience high rates of mental health problems and face barriers to accessing other mental health services. Client engagement and clinical outcomes are better in ICBT with therapist guidance, but ICBT is easier to implement on a large scale when it is self-guided. Therefore, it is important to identify strategies to improve outcomes and engagement in self-guided ICBT and other self-guided digital mental health interventions. One such strategy is the use of online discussion forums to provide ICBT clients with opportunities for mutual social support. Self-guided interventions accompanied by online discussion forums have shown excellent treatment outcomes, but there is a need for research experimentally testing the impact of online discussion forums in ICBT. OBJECTIVE We aimed to evaluate a transdiagnostic, self-guided ICBT intervention tailored specifically for PSP (which had not previously been assessed), assess the impact of adding a therapist-moderated online discussion forum on outcomes, and analyze participants' feedback to inform future research and implementation efforts. METHODS In this randomized trial, we randomly assigned participating PSP (N=107) to access an 8-week transdiagnostic, self-guided ICBT course with or without a built-in online discussion forum. Enrollment and participation were entirely web-based. We assessed changes in depression, anxiety, and posttraumatic stress as well as several secondary outcome measures (eg, treatment engagement and satisfaction) using questionnaires at the pre-enrollment, 8-week postenrollment, and 20-week postenrollment time points. Mixed methods analyses included multilevel modeling and qualitative content analysis. RESULTS Participants engaged minimally with the forum, creating 9 posts. There were no differences in treatment outcomes between participants who were randomly assigned to access the forum (56/107, 52.3%) and those who were not (51/107, 47.7%). Across conditions, participants who reported clinically significant symptoms during enrollment showed large and statistically significant reductions in symptoms (P<.05 and d>0.97 in all cases). Participants also showed good treatment engagement and satisfaction, with 43% (46/107) of participants fully completing the intervention during the course of the study and 96% (79/82) indicating that the intervention was worth their time. CONCLUSIONS Previous research has shown excellent clinical outcomes for self-guided ICBT accompanied by discussion forums and good engagement with those forums. Although clinical outcomes in our study were excellent across conditions, engagement with the forum was poor, in contrast to previous research. We discuss several possible interpretations of this finding (eg, related to the population under study or the design of the forum). Our findings highlight a need for more research evaluating the impact of online discussion forums and other strategies for improving outcomes and engagement in self-guided ICBT and other digital mental health interventions. TRIAL REGISTRATION ClinicalTrials.gov NCT05145582; https://clinicaltrials.gov/study/NCT05145582.
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Affiliation(s)
- Hugh C McCall
- Department of Psychology, University of Regina, Regina, SK, Canada
- PSPNET, University of Regina, Regina, SK, Canada
| | - Heather D Hadjistavropoulos
- Department of Psychology, University of Regina, Regina, SK, Canada
- PSPNET, University of Regina, Regina, SK, Canada
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De Jesús-Romero R, Holder-Dixon AR, Buss JF, Lorenzo-Luaces L. Race, Ethnicity, and Other Cultural Background Factors in Trials of Internet-Based Cognitive Behavioral Therapy for Depression: Systematic Review. J Med Internet Res 2024; 26:e50780. [PMID: 38300699 PMCID: PMC10870215 DOI: 10.2196/50780] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Revised: 11/05/2023] [Accepted: 11/16/2023] [Indexed: 02/02/2024] Open
Abstract
BACKGROUND There is a growing interest in developing scalable interventions, including internet-based cognitive behavioral therapy (iCBT), to meet the increasing demand for mental health services. Given the growth in diversity worldwide, it is essential that the clinical trials of iCBT for depression include diverse samples or, at least, report information on the race, ethnicity, or other background indicators of their samples. Unfortunately, the field lacks data on how well diversity is currently reported and represented in the iCBT literature. OBJECTIVE Thus, the main objective of this systematic review was to examine the overall reporting of racial and ethnic identities in published clinical trials of iCBT for depression. We also aimed to review the representation of specific racial and ethnic minoritized groups and the inclusion of alternative background indicators such as migration status or country of residence. METHODS Studies were included if they were randomized controlled trials in which iCBT was compared to a waiting list, care-as-usual, active control, or another iCBT. The included papers also had to have a focus on acute treatment (eg, 4 weeks to 6 months) of depression, be delivered via the internet on a website or a smartphone app and use guided or unguided self-help. Studies were initially identified from the METAPSY database (n=59) and then extended to include papers up to 2022, with papers retrieved from Embase, PubMed, PsycINFO, and Cochrane (n=3). Risk of bias assessment suggested that reported studies had at least some risk of bias due to use of self-report outcome measures. RESULTS A total of 62 iCBT randomized controlled trials representing 17,210 participants are summarized in this study. Out of those 62 papers, only 17 (27%) of the trials reported race, and only 12 (19%) reported ethnicity. Reporting outside of the United States was very poor, with the United States accounting for 15 (88%) out of 17 of studies that reported race and 9 (75%) out of 12 for ethnicity. Out of 3,623 participants whose race was reported in the systematic review, the racial category reported the most was White (n=2716, 74.9%), followed by Asian (n=209, 5.8%) and Black (n=274, 7.6%). Furthermore, only 25 (54%) out of the 46 papers conducted outside of the United States reported other background demographics. CONCLUSIONS It is important to note that the underreporting observed in this study does not necessarily indicate an underrepresentation in the actual study population. However, these findings highlight the poor reporting of race and ethnicity in iCBT trials for depression found in the literature. This lack of diversity reporting may have significant implications for the scalability of these interventions.
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Affiliation(s)
- Robinson De Jesús-Romero
- Department of Psychological and Brain Sciences, Indiana University - Bloomington, Bloomington, IN, United States
| | - Amani R Holder-Dixon
- Department of Psychological and Brain Sciences, Indiana University - Bloomington, Bloomington, IN, United States
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, United States
| | - John F Buss
- Department of Psychological and Brain Sciences, Indiana University - Bloomington, Bloomington, IN, United States
| | - Lorenzo Lorenzo-Luaces
- Department of Psychological and Brain Sciences, Indiana University - Bloomington, Bloomington, IN, United States
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Merzhvynska M, Wolf M, Krieger T, Berger T, Munder T, Watzke B. Prognostic Risk Factors in Randomized Clinical Trials of Face-to-Face and Internet-Based Psychotherapy for Depression: A Systematic Review and Meta-Regression Analysis. JAMA Psychiatry 2024; 81:97-100. [PMID: 37819635 PMCID: PMC10568439 DOI: 10.1001/jamapsychiatry.2023.3861] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Accepted: 08/18/2023] [Indexed: 10/13/2023]
Abstract
Importance Variables such as severe symptoms, comorbidity, and sociodemographic characteristics (eg, low educational attainment or unemployment) are associated with a poorer prognosis in adults treated for depressive symptoms. The exclusion of patients with a poor prognosis from RCTs is negatively associated with the generalizability of research findings. Objective To compare the prognostic risk factors (PRFs) in patient samples of RCTs of face-to-face therapy (FTF) and internet-based therapy (IBT) for depression. Data Sources PsycINFO, Cochrane CENTRAL, and reference lists of published meta-analyses were searched from January 1, 2000, to December 31, 2021. Study Selection RCTs that compared FTF (individual or group therapy) and IBT (guided or self-guided interventions) against a control (waitlist or treatment as usual) in adults with symptoms of depression were included. Data Extraction and Synthesis Data were extracted by 2 independent observers. The Cochrane revised risk-of-bias tool was used to assess the risk of bias. The study was preregistered with OSF Registries and followed the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) reporting guideline. Main Outcomes and Measures The primary outcome was the standardized mean difference (Hedges g effect size) in depressive symptoms at treatment termination (assessed with standard patient self-report questionnaires), with a positive standardized mean difference indicating larger improvements in the intervention compared with those in the control group. Meta-regression analyses were adjusted for the type of control group. Three preregistered and 2 exploratory sensitivity analyses were conducted. A prognostic risk index (PROG) was created that calculated the sum of 12 predefined individual indicators, with scores ranging from 0 to 12 and higher scores indicating that a sample comprised patients with poorer prognoses. Results This systematic review and meta-regression analysis identified 105 eligible RCTs that comprised 18 363 patients. In total, 48 studies (46%) examined FTF, and 57 studies (54%) examined IBT. The PROG was significantly higher in the RCTs of FTF than in the RCTs of IBT (FTF: mean [SD], 3.55 [1.75]; median [IQR], 3.5 [2.0-4.5]; IBT: mean [SD], 2.27 [1.66]; median [IQR], 2.0 [1.0-3.5]; z = -3.68, P < .001; Hedges g = 0.75; 95% CI, 0.36-1.15). A random-effects meta-regression analysis found no association of the PROG with the effect size. Sensitivity analyses with outliers excluded and accounting for risk of bias or small-study effects yielded mixed results on the association between the PROG and effect size. Conclusions and Relevance The findings of this systematic review and meta-regression analysis suggest that samples of RCTs of FTF vs IBT differ with regard to PRFs. These findings have implications for the generalizability of the current evidence on IBT for depression. More RCTs of internet-based interventions with clinically representative samples are needed, and the reporting of PRFs must be improved.
