Skip to main content
Top
Published in: Trials 1/2022

Open Access 01-12-2022 | Antidepressant Drugs | Study protocol

The Appalachia Mind Health Initiative (AMHI): a pragmatic randomized clinical trial of adjunctive internet-based cognitive behavior therapy for treating major depressive disorder among primary care patients

Authors: Robert M. Bossarte, Ronald C. Kessler, Andrew A. Nierenberg, Ambarish Chattopadhyay, Pim Cuijpers, Angel Enrique, Phyllis M. Foxworth, Sarah M. Gildea, Bea Herbeck Belnap, Marc W. Haut, Kari B. Law, William D. Lewis, Howard Liu, Alexander R. Luedtke, Wilfred R. Pigeon, Larry A. Rhodes, Derek Richards, Bruce L. Rollman, Nancy A. Sampson, Cara M. Stokes, John Torous, Tyler D. Webb, Jose R. Zubizarreta

Published in: Trials | Issue 1/2022

Login to get access

Abstract

Background

Major depressive disorder (MDD) is a leading cause of disease morbidity. Combined treatment with antidepressant medication (ADM) plus psychotherapy yields a much higher MDD remission rate than ADM only. But 77% of US MDD patients are nonetheless treated with ADM only despite strong patient preferences for psychotherapy. This mismatch is due at least in part to a combination of cost considerations and limited availability of psychotherapists, although stigma and reluctance of PCPs to refer patients for psychotherapy are also involved. Internet-based cognitive behaviorial therapy (i-CBT) addresses all of these problems.

Methods

Enrolled patients (n = 3360) will be those who are beginning ADM-only treatment of MDD in primary care facilities throughout West Virginia, one of the poorest and most rural states in the country. Participating treatment providers and study staff at West Virginia University School of Medicine (WVU) will recruit patients and, after obtaining informed consent, administer a baseline self-report questionnaire (SRQ) and then randomize patients to 1 of 3 treatment arms with equal allocation: ADM only, ADM + self-guided i-CBT, and ADM + guided i-CBT. Follow-up SRQs will be administered 2, 4, 8, 13, 16, 26, 39, and 52 weeks after randomization. The trial has two primary objectives: to evaluate aggregate comparative treatment effects across the 3 arms and to estimate heterogeneity of treatment effects (HTE). The primary outcome will be episode remission based on a modified version of the patient-centered Remission from Depression Questionnaire (RDQ). The sample was powered to detect predictors of HTE that would increase the proportional remission rate by 20% by optimally assigning individuals as opposed to randomly assigning them into three treatment groups of equal size.
Aggregate comparative treatment effects will be estimated using intent-to-treat analysis methods. Cumulative inverse probability weights will be used to deal with loss to follow-up. A wide range of self-report predictors of MDD heterogeneity of treatment effects based on previous studies will be included in the baseline SRQ. A state-of-the-art ensemble machine learning method will be used to estimate HTE.

Discussion

The study is innovative in using a rich baseline assessment and in having a sample large enough to carry out a well-powered analysis of heterogeneity of treatment effects. We anticipate finding that self-guided and guided i-CBT will both improve outcomes compared to ADM only. We also anticipate finding that the comparative advantages of adding i-CBT to ADM will vary significantly across patients. We hope to develop a stable individualized treatment rule that will allow patients and treatment providers to improve aggregate treatment outcomes by deciding collaboratively when ADM treatment should be augmented with i-CBT.

Trial registration

ClinicalTrials.gov NCT04120285. Registered on October 19, 2019.
Literature
1.
go back to reference Cuijpers P, Reynolds CF 3rd, Donker T, Li J, Andersson G, Beekman A. Personalized treatment of adult depression: medication, psychotherapy, or both? A systematic review. Depress Anxiety. 2012;29(10):855–64.PubMedCrossRef Cuijpers P, Reynolds CF 3rd, Donker T, Li J, Andersson G, Beekman A. Personalized treatment of adult depression: medication, psychotherapy, or both? A systematic review. Depress Anxiety. 2012;29(10):855–64.PubMedCrossRef
3.
go back to reference Ferrari AJ, Charlson FJ, Norman RE, Patten SB, Freedman G, Murray CJ, et al. Burden of depressive disorders by country, sex, age, and year: findings from the global burden of disease study 2010. PLoS Med. 2013;10(11):e1001547.PubMedPubMedCentralCrossRef Ferrari AJ, Charlson FJ, Norman RE, Patten SB, Freedman G, Murray CJ, et al. Burden of depressive disorders by country, sex, age, and year: findings from the global burden of disease study 2010. PLoS Med. 2013;10(11):e1001547.PubMedPubMedCentralCrossRef
4.
go back to reference Ferrari AJ, Norman RE, Freedman G, Baxter AJ, Pirkis JE, Harris MG, et al. The burden attributable to mental and substance use disorders as risk factors for suicide: findings from the Global Burden of Disease Study 2010. PLoS One. 2014;9(4):e91936.PubMedPubMedCentralCrossRef Ferrari AJ, Norman RE, Freedman G, Baxter AJ, Pirkis JE, Harris MG, et al. The burden attributable to mental and substance use disorders as risk factors for suicide: findings from the Global Burden of Disease Study 2010. PLoS One. 2014;9(4):e91936.PubMedPubMedCentralCrossRef
5.
go back to reference Greenberg PE, Fournier AA, Sisitsky T, Pike CT, Kessler RC. The economic burden of adults with major depressive disorder in the United States (2005 and 2010). J Clin Psychiatry. 2015;76(2):155–62.PubMedCrossRef Greenberg PE, Fournier AA, Sisitsky T, Pike CT, Kessler RC. The economic burden of adults with major depressive disorder in the United States (2005 and 2010). J Clin Psychiatry. 2015;76(2):155–62.PubMedCrossRef
6.
go back to reference Patten SB, Williams JV, Lavorato DH, Modgill G, Jetté N, Eliasziw M. Major depression as a risk factor for chronic disease incidence: longitudinal analyses in a general population cohort. Gen Hosp Psychiatry. 2008;30(5):407–13.PubMedCrossRef Patten SB, Williams JV, Lavorato DH, Modgill G, Jetté N, Eliasziw M. Major depression as a risk factor for chronic disease incidence: longitudinal analyses in a general population cohort. Gen Hosp Psychiatry. 2008;30(5):407–13.PubMedCrossRef
7.