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Affiliation(s)
| | - Markus Wolf
- Department of Psychology, University of Zurich, Zurich, Switzerland
| | - Tobias Krieger
- Department of Psychology, University of Bern, Bern, Switzerland
| | - Thomas Berger
- Department of Psychology, University of Bern, Bern, Switzerland
| | - Thomas Munder
- Department of Psychology, University of Zurich, Zurich, Switzerland
| | - Birgit Watzke
- Department of Psychology, University of Zurich, Zurich, Switzerland
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Sanabria-Mazo JP, Colomer-Carbonell A, Fernández-Vázquez Ó, Noboa-Rocamora G, Cardona-Ros G, McCracken LM, Montes-Pérez A, Castaño-Asins JR, Edo S, Borràs X, Sanz A, Feliu-Soler A, Luciano JV. A systematic review of cognitive behavioral therapy-based interventions for comorbid chronic pain and clinically relevant psychological distress. Front Psychol 2023; 14:1200685. [PMID: 38187407 PMCID: PMC10766814 DOI: 10.3389/fpsyg.2023.1200685] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Accepted: 12/11/2023] [Indexed: 01/09/2024] Open
Abstract
Objective Chronic pain frequently co-occurs with clinically relevant psychological distress. A systematic review was conducted to identify the efficacy of cognitive behavioral therapy-based interventions for patients with these comorbid conditions. Methods The systematic search was carried out in Medline, PsycINFO, Web of Science, and Scopus up to March 18th, 2023. Four reviewers independently conducted screenings, extraction, and quality assessment. Results Twelve randomized controlled trials and one non-randomized controlled trial involving 1,661 participants that examined the efficacy of Cognitive Behavioral Therapy (nine studies), Mindfulness-based Interventions (three studies), Acceptance and Commitment Therapy (one study), and Behavioral Activation Therapy for Depression (one study) were included. Compared to treatment as usual, six out of eight studies of traditional Cognitive Behavioral Therapy reported significant differences in the reduction of depressive symptoms at post-treatment (d from 1.31 to 0.18) and four out of six at follow-up (d from 0.75 to 0.26); similarly, five out of six reported significant differences in the reduction of anxiety symptoms at post-treatment (d from 1.08 to 0.19) and three out of four at follow-up (d from 1.07 to 0.27). Overall, no significant differences between traditional Cognitive Behavioral Therapy and treatment as usual were reported at post-treatment and follow-up in the studies exploring pain intensity and pain catastrophizing. Conclusion The available evidence suggests that traditional Cognitive Behavioral Therapy may produce significant benefits for the improvement of depression, anxiety, and quality of life, but not for pain intensity and pain catastrophizing. More evidence is needed to determine the effects of MBI, ACT, and BATD. Systematic review registration PROSPERO, CRD42021219921.
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Affiliation(s)
- Juan P. Sanabria-Mazo
- Teaching, Research, and Innovation Unit, Parc Sanitari Sant Joan de Déu, Sant Boi de Llobregat, Spain
- Department of Basic, Developmental and Educational Psychology, Autonomous University of Barcelona, Barcelona, Spain
- Centre for Biomedical Research in Epidemiology and Public Health (CIBERESP), Madrid, Spain
| | - Ariadna Colomer-Carbonell
- Teaching, Research, and Innovation Unit, Parc Sanitari Sant Joan de Déu, Sant Boi de Llobregat, Spain
- Department of Basic, Developmental and Educational Psychology, Autonomous University of Barcelona, Barcelona, Spain
- Centre for Biomedical Research in Epidemiology and Public Health (CIBERESP), Madrid, Spain
| | - Óscar Fernández-Vázquez
- Teaching, Research, and Innovation Unit, Parc Sanitari Sant Joan de Déu, Sant Boi de Llobregat, Spain
- Faculty of Psychology, University of Barcelona, Barcelona, Spain
| | - Georgina Noboa-Rocamora
- Teaching, Research, and Innovation Unit, Parc Sanitari Sant Joan de Déu, Sant Boi de Llobregat, Spain
- Faculty of Psychology, University of Barcelona, Barcelona, Spain
| | - Gemma Cardona-Ros
- Teaching, Research, and Innovation Unit, Parc Sanitari Sant Joan de Déu, Sant Boi de Llobregat, Spain
| | | | | | | | - Sílvia Edo
- Department of Basic, Developmental and Educational Psychology, Autonomous University of Barcelona, Barcelona, Spain
| | - Xavier Borràs
- Department of Basic, Developmental and Educational Psychology, Autonomous University of Barcelona, Barcelona, Spain
- Centre for Biomedical Research in Epidemiology and Public Health (CIBERESP), Madrid, Spain
| | - Antoni Sanz
- Department of Basic, Developmental and Educational Psychology, Autonomous University of Barcelona, Barcelona, Spain
| | - Albert Feliu-Soler
- Centre for Biomedical Research in Epidemiology and Public Health (CIBERESP), Madrid, Spain
- Department of Clinical and Health Psychology, Autonomous University of Barcelona, Barcelona, Spain
| | - Juan V. Luciano
- Teaching, Research, and Innovation Unit, Parc Sanitari Sant Joan de Déu, Sant Boi de Llobregat, Spain
- Centre for Biomedical Research in Epidemiology and Public Health (CIBERESP), Madrid, Spain
- Department of Clinical and Health Psychology, Autonomous University of Barcelona, Barcelona, Spain
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Lorenzo-Luaces L, Howard J. Efficacy of an Unguided, Digital Single-Session Intervention for Internalizing Symptoms in Web-Based Workers: Randomized Controlled Trial. J Med Internet Res 2023; 25:e45411. [PMID: 37418303 PMCID: PMC10362424 DOI: 10.2196/45411] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 03/31/2023] [Accepted: 05/10/2023] [Indexed: 07/08/2023] Open
Abstract
BACKGROUND The Common Elements Toolbox (COMET) is an unguided digital single-session intervention (SSI) based on principles of cognitive behavioral therapy and positive psychology. Although unguided digital SSIs have shown promise in the treatment of youth psychopathology, the data are more mixed regarding their efficacy in adults. OBJECTIVE This study aimed to investigate the efficacy of COMET-SSI versus a waiting list control in depression and other transdiagnostic mental health outcomes for Prolific participants with a history of psychopathology. METHODS We conducted an investigator-blinded, preregistered randomized controlled trial comparing COMET-SSI (n=409) with an 8-week waiting list control (n=419). Participants were recruited from the web-based workspace Prolific and assessed for depression, anxiety, work and social functioning, psychological well-being, and emotion regulation at baseline and at 2, 4, and 8 weeks after the intervention. The main outcomes were short-term (2 weeks) and long-term (8 weeks) changes in depression and anxiety. The secondary outcomes were the 8-week changes in work and social functioning, well-being, and emotion regulation. Analyses were conducted according to the intent-to-treat principle with imputation, without imputation, and using a per-protocol sample. In addition, we conducted sensitivity analyses to identify inattentive responders. RESULTS The sample comprised 61.9% (513/828) of women, with a mean age of 35.75 (SD 11.93) years. Most participants (732/828, 88.3%) met the criteria for screening for depression or anxiety using at least one validated screening scale. A review of the text data suggested that adherence to the COMET-SSI was near perfect, there were very few inattentive respondents, and satisfaction with the intervention was high. However, despite being powered to detect small effects, there were negligible differences between the conditions in the various outcomes at the various time points, even when focusing on subsets of individuals with more severe symptoms. CONCLUSIONS Our results do not support the use of the COMET-SSI in adult Prolific participants. Future work should explore alternate ways of intervening with paid web-based participants, including matching individuals to SSIs they may be most responsive to. TRIAL REGISTRATION ClinicalTrials.gov NCT05379881, https://clinicaltrials.gov/ct2/show/NCT05379881.
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Affiliation(s)
- Lorenzo Lorenzo-Luaces
- Department of Psychological and Brain Sciences, Indiana University-Bloomington, Bloomington, IN, United States
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Guided Internet-Based Cognitive Behavioral Therapy for Insomnia: Prognostic and Treatment-Predictive Factors. Diagnostics (Basel) 2023; 13:diagnostics13040781. [PMID: 36832269 PMCID: PMC9955838 DOI: 10.3390/diagnostics13040781] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 02/08/2023] [Accepted: 02/16/2023] [Indexed: 02/22/2023] Open
Abstract
Understanding which factors predict the outcome of internet-based cognitive behavioral therapy for insomnia (iCBT-I) may help to tailor this intervention to the patient's needs. We have conducted a secondary analysis of a randomized, controlled trial comparing a multicomponent iCBT-I (MCT) and an online sleep restriction therapy (SRT) for 83 chronic insomnia patients. The difference in the Insomnia Severity Index from pre- to post-treatment and from pre-treatment to follow-up at 6 months after treatment was the dependent variable. Prognostic and treatment-predictive factors assessed at baseline were analyzed with multiple linear regression. The shorter duration of insomnia, female gender, high health-related quality of life, and the higher total number of clicks had prognostic value for a better outcome. Other factors were found to be prognostic for outcome at the follow-up assessment: treatment with benzodiazepines, sleep quality, and personal significance of sleep problems. A high level of dysfunctional beliefs and attitudes about sleep (DBAS) was a moderator for better effects in the MCT at post-treatment assessment. Various prognostic factors (e.g., duration of insomnia, gender, or quality of life) may influence the success of treatment. The DBAS scale may be recommended to select patients for MCT rather than SRT.
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Leung T, Gulliver A, Sunderland M, Farrer L, Kay-Lambkin F, Trias A, Calear A. Factors Influencing Community Participation in Internet Interventions Compared With Research Trials: Observational Study in a Nationally Representative Adult Cohort. J Med Internet Res 2023; 25:e41663. [PMID: 36729613 PMCID: PMC9936370 DOI: 10.2196/41663] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2022] [Revised: 11/29/2022] [Accepted: 11/30/2022] [Indexed: 02/03/2023] Open
Abstract
BACKGROUND Digital mental health (DMH) programs can be effective in treating and preventing mental health problems. However, community engagement with these programs can be poor. Understanding the barriers and enablers of DMH program use may assist in identifying ways to increase the uptake of these programs, which have the potential to provide broad-scale prevention and treatment in the community. OBJECTIVE In this study, we aimed to identify and compare factors that may influence participation in DMH programs in practice and research trials, identify any respondent characteristics that are associated with these factors, and assess the relationship between intentions to use DMH programs and actual uptake. METHODS Australian adults aged ≥18 years were recruited from market research panels to participate in the study. The sample was representative of the Australian adult population based on age, gender, and location. Participants completed a cross-sectional web-based survey assessing demographic characteristics, mental health symptom measures, attitudes and use of DMH programs in practice and in research studies, and the factors influencing their use in both settings. RESULTS Across both research and practice, trust in the organization delivering the service or trial was the top-ranked factor influencing participation, followed by anonymity or privacy and adequate information. There was little variation in rankings across demographic groups, including intentions to use DMH programs or mental health status. Intentions to use DMH programs were a strong predictor of both current (odds ratio 2.50, 99% CI 1.41-4.43; P<.001) and past (odds ratio 2.98, 99% CI 1.71-5.19; P<.001) use behaviors. CONCLUSIONS Efforts to increase the uptake of DMH programs or participation in research trials should focus on clearly communicating the following to users: the legitimacy of the organization delivering the program, security and use of participant data, and effectiveness of DMH programs.
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Affiliation(s)
| | - Amelia Gulliver
- Centre for Mental Health Research, College of Health and Medicine, The Australian National University, Acton ACT, Australia
| | - Matthew Sunderland
- The Matilda Centre for Research in Mental Health and Substance Use, University of Sydney, Sydney, Australia
| | - Louise Farrer
- Centre for Mental Health Research, College of Health and Medicine, The Australian National University, Acton ACT, Australia
| | | | - Angelica Trias
- Centre for Mental Health Research, College of Health and Medicine, The Australian National University, Acton ACT, Australia
| | - Alison Calear
- Centre for Mental Health Research, College of Health and Medicine, The Australian National University, Acton ACT, Australia
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Lorenzo-Luaces L, Howard J, De Jesús-Romero R, Peipert A, Buss JF, Lind C, Botts K, Starvaggi I. Acceptability and Outcomes of Transdiagnostic Guided Self-help Bibliotherapy for Internalizing Disorder Symptoms in Adults: A Fully Remote Nationwide Open Trial. COGNITIVE THERAPY AND RESEARCH 2022; 47:195-208. [PMID: 36530566 PMCID: PMC9744377 DOI: 10.1007/s10608-022-10338-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/17/2022] [Indexed: 12/14/2022]
Abstract
Introduction Doing What Matters in Times of Stress (DWM) is a five-module transdiagnostic guided self-help (GSH) intervention developed by the World Health Organization, originally in a group-based format. In a sample of individuals recruited from across the United States, we conducted an open trial to study the feasibility and acceptability of an adaptation of DWM in which guidance was provided individually and remotely via phone and videoconferencing. Methods We assessed internalizing symptoms, psychological well-being, work and social functioning, usability of the intervention, and emotion regulation over the course of 6 weeks. Results A total of 263 individuals completed our screening. Of those, 75.29% (n = 198) qualified for the intervention. We reached most participants who qualified (71.21%, n = 141) via phone to schedule a GSH session. Most of those scheduled attended a study session (84.4%, n = 119), and most of those who attended a session completed more than half the treatment (84.03%, n = 100). Retention rates were comparable to meta-analytic estimates of dropout rates in GSH. Participants showed improvement on internalizing symptoms, psychological well-being, work and social functioning, usability of the intervention, and emotion regulation. Conclusion DWM is a freely available, seemingly efficacious transdiagnostic intervention for internalizing disorder symptoms. Supplementary Information The online version contains supplementary material available at 10.1007/s10608-022-10338-5.