go back to reference Deschênes SS, Burns RJ, Schmitz N. Associations between depression, chronic physical health conditions, and disability in a community sample: a focus on the persistence of depression. J Affect Disord. 2015;179:6–13.PubMedCrossRef Deschênes SS, Burns RJ, Schmitz N. Associations between depression, chronic physical health conditions, and disability in a community sample: a focus on the persistence of depression. J Affect Disord. 2015;179:6–13.PubMedCrossRef
8.
go back to reference Ishak WW, Balayan K, Bresee C, Greenberg JM, Fakhry H, Christensen S, et al. A descriptive analysis of quality of life using patient-reported measures in major depressive disorder in a naturalistic outpatient setting. Qual Life Res. 2013;22(3):585–96.PubMedCrossRef Ishak WW, Balayan K, Bresee C, Greenberg JM, Fakhry H, Christensen S, et al. A descriptive analysis of quality of life using patient-reported measures in major depressive disorder in a naturalistic outpatient setting. Qual Life Res. 2013;22(3):585–96.PubMedCrossRef
9.
go back to reference Druss BG, Hwang I, Petukhova M, Sampson NA, Wang PS, Kessler RC. Impairment in role functioning in mental and chronic medical disorders in the United States: results from the National Comorbidity Survey Replication. Mol Psychiatry. 2009;14(7):728–37.PubMedCrossRef Druss BG, Hwang I, Petukhova M, Sampson NA, Wang PS, Kessler RC. Impairment in role functioning in mental and chronic medical disorders in the United States: results from the National Comorbidity Survey Replication. Mol Psychiatry. 2009;14(7):728–37.PubMedCrossRef
10.
go back to reference Viana MC, Gruber MJ, Shahly V, Alhamzawi A, Alonso J, Andrade LH, et al. Family burden related to mental and physical disorders in the world: results from the WHO World Mental Health (WMH) surveys. Braz J Psychiatry (Sao Paulo, Brazil: 1999). 2013;35(2):115–25.CrossRef Viana MC, Gruber MJ, Shahly V, Alhamzawi A, Alonso J, Andrade LH, et al. Family burden related to mental and physical disorders in the world: results from the WHO World Mental Health (WMH) surveys. Braz J Psychiatry (Sao Paulo, Brazil: 1999). 2013;35(2):115–25.CrossRef
11.
go back to reference Weissman MM, Wickramaratne P, Pilowsky DJ, Poh E, Hernandez M, Batten LA, et al. The effects on children of depressed mothers’ remission and relapse over 9 months. Psychol Med. 2014;44(13):2811–24.PubMedPubMedCentralCrossRef Weissman MM, Wickramaratne P, Pilowsky DJ, Poh E, Hernandez M, Batten LA, et al. The effects on children of depressed mothers’ remission and relapse over 9 months. Psychol Med. 2014;44(13):2811–24.PubMedPubMedCentralCrossRef
12.
go back to reference Olfson M, Blanco C, Marcus SC. Treatment of adult depression in the United States. JAMA Intern Med. 2016;176(10):1482–91.PubMedCrossRef Olfson M, Blanco C, Marcus SC. Treatment of adult depression in the United States. JAMA Intern Med. 2016;176(10):1482–91.PubMedCrossRef
13.
go back to reference American Psychiatric Association. Practice guideline for the treatment of patients with major depressive disorder (revision). Am J Psychiatry. 2000;157(4 Suppl):1–45. American Psychiatric Association. Practice guideline for the treatment of patients with major depressive disorder (revision). Am J Psychiatry. 2000;157(4 Suppl):1–45.
14.
go back to reference Andersson G, Cuijpers P, Carlbring P, Riper H, Hedman E. Guided Internet-based vs. face-to-face cognitive behavior therapy for psychiatric and somatic disorders: a systematic review and meta-analysis. World Psychiatry. 2014;13(3):288–95.PubMedPubMedCentralCrossRef Andersson G, Cuijpers P, Carlbring P, Riper H, Hedman E. Guided Internet-based vs. face-to-face cognitive behavior therapy for psychiatric and somatic disorders: a systematic review and meta-analysis. World Psychiatry. 2014;13(3):288–95.PubMedPubMedCentralCrossRef
15.
go back to reference Cuijpers P, Noma H, Karyotaki E, Vinkers CH, Cipriani A, Furukawa TA. A network meta-analysis of the effects of psychotherapies, pharmacotherapies and their combination in the treatment of adult depression. World Psychiatry. 2020;19(1):92–107.PubMedPubMedCentralCrossRef Cuijpers P, Noma H, Karyotaki E, Vinkers CH, Cipriani A, Furukawa TA. A network meta-analysis of the effects of psychotherapies, pharmacotherapies and their combination in the treatment of adult depression. World Psychiatry. 2020;19(1):92–107.PubMedPubMedCentralCrossRef
16.
go back to reference Weitz ES, Hollon SD, Twisk J, van Straten A, Huibers MJ, David D, et al. Baseline depression severity as moderator of depression outcomes between cognitive behavioral therapy vs pharmacotherapy: an individual patient data meta-analysis. JAMA Psychiatry. 2015;72(11):1102–9.PubMedCrossRef Weitz ES, Hollon SD, Twisk J, van Straten A, Huibers MJ, David D, et al. Baseline depression severity as moderator of depression outcomes between cognitive behavioral therapy vs pharmacotherapy: an individual patient data meta-analysis. JAMA Psychiatry. 2015;72(11):1102–9.PubMedCrossRef
17.
18.
go back to reference DeRubeis RJ, Cohen ZD, Forand NR, Fournier JC, Gelfand LA, Lorenzo-Luaces L. The Personalized Advantage Index: translating research on prediction into individualized treatment recommendations. A demonstration. PLoS One. 2014;9(1):e83875.PubMedPubMedCentralCrossRef DeRubeis RJ, Cohen ZD, Forand NR, Fournier JC, Gelfand LA, Lorenzo-Luaces L. The Personalized Advantage Index: translating research on prediction into individualized treatment recommendations. A demonstration. PLoS One. 2014;9(1):e83875.PubMedPubMedCentralCrossRef
19.
go back to reference Karyotaki E, Smit Y, Holdt Henningsen K, Huibers MJ, Robays J, de Beurs D, et al. Combining pharmacotherapy and psychotherapy or monotherapy for major depression? A meta-analysis on the long-term effects. J Affect Disord. 2016;194:144–52.PubMedCrossRef Karyotaki E, Smit Y, Holdt Henningsen K, Huibers MJ, Robays J, de Beurs D, et al. Combining pharmacotherapy and psychotherapy or monotherapy for major depression? A meta-analysis on the long-term effects. J Affect Disord. 2016;194:144–52.PubMedCrossRef
20.
go back to reference Craighead WE, Dunlop BW. Combination psychotherapy and antidepressant medication treatment for depression: for whom, when, and how. Annu Rev Psychol. 2014;65:267–300.PubMedCrossRef Craighead WE, Dunlop BW. Combination psychotherapy and antidepressant medication treatment for depression: for whom, when, and how. Annu Rev Psychol. 2014;65:267–300.PubMedCrossRef
21.
go back to reference Carlbring P, Andersson G, Cuijpers P, Riper H, Hedman-Lagerlöf E. Internet-based vs. face-to-face cognitive behavior therapy for psychiatric and somatic disorders: an updated systematic review and meta-analysis. Cogn Behav Ther. 2018;47(1):1–18.PubMedCrossRef Carlbring P, Andersson G, Cuijpers P, Riper H, Hedman-Lagerlöf E. Internet-based vs. face-to-face cognitive behavior therapy for psychiatric and somatic disorders: an updated systematic review and meta-analysis. Cogn Behav Ther. 2018;47(1):1–18.PubMedCrossRef
22.
go back to reference Cuijpers P, Donker T, van Straten A, Li J, Andersson G. Is guided self-help as effective as face-to-face psychotherapy for depression and anxiety disorders? A systematic review and meta-analysis of comparative outcome studies. Psychol Med. 2010;40(12):1943–57.PubMedCrossRef Cuijpers P, Donker T, van Straten A, Li J, Andersson G. Is guided self-help as effective as face-to-face psychotherapy for depression and anxiety disorders? A systematic review and meta-analysis of comparative outcome studies. Psychol Med. 2010;40(12):1943–57.PubMedCrossRef
23.
go back to reference Van den Broeck K, Remmen R, Vanmeerbeek M, Destoop M, Dom G. Collaborative care regarding major depressed patients: a review of guidelines and current practices. J Affect Disord. 2016;200:189–203.PubMedCrossRef Van den Broeck K, Remmen R, Vanmeerbeek M, Destoop M, Dom G. Collaborative care regarding major depressed patients: a review of guidelines and current practices. J Affect Disord. 2016;200:189–203.PubMedCrossRef
24.
go back to reference Rollman BL, Herbeck Belnap B, Abebe KZ, Spring MB, Rotondi AJ, Rothenberger SD, et al. Effectiveness of online collaborative care for treating mood and anxiety disorders in primary care: a randomized clinical trial. JAMA Psychiatry. 2018;75(1):56–64.PubMedCrossRef Rollman BL, Herbeck Belnap B, Abebe KZ, Spring MB, Rotondi AJ, Rothenberger SD, et al. Effectiveness of online collaborative care for treating mood and anxiety disorders in primary care: a randomized clinical trial. JAMA Psychiatry. 2018;75(1):56–64.PubMedCrossRef
25.
go back to reference Andersson G, Cuijpers P. Internet-based and other computerized psychological treatments for adult depression: a meta-analysis. Cogn Behav Ther. 2009;38(4):196–205.PubMedCrossRef Andersson G, Cuijpers P. Internet-based and other computerized psychological treatments for adult depression: a meta-analysis. Cogn Behav Ther. 2009;38(4):196–205.PubMedCrossRef
26.
go back to reference Richards D, Richardson T. Computer-based psychological treatments for depression: a systematic review and meta-analysis. Clin Psychol Rev. 2012;32(4):329–42.PubMedCrossRef Richards D, Richardson T. Computer-based psychological treatments for depression: a systematic review and meta-analysis. Clin Psychol Rev. 2012;32(4):329–42.PubMedCrossRef
27.
go back to reference Wells MJ, Owen JJ, McCray LW, Bishop LB, Eells TD, Brown GK, et al. Computer-assisted cognitive-behavior therapy for depression in primary care: systematic review and meta-analysis. Prim Care Companion CNS Disord. 2018;20(2):24454.CrossRef Wells MJ, Owen JJ, McCray LW, Bishop LB, Eells TD, Brown GK, et al. Computer-assisted cognitive-behavior therapy for depression in primary care: systematic review and meta-analysis. Prim Care Companion CNS Disord. 2018;20(2):24454.CrossRef
28.
go back to reference Wright JH, Owen JJ, Richards D, Eells TD, Richardson T, Brown GK, et al. Computer-assisted cognitive-behavior therapy for depression: a systematic review and meta-analysis. J Clin Psychiatry. 2019;80(2):3573.CrossRef Wright JH, Owen JJ, Richards D, Eells TD, Richardson T, Brown GK, et al. Computer-assisted cognitive-behavior therapy for depression: a systematic review and meta-analysis. J Clin Psychiatry. 2019;80(2):3573.CrossRef
29.
go back to reference Cuijpers P, Noma H, Karyotaki E, Cipriani A, Furukawa T. Individual, group, telephone, self-help and internet-based cognitive behavior therapy for adult depression: a network meta-analysis of delivery methods. JAMA Psychiatry. 2019;76:700–7.PubMedPubMedCentralCrossRef Cuijpers P, Noma H, Karyotaki E, Cipriani A, Furukawa T. Individual, group, telephone, self-help and internet-based cognitive behavior therapy for adult depression: a network meta-analysis of delivery methods. JAMA Psychiatry. 2019;76:700–7.PubMedPubMedCentralCrossRef
30.
go back to reference Karyotaki E, Riper H, Twisk J, Hoogendoorn A, Kleiboer A, Mira A, et al. Efficacy of self-guided internet-based cognitive behavioral therapy in the treatment of depressive symptoms: a meta-analysis of individual participant data. JAMA Psychiatry. 2017;74(4):351–9.PubMedCrossRef Karyotaki E, Riper H, Twisk J, Hoogendoorn A, Kleiboer A, Mira A, et al. Efficacy of self-guided internet-based cognitive behavioral therapy in the treatment of depressive symptoms: a meta-analysis of individual participant data. JAMA Psychiatry. 2017;74(4):351–9.PubMedCrossRef
31.