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Affiliation(s)
| | | | | | | | - John F. Buss
- Indiana University-Bloomington, Bloomington, IN 47405 USA
| | - Colton Lind
- Indiana University-Bloomington, Bloomington, IN 47405 USA
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Coumoundouros C, Mårtensson E, Ferraris G, Zuidberg JM, von Essen L, Sanderman R, Woodford J. Implementation of e-Mental Health Interventions for Informal Caregivers of Adults With Chronic Diseases: Mixed Methods Systematic Review With a Qualitative Comparative Analysis and Thematic Synthesis. JMIR Ment Health 2022; 9:e41891. [PMID: 36314782 PMCID: PMC9752475 DOI: 10.2196/41891] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Accepted: 10/25/2022] [Indexed: 12/05/2022] Open
Abstract
BACKGROUND Informal caregivers commonly experience mental health difficulties related to their caregiving role. e-Mental health interventions provide mental health support in a format that may be more accessible to informal caregivers. However, e-mental health interventions are seldom implemented in real-world practice. OBJECTIVE This mixed methods systematic review aimed to examine factors associated with the effectiveness and implementation of e-mental health interventions for informal caregivers of adults with chronic diseases. To achieve this aim, two approaches were adopted: combinations of implementation and intervention characteristics sufficient for intervention effectiveness were explored using qualitative comparative analysis, and barriers to and facilitators of implementation of e-mental health interventions for informal caregivers were explored using thematic synthesis. METHODS We identified relevant studies published from January 1, 2007, to July 6, 2022, by systematically searching 6 electronic databases and various secondary search strategies. Included studies reported on the effectiveness or implementation of e-mental health interventions for informal caregivers of adults with cancer, chronic obstructive pulmonary disease, dementia, diabetes, heart disease, or stroke. Randomized controlled trials reporting on caregivers' mental health outcomes were included in a crisp-set qualitative comparative analysis. We assessed randomized controlled trials for bias using the Risk of Bias 2.0 tool, and we assessed how pragmatic or explanatory their trial design was using the Pragmatic Explanatory Continuum Indicator Summary 2 tool. Studies of any design reporting on implementation were included in a thematic synthesis using the Consolidated Framework for Implementation Research to identify barriers to and facilitators of implementation. RESULTS Overall, 53 reports, representing 29 interventions, were included in the review. Most interventions (27/29, 93%) focused on informal cancer or dementia caregivers. In total, 14 reports were included in the qualitative comparative analysis, exploring conditions including the presence of peer or professional support and key persuasive design features. Low consistency and coverage prevented the determination of condition sets sufficient for intervention effectiveness. Overall, 44 reports were included in the thematic synthesis, and 152 barriers and facilitators were identified, with the majority related to the intervention and individual characteristic domains of the Consolidated Framework for Implementation Research. Implementation barriers and facilitators in the inner setting (eg, organizational culture) and outer setting (eg, external policies and resources) domains were largely unexplored. CONCLUSIONS e-Mental health interventions for informal caregivers tend to be well-designed, with several barriers to and facilitators of implementation identified related to the intervention and individual user characteristics. Future work should focus on exploring the views of stakeholders involved in implementation to determine barriers to and facilitators of implementing e-mental health interventions for informal caregivers, focusing on inner and outer setting barriers and facilitators. TRIAL REGISTRATION PROSPERO (International Prospective Register of Systematic Reviews) CRD42020155727; https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42020155727. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.1136/bmjopen-2019-035406.
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Affiliation(s)
- Chelsea Coumoundouros
- Healthcare Sciences and e-Health, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Erika Mårtensson
- Healthcare Sciences and e-Health, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden.,Centre for Gender Research, Uppsala University, Uppsala, Sweden
| | - Giulia Ferraris
- Department of Health Psychology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | | | - Louise von Essen
- Healthcare Sciences and e-Health, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Robbert Sanderman
- Department of Health Psychology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands.,Department of Psychology, Health and Technology, University of Twente, Enschede, Netherlands
| | - Joanne Woodford
- Healthcare Sciences and e-Health, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
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11
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Buss JF, Rutter LA, Howard J, Lorenzo-Luaces L. The Road to Cognitive Skill Acquisition: Psychometric Evaluation of the Competencies of Cognitive Therapy Scale. Am J Psychother 2022; 75:75-81. [PMID: 34696598 PMCID: PMC10119972 DOI: 10.1176/appi.psychotherapy.20210002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
OBJECTIVE Cognitive therapy (CT) skills are an index of treatment progress. They predict changes in patients' acute depressive symptoms and symptom relapses. However, the psychometric properties of the various measures of CT skills are poorly understood. This study aimed to investigate the factor structure of the Competencies of Cognitive Therapy Scale-Self Report (CCTS-SR) and assess its concurrent validity. METHODS The psychometric properties of the CCTS-SR were explored by using data from a panel of online respondents (N=410). The fit of a one-factor solution was explored by using a confirmatory factor analysis. Exploratory bifactor analyses (EBFA) were then conducted to determine other possible factor structures. RESULTS The one-factor solution did not fit the data well. Results of the EBFA suggested that the factor structure of the CCTS-SR may be characterized by a single underlying dimension capturing the general use of CT skills as well as by more specific factors the authors labeled "behavioral activation" and "CT comprehension." The variance captured by the factor initially labeled as CT comprehension was correlated with measures of depression and emotional dysregulation, suggesting that these items do not capture CT comprehension and should be removed from the scale. CONCLUSIONS The CCTS-SR seems to be characterized by more than a single factor, and items that seemingly compose CT comprehension (i.e., items 13 and 14) may need to be removed. Although the CCTS-SR may be a valid index of therapy progress, more attention needs to be paid to its psychometric properties.
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Affiliation(s)
- John F Buss
- Department of Psychological and Brain Sciences, Indiana University, Bloomington
| | - Lauren A Rutter
- Department of Psychological and Brain Sciences, Indiana University, Bloomington
| | - Jacqueline Howard
- Department of Psychological and Brain Sciences, Indiana University, Bloomington
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12
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Guerra O, Agyapong VIO, Nkire N. A Qualitative Scoping Review of the Impacts of Economic Recessions on Mental Health: Implications for Practice and Policy. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:5937. [PMID: 35627474 PMCID: PMC9140450 DOI: 10.3390/ijerph19105937] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Revised: 04/12/2022] [Accepted: 05/10/2022] [Indexed: 11/17/2022]
Abstract
In a follow-up to our 2021 scoping review of the quantitative literature on the impacts of economic recessions on mental health, this scoping review summarizes qualitative research to develop a descriptive understanding of the key factors that transmute the socioeconomic stressors of a recession into poorer mental health. The previous study identified 22 qualitative studies from 2008 to 2020, which were updated with search results from six databases for articles published between 2020 and 2021. After inclusion and exclusion criteria were applied to the total 335 identified studies, 13 articles were included. These were peer-reviewed, qualitative studies in developed economies, published from 2008 to 2021, and available online in English. Participants perceived that financial hardship and unemployment during recessions increased stress and led to feelings of shame, loss of structure and identity, and a perceived lack of control, which increased interpersonal conflict, social isolation, maladaptive coping, depression, self-harm, and suicidal behavior. Participants struggled with accessing health and social services and suggested reforms to improve the navigation and efficiency of services and to reduce the perceived harms of austerity measures. Providers should screen for mental distress and familiarize themselves with health and social resources in their community to help patients navigate these complex systems. Policy makers should be aware of the potential protective nature of unemployment safeguards and consider other low-cost measures to bolster mental health supports and informal social networks. Research in this area was limited. Further research would be beneficial given the impacts of the ongoing COVID-19 recession.
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Affiliation(s)
- Olivia Guerra
- Department of Psychiatry, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB T6G 2B7, Canada;
| | - Vincent I. O. Agyapong
- Department of Psychiatry, Faculty of Medicine, Dalhousie University, Halifax, NS B3H 2E2, Canada;
| | - Nnamdi Nkire
- Department of Psychiatry, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB T6G 2B7, Canada;
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13
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Lorenzo-Luaces L, Buss JF, Fried EI. Heterogeneity in major depression and its melancholic and atypical specifiers: a secondary analysis of STAR*D. BMC Psychiatry 2021; 21:454. [PMID: 34530785 PMCID: PMC8447832 DOI: 10.1186/s12888-021-03444-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Accepted: 08/19/2021] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVES The melancholic and atypical specifiers for a major depressive episode (MDE) are supposed to reduce heterogeneity in symptom presentation by requiring additional, specific features. Fried et al. (2020) recently showed that the melancholic specifier may increase the potential heterogeneity in presenting symptoms. In a large sample of outpatients with depression, our objective was to explore whether the melancholic and atypical specifiers reduced observed heterogeneity in symptoms. METHODS We used baseline data from the Inventory of Depression Symptoms (IDS), which was available for 3,717 patients, from the Sequenced Alternatives to Relieve Depression (STAR*D) trial. A subsample met criteria for MDE on the IDS ("IDS-MDE"; N =2,496). For patients with IDS-MDE, we differentiated between those with melancholic, non-melancholic, non-melancholic, atypical, and non-atypical depression. We quantified the observed heterogeneity between groups by counting the number of unique symptom combinations pertaining to their given diagnostic group (e.g., counting the melancholic symptoms for melancholic and non-melancholic groups), as well as the profiles of DSM-MDE symptoms (i.e., ignoring the specifier symptoms). RESULTS When considering the specifier and depressive symptoms, there was more observed heterogeneity within the melancholic and atypical subgroups than in the IDS-MDE sample (i.e., ignoring the specifier subgroups). The differences in number of profiles between the melancholic and non-melancholic groups were not statistically significant, irrespective of whether focusing on the specifier symptoms or only the DSM-MDE symptoms. The differences between the atypical and non-atypical subgroups were smaller than what would be expected by chance. We found no evidence that the specifier groups reduce heterogeneity, as can be quantified by unique symptom profiles. Most symptom profiles, even in the specifier subgroups, had five or fewer individuals. CONCLUSION We found no evidence that the atypical and melancholic specifiers create more symptomatically homogeneous groups. Indeed, the melancholic and atypical specifiers introduce heterogeneity by adding symptoms to the DSM diagnosis of MDE.
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Affiliation(s)
- Lorenzo Lorenzo-Luaces
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, 47405 IN USA
| | - John F. Buss
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, 47405 IN USA
| | - Eiko I. Fried
- Department of Psychology, Leiden University, Leiden, 2333 AK Netherlands
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14
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Guerra O, Eboreime E. The Impact of Economic Recessions on Depression, Anxiety, and Trauma-Related Disorders and Illness Outcomes-A Scoping Review. Behav Sci (Basel) 2021; 11:119. [PMID: 34562956 PMCID: PMC8464685 DOI: 10.3390/bs11090119] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Revised: 08/20/2021] [Accepted: 08/25/2021] [Indexed: 11/30/2022] Open
Abstract
In the wake of a global economic recession secondary to the COVID-19 pandemic, this scoping review seeks to summarize the current quantitative research on the impact of economic recessions on depression, anxiety, traumatic disorders, self-harm, and suicide. Seven research databases (PsycINFO, MEDLINE, Embase, Web of Science: Core Collection, National Library of Medicine PubMed, PubMed Central, and Google Scholar) were searched for keywords returning 3412 preliminary results published since 2008 in Organisation for Economic Coordination and Development (OECD)nations. These were screened by both authors for inclusion/exclusion criteria resulting in 127 included articles. Articles included were quantitative studies in OECD countries assessing select mental disorders (depression, anxiety, and trauma-/stress-related disorders) and illness outcomes (self-harm and suicide) during periods of economic recession. Articles were limited to publication from 2008 to 2020, available online in English, and utilizing outcome measures specific to the disorders and outcomes specified above. A significant relationship was found between periods of economic recession and increased depressive symptoms, self-harming behaviour, and suicide during and following periods of recession. Results suggest that existing models for mental health support and strategies for suicide prevention may be less effective than they are in non-recession times. It may be prudent to focus public education and medical treatments on raising awareness and access to supports for populations at higher risk, including those vulnerable to the impacts of job or income loss due to low socioeconomic status preceding the recession or high levels of financial strain, those supporting others financially, approaching retirement, and those in countries with limited social safety nets. Policy makers should be aware of the potential protective nature of unemployment safeguards and labour program investment in mitigating these negative impacts. Limited or inconclusive data were found on the relationship with traumatic disorders and symptoms of anxiety. In addition, research has focused primarily on the working-age adult population with limited data available on children, adolescents, and older adults, leaving room for further research in these areas.
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Affiliation(s)
- Olivia Guerra
- Department of Psychiatry, University of Alberta, Edmonton, AB T6G 2R3, Canada;
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15
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McCall HC, Hadjistavropoulos HD, Sundström CRF. Exploring the Role of Persuasive Design in Unguided Internet-Delivered Cognitive Behavioral Therapy for Depression and Anxiety Among Adults: Systematic Review, Meta-analysis, and Meta-regression. J Med Internet Res 2021; 23:e26939. [PMID: 33913811 PMCID: PMC8120424 DOI: 10.2196/26939] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2021] [Revised: 02/14/2021] [Accepted: 04/11/2021] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Internet-delivered cognitive behavioral therapy (ICBT) is an effective treatment that can overcome barriers to mental health care. Various research groups have suggested that unguided ICBT (ie, ICBT without therapist support) and other eHealth interventions can be designed to enhance user engagement and thus outcomes. The persuasive systems design framework captures most design recommendations for eHealth interventions, but there is little empirical evidence that persuasive design is related to clinical outcomes in unguided ICBT. OBJECTIVE This study aims to provide an updated meta-analysis of randomized controlled trials of unguided ICBT for depression and anxiety, describe the frequency with which various persuasive design principles are used in such interventions, and use meta-regression to explore whether a greater number of persuasive design elements predicts efficacy in unguided ICBT for depression and anxiety. METHODS We conducted a systematic review of 5 databases to identify randomized controlled trials of unguided ICBT for depression and anxiety. We conducted separate random effects meta-analyses and separate meta-regressions for depression and anxiety interventions. Each meta-regression included 2 steps. The first step included, as a predictor, whether each intervention was transdiagnostic. For the meta-regression of ICBT for depression, the first step also included the type of control condition. The number of persuasive design principles identified for each intervention was added as a predictor in the second step to reveal the additional variance in effect sizes explained by persuasive design. RESULTS Of the 4471 articles we identified in our search, 46 (1.03%) were eligible for inclusion in our analyses. Our meta-analyses showed effect sizes (Hedges g) ranging from 0.22 to 0.31 for depression interventions, depending on the measures taken to account for bias in the results. We found a mean effect size of 0.45 (95% CI 0.33-0.56) for anxiety interventions, with no evidence that the results were inflated by bias. Included interventions were identified as using between 1 and 13 persuasive design principles, with an average of 4.95 (SD 2.85). The meta-regressions showed that a greater number of persuasive design principles predicted greater efficacy in ICBT for depression (R2 change=0.27; B=0.04; P=.02) but not anxiety (R2 change=0.05; B=0.03; P=.17). CONCLUSIONS These findings show wide variability in the use of persuasive design in unguided ICBT for depression and anxiety and provide preliminary support for the proposition that more persuasively designed interventions are more efficacious, at least in the treatment of depression. Further research is needed to clarify the role of persuasive design in ICBT.