go back to reference Cuijpers P, Sijbrandij M, Koole SL, Andersson G, Beekman AT, Reynolds CF 3rd. Adding psychotherapy to antidepressant medication in depression and anxiety disorders: a meta-analysis. World Psychiatry. 2014;13(1):56–67.PubMedPubMedCentralCrossRef Cuijpers P, Sijbrandij M, Koole SL, Andersson G, Beekman AT, Reynolds CF 3rd. Adding psychotherapy to antidepressant medication in depression and anxiety disorders: a meta-analysis. World Psychiatry. 2014;13(1):56–67.PubMedPubMedCentralCrossRef
33.
go back to reference Kessler RC, van Loo HM, Wardenaar KJ, Bossarte RM, Brenner LA, Ebert DD, et al. Using patient self-reports to study heterogeneity of treatment effects in major depressive disorder. Epidemiol Psychiatr Sci. 2017;26(1):22–36.PubMedCrossRef Kessler RC, van Loo HM, Wardenaar KJ, Bossarte RM, Brenner LA, Ebert DD, et al. Using patient self-reports to study heterogeneity of treatment effects in major depressive disorder. Epidemiol Psychiatr Sci. 2017;26(1):22–36.PubMedCrossRef
34.
go back to reference Kraemer HC. Discovering, comparing, and combining moderators of treatment on outcome after randomized clinical trials: a parametric approach. Stat Med. 2013;32(11):1964–73.PubMedCrossRef Kraemer HC. Discovering, comparing, and combining moderators of treatment on outcome after randomized clinical trials: a parametric approach. Stat Med. 2013;32(11):1964–73.PubMedCrossRef
35.
go back to reference National Collaborating Centre for Mental Health. Depression: the treatment and management of depression in adults (updated edition): British Psychological Society; 2010. National Collaborating Centre for Mental Health. Depression: the treatment and management of depression in adults (updated edition): British Psychological Society; 2010.
36.
go back to reference Gelenberg A, Freeman M, Markowitz J, Rosenbaum J, Thase M, Trivedi M, et al. American Psychiatric Association practice guideline for the treatment of patients with major depressive disorder. Am J Psychiatry. 2010;167(suppl 10):9–118. Gelenberg A, Freeman M, Markowitz J, Rosenbaum J, Thase M, Trivedi M, et al. American Psychiatric Association practice guideline for the treatment of patients with major depressive disorder. Am J Psychiatry. 2010;167(suppl 10):9–118.
42.
go back to reference van Schaik DJ, Klijn AF, van Hout HP, van Marwijk HW, Beekman AT, de Haan M, et al. Patients’ preferences in the treatment of depressive disorder in primary care. Gen Hosp Psychiatry. 2004;26(3):184–9.PubMedCrossRef van Schaik DJ, Klijn AF, van Hout HP, van Marwijk HW, Beekman AT, de Haan M, et al. Patients’ preferences in the treatment of depressive disorder in primary care. Gen Hosp Psychiatry. 2004;26(3):184–9.PubMedCrossRef
43.
go back to reference Lin P, Campbell DG, Chaney EF, Liu CF, Heagerty P, Felker BL, et al. The influence of patient preference on depression treatment in primary care. Ann Behav Med. 2005;30(2):164–73.PubMedCrossRef Lin P, Campbell DG, Chaney EF, Liu CF, Heagerty P, Felker BL, et al. The influence of patient preference on depression treatment in primary care. Ann Behav Med. 2005;30(2):164–73.PubMedCrossRef
44.
go back to reference Waltz TJ, Campbell DG, Kirchner JE, Lombardero A, Bolkan C, Zivin K, et al. Veterans with depression in primary care: provider preferences, matching, and care satisfaction. Fam Syst Health. 2014;32(4):367–77.PubMedCrossRef Waltz TJ, Campbell DG, Kirchner JE, Lombardero A, Bolkan C, Zivin K, et al. Veterans with depression in primary care: provider preferences, matching, and care satisfaction. Fam Syst Health. 2014;32(4):367–77.PubMedCrossRef
45.
go back to reference Dunlop BW, Kelley ME, Aponte-Rivera V, Mletzko-Crowe T, Kinkead B, Ritchie JC, et al. Effects of patient preferences on outcomes in the Predictors of Remission in Depression to Individual and Combined Treatments (PReDICT) study. Am J Psychiatry. 2017;174(6):546–56.PubMedPubMedCentralCrossRef Dunlop BW, Kelley ME, Aponte-Rivera V, Mletzko-Crowe T, Kinkead B, Ritchie JC, et al. Effects of patient preferences on outcomes in the Predictors of Remission in Depression to Individual and Combined Treatments (PReDICT) study. Am J Psychiatry. 2017;174(6):546–56.PubMedPubMedCentralCrossRef
46.
go back to reference Morris C. A finite selection model for experimental design of the health insurance study. J Econom. 1979;11(1):43–61.CrossRef Morris C. A finite selection model for experimental design of the health insurance study. J Econom. 1979;11(1):43–61.CrossRef
50.
go back to reference Duffy D, Enrique A, Connell S, Connolly C, Richards D. Internet-delivered cognitive behaviour therapy as a prequel to face-to-face therapy for depression and anxiety: a naturalistic observation. Front Psychiatry. 2019;10:902.PubMedCrossRef Duffy D, Enrique A, Connell S, Connolly C, Richards D. Internet-delivered cognitive behaviour therapy as a prequel to face-to-face therapy for depression and anxiety: a naturalistic observation. Front Psychiatry. 2019;10:902.PubMedCrossRef
51.
go back to reference Enrique A, Palacios JE, Ryan H, Richards D. Exploring the relationship between usage and outcomes of an internet-based intervention for individuals with depressive symptoms: secondary analysis of data from a randomized controlled trial. J Med Internet Res. 2019;21(8):e12775.PubMedPubMedCentralCrossRef Enrique A, Palacios JE, Ryan H, Richards D. Exploring the relationship between usage and outcomes of an internet-based intervention for individuals with depressive symptoms: secondary analysis of data from a randomized controlled trial. J Med Internet Res. 2019;21(8):e12775.PubMedPubMedCentralCrossRef
52.
go back to reference Richards D, Enrique A, Eilert N, Franklin M, Palacios J, Duffy D, et al. A pragmatic randomized waitlist-controlled effectiveness and cost-effectiveness trial of digital interventions for depression and anxiety. NPJ Digit Med. 2020;3:85.PubMedPubMedCentralCrossRef Richards D, Enrique A, Eilert N, Franklin M, Palacios J, Duffy D, et al. A pragmatic randomized waitlist-controlled effectiveness and cost-effectiveness trial of digital interventions for depression and anxiety. NPJ Digit Med. 2020;3:85.PubMedPubMedCentralCrossRef
53.
go back to reference Coyle D, Doherty G, Matthews M, Sharry J. Computers in talk-based mental health interventions. Interact Comput. 2007;19(4):545–62.CrossRef Coyle D, Doherty G, Matthews M, Sharry J. Computers in talk-based mental health interventions. Interact Comput. 2007;19(4):545–62.CrossRef
54.
go back to reference Earley C, Joyce C, McElvaney J, Richards D, Timulak L. Preventing depression: qualitatively examining the benefits of depression-focused i-CBT for participants who do not meet clinical thresholds. Internet Interv. 2017;9:82.PubMedPubMedCentralCrossRef Earley C, Joyce C, McElvaney J, Richards D, Timulak L. Preventing depression: qualitatively examining the benefits of depression-focused i-CBT for participants who do not meet clinical thresholds. Internet Interv. 2017;9:82.PubMedPubMedCentralCrossRef
55.
go back to reference Palacios JE, Richards D, Palmer R, Coudray C, Hofmann SG, Palmieri PA, et al. Supported internet-delivered cognitive behavioral therapy programs for depression, anxiety, and stress in university students: open, non-randomised trial of acceptability, effectiveness, and satisfaction. JMIR Ment Health. 2018;5(4):e11467.PubMedPubMedCentralCrossRef Palacios JE, Richards D, Palmer R, Coudray C, Hofmann SG, Palmieri PA, et al. Supported internet-delivered cognitive behavioral therapy programs for depression, anxiety, and stress in university students: open, non-randomised trial of acceptability, effectiveness, and satisfaction. JMIR Ment Health. 2018;5(4):e11467.PubMedPubMedCentralCrossRef
56.
go back to reference Doherty G, Coyle D, Sharry J. Engagement with online mental health interventions: an exploratory clinical study of a treatment for depression. In: Proceedings of the SIGCHI conference on human factors in computing systems; 2012. Doherty G, Coyle D, Sharry J. Engagement with online mental health interventions: an exploratory clinical study of a treatment for depression. In: Proceedings of the SIGCHI conference on human factors in computing systems; 2012.
57.
go back to reference Richards D, Timulak L, O’Brien E, Hayes C, Vigano N, Sharry J, et al. A randomized controlled trial of an internet-delivered treatment: its potential as a low-intensity community intervention for adults with symptoms of depression. Behav Res Ther. 2015;75:20–31.PubMedCrossRef Richards D, Timulak L, O’Brien E, Hayes C, Vigano N, Sharry J, et al. A randomized controlled trial of an internet-delivered treatment: its potential as a low-intensity community intervention for adults with symptoms of depression. Behav Res Ther. 2015;75:20–31.PubMedCrossRef
58.
go back to reference Enrique A, Duffy D, Lawler K, Richards D, Jones S. An internet-delivered self-management program for Bipolar Disorder in mental health services in Ireland. Results and learnings from a feasibility trial. Clin Psychol Psychother. 2020;27(6):925–39.PubMedPubMedCentralCrossRef Enrique A, Duffy D, Lawler K, Richards D, Jones S. An internet-delivered self-management program for Bipolar Disorder in mental health services in Ireland. Results and learnings from a feasibility trial. Clin Psychol Psychother. 2020;27(6):925–39.PubMedPubMedCentralCrossRef
59.
go back to reference Baumel A, Muench F, Edan S, Kane JM. Objective user engagement with mental health apps: systematic search and panel-based usage analysis. J Med Internet Res. 2019;21(9):e14567.PubMedPubMedCentralCrossRef Baumel A, Muench F, Edan S, Kane JM. Objective user engagement with mental health apps: systematic search and panel-based usage analysis. J Med Internet Res. 2019;21(9):e14567.PubMedPubMedCentralCrossRef
60.
go back to reference Beck CD, Soucy JN, Hadjistavropoulos HD. Mixed-method evaluation of an online motivational intervention as a pre-treatment to internet-delivered cognitive behaviour therapy: immediate benefits and user feedback. Internet Interv. 2020;20:100311.PubMedPubMedCentralCrossRef Beck CD, Soucy JN, Hadjistavropoulos HD. Mixed-method evaluation of an online motivational intervention as a pre-treatment to internet-delivered cognitive behaviour therapy: immediate benefits and user feedback. Internet Interv. 2020;20:100311.PubMedPubMedCentralCrossRef
61.
go back to reference Addington EL, Cheung EO, Bassett SM, Kwok I, Schuette SA, Shiu E, et al. The MARIGOLD study: feasibility and enhancement of an online intervention to improve emotion regulation in people with elevated depressive symptoms. J Affect Disord. 2019;257:352–64.PubMedPubMedCentralCrossRef Addington EL, Cheung EO, Bassett SM, Kwok I, Schuette SA, Shiu E, et al. The MARIGOLD study: feasibility and enhancement of an online intervention to improve emotion regulation in people with elevated depressive symptoms. J Affect Disord. 2019;257:352–64.PubMedPubMedCentralCrossRef
62.
go back to reference Cheung EO, Cohn MA, Dunn LB, Melisko ME, Morgan S, Penedo FJ, et al. A randomized pilot trial of a positive affect skill intervention (lessons in linking affect and coping) for women with metastatic breast cancer. Psychooncology. 2017;26(12):2101–8.PubMedCrossRef Cheung EO, Cohn MA, Dunn LB, Melisko ME, Morgan S, Penedo FJ, et al. A randomized pilot trial of a positive affect skill intervention (lessons in linking affect and coping) for women with metastatic breast cancer. Psychooncology. 2017;26(12):2101–8.PubMedCrossRef
63.