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Affiliation(s)
- Hugh C McCall
- Department of Psychology, University of Regina, Regina, SK, Canada
- PSPNET, University of Regina, Regina, SK, Canada
| | - Heather D Hadjistavropoulos
- Department of Psychology, University of Regina, Regina, SK, Canada
- PSPNET, University of Regina, Regina, SK, Canada
| | - Christopher Richard Francis Sundström
- Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden
- Department of Psychology, Stockholm University, Stockholm, Sweden
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16
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Malhi GS, Bell E, Bassett D, Boyce P, Bryant R, Hazell P, Hopwood M, Lyndon B, Mulder R, Porter R, Singh AB, Murray G. The 2020 Royal Australian and New Zealand College of Psychiatrists clinical practice guidelines for mood disorders. Aust N Z J Psychiatry 2021; 55:7-117. [PMID: 33353391 DOI: 10.1177/0004867420979353] [Citation(s) in RCA: 287] [Impact Index Per Article: 71.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
OBJECTIVES To provide advice and guidance regarding the management of mood disorders, derived from scientific evidence and supplemented by expert clinical consensus to formulate s that maximise clinical utility. METHODS Articles and information sourced from search engines including PubMed, EMBASE, MEDLINE, PsycINFO and Google Scholar were supplemented by literature known to the mood disorders committee (e.g. books, book chapters and government reports) and from published depression and bipolar disorder guidelines. Relevant information was appraised and discussed in detail by members of the mood disorders committee, with a view to formulating and developing consensus-based recommendations and clinical guidance. The guidelines were subjected to rigorous consultation and external review involving: expert and clinical advisors, key stakeholders, professional bodies and specialist groups with interest in mood disorders. RESULTS The Royal Australian and New Zealand College of Psychiatrists mood disorders clinical practice guidelines 2020 (MDcpg2020) provide up-to-date guidance regarding the management of mood disorders that is informed by evidence and clinical experience. The guideline is intended for clinical use by psychiatrists, psychologists, primary care physicians and others with an interest in mental health care. CONCLUSION The MDcpg2020 builds on the previous 2015 guidelines and maintains its joint focus on both depressive and bipolar disorders. It provides up-to-date recommendations and guidance within an evidence-based framework, supplemented by expert clinical consensus. MOOD DISORDERS COMMITTEE Gin S Malhi (Chair), Erica Bell, Darryl Bassett, Philip Boyce, Richard Bryant, Philip Hazell, Malcolm Hopwood, Bill Lyndon, Roger Mulder, Richard Porter, Ajeet B Singh and Greg Murray.
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Affiliation(s)
- Gin S Malhi
- The University of Sydney, Faculty of Medicine and Health, Northern Clinical School, Department of Psychiatry, Sydney, NSW, Australia.,Academic Department of Psychiatry, Royal North Shore Hospital, Northern Sydney Local Health District, St Leonards, NSW, Australia.,CADE Clinic, Royal North Shore Hospital, Northern Sydney Local Health District, St Leonards, NSW, Australia
| | - Erica Bell
- The University of Sydney, Faculty of Medicine and Health, Northern Clinical School, Department of Psychiatry, Sydney, NSW, Australia.,Academic Department of Psychiatry, Royal North Shore Hospital, Northern Sydney Local Health District, St Leonards, NSW, Australia.,CADE Clinic, Royal North Shore Hospital, Northern Sydney Local Health District, St Leonards, NSW, Australia
| | | | - Philip Boyce
- Department of Psychiatry, Westmead Hospital and the Westmead Clinical School, Wentworthville, NSW, Australia.,Discipline of Psychiatry, Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
| | - Richard Bryant
- School of Psychology, University of New South Wales, Sydney, NSW, Australia
| | - Philip Hazell
- Discipline of Psychiatry, Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
| | - Malcolm Hopwood
- Department of Psychiatry, University of Melbourne and Professorial Psychiatry Unit, Albert Road Clinic, Melbourne, VIC, Australia
| | - Bill Lyndon
- The University of Sydney, Faculty of Medicine and Health, Northern Clinical School, Department of Psychiatry, Sydney, NSW, Australia
| | - Roger Mulder
- Department of Psychological Medicine, University of Otago, Christchurch, New Zealand
| | - Richard Porter
- Department of Psychological Medicine, University of Otago, Christchurch, New Zealand
| | - Ajeet B Singh
- The Geelong Clinic Healthscope, IMPACT - Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Deakin University, Geelong, VIC, Australia
| | - Greg Murray
- Centre for Mental Health, Swinburne University of Technology, Hawthorn, VIC, Australia
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17
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Personalized Medicine and Cognitive Behavioral Therapies for Depression: Small Effects, Big Problems, and Bigger Data. Int J Cogn Ther 2020. [DOI: 10.1007/s41811-020-00094-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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18
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Schure M, McCrory B, Tuchscherer Franklin K, Greist J, Weissman RS. Twelve-Month Follow-Up to a Fully Automated Internet-Based Cognitive Behavior Therapy Intervention for Rural Adults With Depression Symptoms: Single-Arm Longitudinal Study. J Med Internet Res 2020; 22:e21336. [PMID: 33006561 PMCID: PMC7568222 DOI: 10.2196/21336] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Revised: 08/14/2020] [Accepted: 09/02/2020] [Indexed: 12/28/2022] Open
Abstract
Background Internet-based cognitive behavior therapy (iCBT) interventions have the potential to help individuals with depression, regardless of time and location. Yet, limited information exists on the longer-term (>6 months) effects of iCBT and adherence to these interventions. Objective The primary aim of this study was to evaluate the longitudinal (12 months) effectiveness of a fully automated, self-guided iCBT intervention called Thrive, designed to enhance engagement with a rural population of adults with depression symptoms. The secondary aim was to determine whether the program adherence enhanced the effectiveness of the Thrive intervention. Methods We analyzed data from 181 adults who used the Thrive intervention. Using self-reports, participants were evaluated at baseline, 8 weeks, 6 months, and 12 months for the primary outcome of depression symptom severity using the Patient Health Questionnaire-9 (PHQ-9) scale and secondary outcome measures, namely, the Generalized Anxiety Disorder Scale-7 (GAD-7) scores, Work and Social Adjustment Scale (WSAS) scores, Conner-Davidson Resilience Scale-10 (CD-RISC-10) scores, and suicidal ideation (ninth item of the PHQ-9 scale) scores. The Thrive program adherence was measured using the numbers of program logins, page views, and lessons completed. Results The assessment response rates for 8-week, 6-month, and 12-month outcomes were 58.6% (106/181), 50.3% (91/181), and 51.4% (93/181), respectively. By 8 weeks, significant improvements were observed for all outcome measures. These improvements were maintained at 12 months with mean reductions in severities of depression (mean –6.5; P<.001) and anxiety symptoms (mean –4.3; P<.001). Improvements were also observed in work and social functioning (mean –6.9; P<.001) and resilience (mean 4.3; P<.001). Marked decreases were observed in suicidal ideation (PHQ-9 ninth item score >1) at 6 months (16.5%) and 12 months (17.2%) compared to baseline (39.8%) (P<.001). In regard to the program adherence, cumulative counts of page views and lessons completed were significantly related to lower PHQ-9, GAD-7, and WSAS scores and higher CD-RISC-10 scores (all P values <.001 with an exception of page views with WSAS for which P value was .02). Conclusions The Thrive intervention was effective at reducing depression and anxiety symptom severity and improving functioning and resilience among a population of adults from mostly rural communities in the United States. These gains were maintained at 1 year. Program adherence, measured by the number of logins and lessons completed, indicates that users who engage more with the program benefit more from the intervention. Trial Registration ClinicalTrials.gov NCT03244878; https://clinicaltrials.gov/ct2/show/NCT03244878
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Affiliation(s)
- Mark Schure
- Department of Health & Human Development, Montana State University, Bozeman, MT, United States
| | - Bernadette McCrory
- Department of Mechanical & Industrial Engineering, Montana State University, Bozeman, MT, United States
| | | | - John Greist
- Center for Mental Health Research and Recovery, Montana State University, Bozeman, MT, United States
| | - Ruth Striegel Weissman
- Center for Mental Health Research and Recovery, Montana State University, Bozeman, MT, United States
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Rombeek M, De Jesus S, Prapavessis H, Dempsey AA, Fraser D, Welisch E, Altamirano-Diaz L, Norozi K. Improving remote lifestyle intervention studies in children: Participant and caregiver feedback of the smart heart study. PATIENT EDUCATION AND COUNSELING 2020; 103:1326-1334. [PMID: 32089389 DOI: 10.1016/j.pec.2020.02.016] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/27/2019] [Revised: 02/11/2020] [Accepted: 02/12/2020] [Indexed: 06/10/2023]
Abstract
OBJECTIVES We sought to describe and analyze the quantitative and qualitative feedback obtained from participants and their caregivers of the Smart Heart study, a successful 12-month lifestyle intervention for children with overweight or obesity and congenital heart disease that provided remote lifestyle counseling, to improve future lifestyle interventions in children. METHODS Thirty-six participants and caregivers were polled using a standard program evaluation questionnaire at the end of the intervention. Feedback was compiled into themes, and facilitators and barriers to program success were identified. RESULTS There was a high level of satisfaction with the intervention and staff interactions as well as a low perceived burden of participation. There were also specific concerns, including mixed impressions regarding technology usage and a less impressive indication of actual impactful behavior change. CONCLUSIONS The study identified five themes, and corresponding facilitators and barriers to participant compliance, from the Smart Heart intervention feedback and offered suggestions for improving future lifestyle behavioral intervention study designs in children. PRACTICE IMPLICATIONS Remote smartphone counseling is effective and efficient. It is recommended that the counseling messages are specific, the counseling schedule is patient-centric, patient burden is limited, methods with immediate patient feedback are used and family is included when feasible.