go back to reference Chien I, Enrique A, Palacios J, Regan T, Keegan D, Carter D, et al. A machine learning approach to understanding patterns of engagement with internet-delivered mental health interventions. JAMA Netw Open. 2020;3(7):e2010791.PubMedPubMedCentralCrossRef Chien I, Enrique A, Palacios J, Regan T, Keegan D, Carter D, et al. A machine learning approach to understanding patterns of engagement with internet-delivered mental health interventions. JAMA Netw Open. 2020;3(7):e2010791.PubMedPubMedCentralCrossRef
64.
go back to reference Zimmerman M, Martinez JH, Attiullah N, Friedman M, Toba C, Boerescu DA, et al. A new type of scale for determining remission from depression: the Remission from Depression Questionnaire. J Psychiatr Res. 2013;47(1):78–82.PubMedCrossRef Zimmerman M, Martinez JH, Attiullah N, Friedman M, Toba C, Boerescu DA, et al. A new type of scale for determining remission from depression: the Remission from Depression Questionnaire. J Psychiatr Res. 2013;47(1):78–82.PubMedCrossRef
65.
go back to reference Montoya A, Lebrec J, Keane KM, Fregenal I, Ciudad A, Moríñigo Á, et al. Broader conceptualization of remission assessed by the remission from depression questionnaire and its association with symptomatic remission: a prospective, multicenter, observational study. BMC Psychiatry. 2016;16(1):352.PubMedPubMedCentralCrossRef Montoya A, Lebrec J, Keane KM, Fregenal I, Ciudad A, Moríñigo Á, et al. Broader conceptualization of remission assessed by the remission from depression questionnaire and its association with symptomatic remission: a prospective, multicenter, observational study. BMC Psychiatry. 2016;16(1):352.PubMedPubMedCentralCrossRef
66.
go back to reference DiBenedetti DB, Danchenko N, François C, Lewis S, Davis KH, Fehnel SE. Development of a family functioning scale for major depressive disorder. Curr Med Res Opin. 2012;28(3):303–13.PubMedCrossRef DiBenedetti DB, Danchenko N, François C, Lewis S, Davis KH, Fehnel SE. Development of a family functioning scale for major depressive disorder. Curr Med Res Opin. 2012;28(3):303–13.PubMedCrossRef
67.
go back to reference Lasch KE, Hassan M, Endicott J, Piault-Luis EC, Locklear J, Fitz-Randolph M, et al. Development and content validity of a patient reported outcomes measure to assess symptoms of major depressive disorder. BMC Psychiatry. 2012;12:34.PubMedPubMedCentralCrossRef Lasch KE, Hassan M, Endicott J, Piault-Luis EC, Locklear J, Fitz-Randolph M, et al. Development and content validity of a patient reported outcomes measure to assess symptoms of major depressive disorder. BMC Psychiatry. 2012;12:34.PubMedPubMedCentralCrossRef
68.
go back to reference Vaccarino AL, Evans KR, Kalali AH, Kennedy SH, Engelhardt N, Frey BN, et al. The depression inventory development workgroup: a collaborative, empirically driven initiative to develop a new assessment tool for major depressive disorder. Innov Clin Neurosci. 2016;13(9-10):20–31.PubMedPubMedCentral Vaccarino AL, Evans KR, Kalali AH, Kennedy SH, Engelhardt N, Frey BN, et al. The depression inventory development workgroup: a collaborative, empirically driven initiative to develop a new assessment tool for major depressive disorder. Innov Clin Neurosci. 2016;13(9-10):20–31.PubMedPubMedCentral
69.
go back to reference Zimmerman M, Martinez JH, Attiullah N, Friedman M, Toba C, Boerescu DA. The remission from depression questionnaire as an outcome measure in the treatment of depression. Depress Anxiety. 2014;31(6):533–8.PubMedCrossRef Zimmerman M, Martinez JH, Attiullah N, Friedman M, Toba C, Boerescu DA. The remission from depression questionnaire as an outcome measure in the treatment of depression. Depress Anxiety. 2014;31(6):533–8.PubMedCrossRef
70.
go back to reference Zimmerman M, Galione JN, Attiullah N, Friedman M, Toba C, Boerescu DA, et al. Depressed patients’ perspectives of 2 measures of outcome: the Quick Inventory of Depressive Symptomatology (QIDS) and the Remission from Depression Questionnaire (RDQ). Ann Clin Psychiatry. 2011;23(3):208–12.PubMed Zimmerman M, Galione JN, Attiullah N, Friedman M, Toba C, Boerescu DA, et al. Depressed patients’ perspectives of 2 measures of outcome: the Quick Inventory of Depressive Symptomatology (QIDS) and the Remission from Depression Questionnaire (RDQ). Ann Clin Psychiatry. 2011;23(3):208–12.PubMed
71.
go back to reference Trivedi MH, Rush AJ, Ibrahim HM, Carmody TJ, Biggs MM, Suppes T, et al. The Inventory of Depressive Symptomatology, Clinician Rating (IDS-C) and Self-Report (IDS-SR), and the Quick Inventory of Depressive Symptomatology, Clinician Rating (QIDS-C) and Self-Report (QIDS-SR) in public sector patients with mood disorders: a psychometric evaluation. Psychol Med. 2004;34(1):73–82.PubMedCrossRef Trivedi MH, Rush AJ, Ibrahim HM, Carmody TJ, Biggs MM, Suppes T, et al. The Inventory of Depressive Symptomatology, Clinician Rating (IDS-C) and Self-Report (IDS-SR), and the Quick Inventory of Depressive Symptomatology, Clinician Rating (QIDS-C) and Self-Report (QIDS-SR) in public sector patients with mood disorders: a psychometric evaluation. Psychol Med. 2004;34(1):73–82.PubMedCrossRef
74.
go back to reference Jobst A, Brakemeier EL, Buchheim A, Caspar F, Cuijpers P, Ebmeier KP, et al. European Psychiatric Association Guidance on psychotherapy in chronic depression across Europe. Eur Psychiatry. 2016;33:18–36.PubMedCrossRef Jobst A, Brakemeier EL, Buchheim A, Caspar F, Cuijpers P, Ebmeier KP, et al. European Psychiatric Association Guidance on psychotherapy in chronic depression across Europe. Eur Psychiatry. 2016;33:18–36.PubMedCrossRef
76.
go back to reference de Jonge P, Wardenaar KJ, Lim CCW, Aguilar-Gaxiola S, Alonso J, Andrade LH, et al. The cross-national structure of mental disorders: results from the World Mental Health Surveys. Psychol Med. 2018;48(12):2073–84.PubMedCrossRef de Jonge P, Wardenaar KJ, Lim CCW, Aguilar-Gaxiola S, Alonso J, Andrade LH, et al. The cross-national structure of mental disorders: results from the World Mental Health Surveys. Psychol Med. 2018;48(12):2073–84.PubMedCrossRef
78.
go back to reference Castel AD, Tang W, Peterson J, Mikre M, Parenti D, Elion R, et al. Sorting through the lost and found: are patient perceptions of engagement in care consistent with standard continuum of care measures? J Acquir Immunue Defic Syndr. 2015;69 Suppl 1(0 1):S44–55.CrossRef Castel AD, Tang W, Peterson J, Mikre M, Parenti D, Elion R, et al. Sorting through the lost and found: are patient perceptions of engagement in care consistent with standard continuum of care measures? J Acquir Immunue Defic Syndr. 2015;69 Suppl 1(0 1):S44–55.CrossRef
79.
go back to reference Barr PJ, Thompson R, Walsh T, Grande SW, Ozanne EM, Elwyn G. The psychometric properties of CollaboRATE: a fast and frugal patient-reported measure of the shared decision-making process. J Med Internet Res. 2014;16(1):e2.PubMedPubMedCentralCrossRef Barr PJ, Thompson R, Walsh T, Grande SW, Ozanne EM, Elwyn G. The psychometric properties of CollaboRATE: a fast and frugal patient-reported measure of the shared decision-making process. J Med Internet Res. 2014;16(1):e2.PubMedPubMedCentralCrossRef
80.
go back to reference Fava M, Rush AJ, Trivedi MH, Nierenberg AA, Thase ME, Sackeim HA, et al. Background and rationale for the sequenced treatment alternatives to relieve depression (STAR* D) study. Psychiatr Clin North Am. 2003;26(2):457–94.PubMedCrossRef Fava M, Rush AJ, Trivedi MH, Nierenberg AA, Thase ME, Sackeim HA, et al. Background and rationale for the sequenced treatment alternatives to relieve depression (STAR* D) study. Psychiatr Clin North Am. 2003;26(2):457–94.PubMedCrossRef
81.
go back to reference Newman MG, Szkodny LE, Llera SJ, Przeworski A. A review of technology-assisted self-help and minimal contact therapies for anxiety and depression: is human contact necessary for therapeutic efficacy? Clin Psychol Rev. 2011;31(1):89–103.PubMedCrossRef Newman MG, Szkodny LE, Llera SJ, Przeworski A. A review of technology-assisted self-help and minimal contact therapies for anxiety and depression: is human contact necessary for therapeutic efficacy? Clin Psychol Rev. 2011;31(1):89–103.PubMedCrossRef
82.
go back to reference Vaidyam A, Halamka J, Torous J. Actionable digital phenotyping: a framework for the delivery of just-in-time and longitudinal interventions in clinical healthcare. mHealth. 2019;5:25.PubMedPubMedCentralCrossRef Vaidyam A, Halamka J, Torous J. Actionable digital phenotyping: a framework for the delivery of just-in-time and longitudinal interventions in clinical healthcare. mHealth. 2019;5:25.PubMedPubMedCentralCrossRef
83.
go back to reference Henson P, Torous J. Feasibility and correlations of smartphone meta-data toward dynamic understanding of depression and suicide risk in schizophrenia. Int J Methods Psychiatr Res. 2020;29(2):e1825.PubMedPubMedCentralCrossRef Henson P, Torous J. Feasibility and correlations of smartphone meta-data toward dynamic understanding of depression and suicide risk in schizophrenia. Int J Methods Psychiatr Res. 2020;29(2):e1825.PubMedPubMedCentralCrossRef
85.
go back to reference Ustun B, Rudin C. Supersparse linear integer models for optimized medical scoring systems. Mach Learn. 2016;102(3):349–91.CrossRef Ustun B, Rudin C. Supersparse linear integer models for optimized medical scoring systems. Mach Learn. 2016;102(3):349–91.CrossRef
86.
go back to reference Germine L, Nakayama K, Duchaine BC, Chabris CF, Chatterjee G, Wilmer JB. Is the Web as good as the lab? Comparable performance from Web and lab in cognitive/perceptual experiments. Psychon Bull Rev. 2012;19(5):847–57.PubMedCrossRef Germine L, Nakayama K, Duchaine BC, Chabris CF, Chatterjee G, Wilmer JB. Is the Web as good as the lab? Comparable performance from Web and lab in cognitive/perceptual experiments. Psychon Bull Rev. 2012;19(5):847–57.PubMedCrossRef
87.
go back to reference Hamilton CM, Strader LC, Pratt JG, Maiese D, Hendershot T, Kwok RK, et al. The PhenX Toolkit: get the most from your measures. Am J Epidemiol. 2011;174(3):253–60.PubMedPubMedCentralCrossRef Hamilton CM, Strader LC, Pratt JG, Maiese D, Hendershot T, Kwok RK, et al. The PhenX Toolkit: get the most from your measures. Am J Epidemiol. 2011;174(3):253–60.PubMedPubMedCentralCrossRef
89.
go back to reference Rush AJ, Trivedi MH, Ibrahim HM, Carmody TJ, Arnow B, Klein DN, et al. The 16-Item Quick Inventory of Depressive Symptomatology (QIDS), clinician rating (QIDS-C), and self-report (QIDS-SR): a psychometric evaluation in patients with chronic major depression. Biol Psychiatry. 2003;54(5):573–83.PubMedCrossRef Rush AJ, Trivedi MH, Ibrahim HM, Carmody TJ, Arnow B, Klein DN, et al. The 16-Item Quick Inventory of Depressive Symptomatology (QIDS), clinician rating (QIDS-C), and self-report (QIDS-SR): a psychometric evaluation in patients with chronic major depression. Biol Psychiatry. 2003;54(5):573–83.PubMedCrossRef
90.
go back to reference Rush AJ, Gullion CM, Basco MR, Jarrett RB, Trivedi MH. The inventory of depressive symptomatology (IDS): psychometric properties. Psychol Med. 1996;26(3):477–86.PubMedCrossRef Rush AJ, Gullion CM, Basco MR, Jarrett RB, Trivedi MH. The inventory of depressive symptomatology (IDS): psychometric properties. Psychol Med. 1996;26(3):477–86.PubMedCrossRef
91.