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Affiliation(s)
- Meghan Rombeek
- Department of Paediatrics, Western University, London, Canada
| | - Stefanie De Jesus
- Department of Paediatrics, Western University, London, Canada; School of Kinesiology, Western University, London, Canada
| | | | - Adam A Dempsey
- Department of Paediatrics, Western University, London, Canada; Paediatric Cardiopulmonary Research Laboratory, London Health Science Centre, London, Canada
| | - Douglas Fraser
- Department of Paediatrics, Western University, London, Canada; Children's Health Research Institute, London, Canada; Translational Research Centre, London, Canada; Lawson Health Research Institute, London, Canada
| | - Eva Welisch
- Department of Paediatrics, Western University, London, Canada; Paediatric Cardiopulmonary Research Laboratory, London Health Science Centre, London, Canada; Children's Health Research Institute, London, Canada
| | - Luis Altamirano-Diaz
- Department of Paediatrics, Western University, London, Canada; Paediatric Cardiopulmonary Research Laboratory, London Health Science Centre, London, Canada; Children's Health Research Institute, London, Canada
| | - Kambiz Norozi
- Department of Paediatrics, Western University, London, Canada; Paediatric Cardiopulmonary Research Laboratory, London Health Science Centre, London, Canada; Children's Health Research Institute, London, Canada; Lawson Health Research Institute, London, Canada; Department of Paediatric Cardiology and Intensive Care Medicine, Medical School Hannover, Germany.
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Wakefield S, Kellett S, Simmonds‐Buckley M, Stockton D, Bradbury A, Delgadillo J. Improving Access to Psychological Therapies (IAPT) in the United Kingdom: A systematic review and meta‐analysis of 10‐years of practice‐based evidence. BRITISH JOURNAL OF CLINICAL PSYCHOLOGY 2020; 60:1-37. [DOI: 10.1111/bjc.12259] [Citation(s) in RCA: 44] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2019] [Revised: 05/14/2020] [Indexed: 01/12/2023]
Affiliation(s)
- Sarah Wakefield
- Clinical Psychology Unit Department of Psychology University of Sheffield UK
| | - Stephen Kellett
- University of Sheffield and Sheffield Health and Social Care NHS Foundation Trust UK
| | | | | | - Abigail Bradbury
- Clinical Psychology Unit Department of Psychology University of Sheffield UK
| | - Jaime Delgadillo
- Clinical Psychology Unit Department of Psychology University of Sheffield UK
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21
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Coumoundouros C, von Essen L, Sanderman R, Woodford J. Implementation of e-mental health interventions for informal caregivers of adults with chronic diseases: a protocol for a mixed-methods systematic review with a qualitative comparative analysis. BMJ Open 2020; 10:e035406. [PMID: 32565461 PMCID: PMC7307546 DOI: 10.1136/bmjopen-2019-035406] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
INTRODUCTION Informal caregivers provide the majority of care to individuals with chronic health conditions, benefiting the care recipient and reducing use of formal care services. However, providing informal care negatively impacts the mental health of many caregivers. E-mental health interventions have emerged as a way to provide accessible mental healthcare to caregivers. Much attention has been given to reviewing the effectiveness and efficacy of such interventions, however, factors related to implementation have received less consideration. Therefore, this mixed-methods systematic review will aim to examine factors associated with the effectiveness and implementation of e-mental health interventions for caregivers. METHODS AND ANALYSIS Eligible studies published since 1 January 2007 will be searched for in several electronic databases (CINAHL Plus with Full Text, the Cochrane Library, EMBASE, PsycINFO, PubMed and Web of Science), clinical trial registries and OpenGrey, with all screening steps conducted by two independent reviewers. Studies will be included if they focus on the implementation or effectiveness of e-mental health interventions designed for informal adult caregivers of adults with cancer, heart disease, stroke, diabetes, dementia or chronic obstructive pulmonary disease. Pragmatic randomised controlled trials quantitatively reporting on caregiver anxiety, depression, psychological distress or stress will be used for a qualitative comparative analysis to identify combinations of conditions that result in effective interventions. Qualitative and quantitative data on implementation of e-mental health interventions for caregivers will be integrated in a thematic synthesis to identify barriers and facilitators to implementation. These results will inform future development and implementation planning of e-mental health interventions for caregivers. ETHICS AND DISSEMINATION Ethical approval is not required for this study as no primary data will be collected. Results will be disseminated in the form of a scientific publication and presentations at academic conferences and plain language summaries for various stakeholders. PROSPERO REGISTRATION NUMBER CRD42020155727.
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Affiliation(s)
- Chelsea Coumoundouros
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Louise von Essen
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Robbert Sanderman
- Department of Health Psychology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
- Department of Psychology, Health and Technology, University of Twente, Enschede, The Netherlands
| | - Joanne Woodford
- Clinical Psychology in Healthcare, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
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22
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Lorenzo-Luaces L, Rodriguez-Quintana N, Bailey AJ. Double trouble: Do symptom severity and duration interact to predicting treatment outcomes in adolescent depression? Behav Res Ther 2020; 131:103637. [PMID: 32413595 PMCID: PMC7984583 DOI: 10.1016/j.brat.2020.103637] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2019] [Revised: 03/17/2020] [Accepted: 04/24/2020] [Indexed: 01/01/2023]
Abstract
Studies suggest that depression severity and duration interact to predict outcomes in depression treatment. To our knowledge, no study has explored this question in a sample with a placebo control, two therapies, and their combination nor with adolescents. We used data from the Treatment of Adolescent Depression Study (N=439), in which adolescent were randomized to placebo (PBO), cognitive-behavioral therapy (CBT), antidepressants medications (MEDs), or their combination (COMB). We explore the interaction between depression severity, chronicity, and treatments (vs. placebo) in predicting outcomes. There was interaction between severity and chronicity when comparing COMB and CBT with PBO, but not MEDs. In non-chronic depression, the effects of CBT were inversely related to severity to the point that CBT appeared iatrogenic with more severe depression. In chronic depression, the effects of CBT did not vary by severity, but the relative effects of COMB grew, being smallest in milder, more dysthymic-like depression, and largest in chronic-severe depression. These findings support calls to classify depression by severity and chronicity as well efforts to risk stratify patients to different intensity of care according to these variables.
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Affiliation(s)
- Lorenzo Lorenzo-Luaces
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, IN, USA.
| | | | - Allen J Bailey
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, IN, USA
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23
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Schure MB, Lindow JC, Greist JH, Nakonezny PA, Bailey SJ, Bryan WL, Byerly MJ. Use of a Fully Automated Internet-Based Cognitive Behavior Therapy Intervention in a Community Population of Adults With Depression Symptoms: Randomized Controlled Trial. J Med Internet Res 2019; 21:e14754. [PMID: 31738173 PMCID: PMC6887812 DOI: 10.2196/14754] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2019] [Revised: 09/23/2019] [Accepted: 10/22/2019] [Indexed: 02/07/2023] Open
Abstract
Background Although internet-based cognitive behavior therapy (iCBT) interventions can reduce depression symptoms, large differences in their effectiveness exist. Objective The aim of this study was to evaluate the effectiveness of an iCBT intervention called Thrive, which was designed to enhance engagement when delivered as a fully automated, stand-alone intervention to a rural community population of adults with depression symptoms. Methods Using no diagnostic or treatment exclusions, 343 adults with depression symptoms were recruited from communities using an open-access website and randomized 1:1 to the Thrive intervention group or the control group. Using self-reports, participants were evaluated at baseline and 4 and 8 weeks for the primary outcome of depression symptom severity and secondary outcome measures of anxiety symptoms, work and social adjustment, psychological resilience, and suicidal ideation. Results Over the 8-week follow-up period, the intervention group (n=181) had significantly lower depression symptom severity than the control group (n=162; P<.001), with a moderate treatment effect size (d=0.63). Moderate to near-moderate effect sizes favoring the intervention group were observed for anxiety symptoms (P<.001; d=0.47), work/social functioning (P<.001; d=0.39), and resilience (P<.001; d=0.55). Although not significant, the intervention group was 45% less likely than the control group to experience increased suicidal ideation (odds ratio 0.55). Conclusions These findings suggest that the Thrive intervention was effective in reducing depression and anxiety symptom severity and improving functioning and resilience among a mostly rural community population of US adults. The effect sizes associated with Thrive were generally larger than those of other iCBT interventions delivered as a fully automated, stand-alone intervention. Trial Registration ClinicalTrials.gov NCT03244878; https://clinicaltrials.gov/ct2/show/NCT03244878
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Affiliation(s)
- Mark B Schure
- Department of Health & Human Development, Montana State University, Bozeman, MT, United States.,Center for Mental Health Research and Recovery, Montana State University, Bozeman, MT, United States
| | - Janet C Lindow
- Center for Mental Health Research and Recovery, Montana State University, Bozeman, MT, United States.,Department of Psychiatry, College of Medicine, University of Arizona, Tucson, AZ, United States.,Biomedical Research and Education Foundation of Southern Arizona, Tucson, AZ, United States.,Southern Arizona VA Health Care System, Tucson, AZ, United States
| | - John H Greist
- Center for Mental Health Research and Recovery, Montana State University, Bozeman, MT, United States.,Department of Psychiatry, College of Medicine, University of Arizona, Tucson, AZ, United States.,School of Medicine and Public Health, University of Wisconsin, Madison, WI, United States.,Healthcare Technology Systems, Madison, WI, United States.,Department of Cell Biology and Neuroscience, Montana State University, Bozeman, MT, United States
| | - Paul A Nakonezny
- Department of Population and Data Science, University of Texas Southwestern Medical Center, Dallas, TX, United States.,Department of Psychiatry, University of Texas Southwestern Medical Center, Dallas, TX, United States
| | - Sandra J Bailey
- Department of Health & Human Development, Montana State University, Bozeman, MT, United States.,Center for Mental Health Research and Recovery, Montana State University, Bozeman, MT, United States.,Montana State University Extension, Bozeman, MT, United States
| | - William L Bryan
- Center for Mental Health Research and Recovery, Montana State University, Bozeman, MT, United States.,One Montana, Bozeman, MT, United States
| | - Matthew J Byerly
- Center for Mental Health Research and Recovery, Montana State University, Bozeman, MT, United States.,Department of Psychiatry, College of Medicine, University of Arizona, Tucson, AZ, United States.,Southern Arizona VA Health Care System, Tucson, AZ, United States.,Department of Cell Biology and Neuroscience, Montana State University, Bozeman, MT, United States
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24
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McCall HC, Hadjistavropoulos HD, Loutzenhiser L. Reconsidering the ethics of exclusion criteria in research on digital mental health interventions. ETHICS & BEHAVIOR 2019. [DOI: 10.1080/10508422.2019.1684295] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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25
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Fletcher S, Clarke J, Sanatkar S, Baldwin P, Gunn J, Zwar N, Campbell L, Wilhelm K, Harris M, Lapsley H, Hadzi-Pavlovic D, Proudfoot J. Recruiting to a Randomized Controlled Trial of a Web-Based Program for People With Type 2 Diabetes and Depression: Lessons Learned at the Intersection of e-Mental Health and Primary Care. J Med Internet Res 2019; 21:e12793. [PMID: 31127718 PMCID: PMC6555119 DOI: 10.2196/12793] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2018] [Revised: 03/18/2019] [Accepted: 03/24/2019] [Indexed: 12/25/2022] Open
Abstract
Background E-mental health (eMH) interventions are now widely available and they have the potential to revolutionize the way that health care is delivered. As most health care is currently delivered by primary care, there is enormous potential for eMH interventions to support, or in some cases substitute, services currently delivered face to face in the community setting. However, randomized trials of eMH interventions have tended to recruit participants using online recruitment methods. Consequently, it is difficult to know whether participants who are recruited online differ from those who attend primary care. Objective This paper aimed to document the experience of recruiting to an eMH trial through primary care and compare the characteristics of participants recruited through this and other recruitment methods. Methods Recruitment to the SpringboarD randomized controlled trial was initially focused on general practices in 2 states of Australia. Over 15 months, we employed a comprehensive approach to engaging practice staff and supporting them to recruit patients, including face-to-face site visits, regular contact via telephone and trial newsletters, and development of a Web-based patient registration portal. Nevertheless, it became apparent that these efforts would not yield the required sample size, and we therefore supplemented recruitment through national online advertising and promoted the study through existing networks. Baseline characteristics of participants recruited to the trial through general practice, online, or other sources were compared using the analysis of variance and chi square tests. Results Between November 2015 and October 2017, 780 people enrolled in SpringboarD, of whom 740 provided information on the recruitment source. Of these, only 24 were recruited through general practice, whereas 520 were recruited online and 196 through existing networks. Key barriers to general practice recruitment included perceived mismatch between trial design and diabetes population, prioritization of acute health issues, and disruptions posed by events at the practice and community level. Participants recruited through the 3 different approaches differed in age, gender, employment status, depressive symptoms, and diabetes distress, with online participants being distinguished from those recruited through general practice or other sources. However, most differences reached only a small effect size and are unlikely to be of clinical importance. Conclusions Time, labor, and cost-intensive efforts did not translate into successful recruitment through general practice in this instance, with barriers identified at several different levels. Online recruitment yielded more participants, who were broadly similar to those recruited via general practice.
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Affiliation(s)
- Susan Fletcher
- Department of General Practice, University of Melbourne, Carlton, Australia
| | - Janine Clarke
- Black Dog Institute, Sydney, Australia.,School of Psychiatry, University of New South Wales Sydney, Sydney, Australia
| | - Samineh Sanatkar
- Black Dog Institute, Sydney, Australia.,School of Psychiatry, University of New South Wales Sydney, Sydney, Australia
| | - Peter Baldwin
- Black Dog Institute, Sydney, Australia.,School of Psychiatry, University of New South Wales Sydney, Sydney, Australia
| | - Jane Gunn
- Department of General Practice, University of Melbourne, Carlton, Australia
| | - Nick Zwar
- School of Medicine, University of Woollongong, Woollongong, Australia
| | - Lesley Campbell
- Diabetes and Metabolism Division, Garvan Institute of Medical Research, Sydney, Australia
| | - Kay Wilhelm
- School of Psychiatry, University of New South Wales Sydney, Sydney, Australia
| | - Mark Harris
- Centre for Primary Health Care and Equity, University of New South Wales Sydney, Sydney, Australia
| | - Helen Lapsley
- School of Psychiatry, University of New South Wales Sydney, Sydney, Australia
| | | | - Judy Proudfoot
- Black Dog Institute, Sydney, Australia.,School of Psychiatry, University of New South Wales Sydney, Sydney, Australia
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