go back to reference American Psychiatric Association. Diagnostic and statistical manual of mental disorders (DSM-5®): American Psychiatric Pub; 2013.CrossRef American Psychiatric Association. Diagnostic and statistical manual of mental disorders (DSM-5®): American Psychiatric Pub; 2013.CrossRef
92.
go back to reference Day CV, John Rush A, Harris AW, Boyce PM, Rekshan W, Etkin A, et al. Impairment and distress patterns distinguishing the melancholic depression subtype: an iSPOT-D report. J Affect Disord. 2015;174:493–502.PubMedCrossRef Day CV, John Rush A, Harris AW, Boyce PM, Rekshan W, Etkin A, et al. Impairment and distress patterns distinguishing the melancholic depression subtype: an iSPOT-D report. J Affect Disord. 2015;174:493–502.PubMedCrossRef
93.
go back to reference Zimmerman M, Chelminski I, Young D, Dalrymple K, Martinez JH. A clinically useful self-report measure of the DSM-5 mixed features specifier of major depressive disorder. J Affect Disord. 2014;168:357–62.PubMedCrossRef Zimmerman M, Chelminski I, Young D, Dalrymple K, Martinez JH. A clinically useful self-report measure of the DSM-5 mixed features specifier of major depressive disorder. J Affect Disord. 2014;168:357–62.PubMedCrossRef
94.
go back to reference Kessler RC, Ustün TB. The World Mental Health (WMH) Survey Initiative Version of the World Health Organization (WHO) Composite International Diagnostic Interview (CIDI). Int J Methods Psychiatr Res. 2004;13(2):93–121.PubMedCrossRef Kessler RC, Ustün TB. The World Mental Health (WMH) Survey Initiative Version of the World Health Organization (WHO) Composite International Diagnostic Interview (CIDI). Int J Methods Psychiatr Res. 2004;13(2):93–121.PubMedCrossRef
95.
go back to reference Rizvi SJ, Quilty LC, Sproule BA, Cyriac A, Michael Bagby R, Kennedy SH. Development and validation of the Dimensional Anhedonia Rating Scale (DARS) in a community sample and individuals with major depression. Psychiatry Res. 2015;229(1-2):109–19.PubMedCrossRef Rizvi SJ, Quilty LC, Sproule BA, Cyriac A, Michael Bagby R, Kennedy SH. Development and validation of the Dimensional Anhedonia Rating Scale (DARS) in a community sample and individuals with major depression. Psychiatry Res. 2015;229(1-2):109–19.PubMedCrossRef
96.
go back to reference Llerena K, Park SG, McCarthy JM, Couture SM, Bennett ME, Blanchard JJ. The Motivation and Pleasure Scale-Self-Report (MAP-SR): reliability and validity of a self-report measure of negative symptoms. Compr Psychiatry. 2013;54(5):568–74.PubMedPubMedCentralCrossRef Llerena K, Park SG, McCarthy JM, Couture SM, Bennett ME, Blanchard JJ. The Motivation and Pleasure Scale-Self-Report (MAP-SR): reliability and validity of a self-report measure of negative symptoms. Compr Psychiatry. 2013;54(5):568–74.PubMedPubMedCentralCrossRef
97.
go back to reference Stewart JW, McGrath PJ, Fava M, Wisniewski SR, Zisook S, Cook I, et al. Do atypical features affect outcome in depressed outpatients treated with citalopram? Int J Neuropsychopharmacol. 2010;13(1):15–30.PubMedCrossRef Stewart JW, McGrath PJ, Fava M, Wisniewski SR, Zisook S, Cook I, et al. Do atypical features affect outcome in depressed outpatients treated with citalopram? Int J Neuropsychopharmacol. 2010;13(1):15–30.PubMedCrossRef
98.
go back to reference Ursano RJ, Colpe LJ, Heeringa SG, Kessler RC, Schoenbaum M, Stein MB, et al. The Army study to assess risk and resilience in servicemembers (Army STARRS). Psychiatry. 2014;77(2):107–19.PubMedCrossRef Ursano RJ, Colpe LJ, Heeringa SG, Kessler RC, Schoenbaum M, Stein MB, et al. The Army study to assess risk and resilience in servicemembers (Army STARRS). Psychiatry. 2014;77(2):107–19.PubMedCrossRef
99.
go back to reference Kessler RC, Üstün TB. The world mental health (WMH) survey initiative version of the world health organization (WHO) composite international diagnostic interview (CIDI). Int J Methods Psychaitr Res. 2004;13(2):93–121.CrossRef Kessler RC, Üstün TB. The world mental health (WMH) survey initiative version of the world health organization (WHO) composite international diagnostic interview (CIDI). Int J Methods Psychaitr Res. 2004;13(2):93–121.CrossRef
100.
go back to reference Sotsky SM, Glass DR, Shea MT, Pilkonis PA, Collins JF, Elkin I, et al. Patient predictors of response to psychotherapy and pharmacotherapy: findings in the NIMH Treatment of Depression Collaborative Research Program. Am J Psychiatry. 1991;148(8):997–1008.PubMedCrossRef Sotsky SM, Glass DR, Shea MT, Pilkonis PA, Collins JF, Elkin I, et al. Patient predictors of response to psychotherapy and pharmacotherapy: findings in the NIMH Treatment of Depression Collaborative Research Program. Am J Psychiatry. 1991;148(8):997–1008.PubMedCrossRef
101.
go back to reference Posner K, Brown GK, Stanley B, Brent DA, Yershova KV, Oquendo MA, et al. The Columbia–Suicide Severity Rating Scale: initial validity and internal consistency findings from three multisite studies with adolescents and adults. Am J Psychiatry. 2011;168(12):1266–77.PubMedPubMedCentralCrossRef Posner K, Brown GK, Stanley B, Brent DA, Yershova KV, Oquendo MA, et al. The Columbia–Suicide Severity Rating Scale: initial validity and internal consistency findings from three multisite studies with adolescents and adults. Am J Psychiatry. 2011;168(12):1266–77.PubMedPubMedCentralCrossRef
102.
go back to reference Nock MK, Holmberg EB, Photos VI, Michel BD. Self-Injurious Thoughts and Behaviors Interview: development, reliability, and validity in an adolescent sample. Psychol Assess. 2007;19(3):309–17.PubMedCrossRef Nock MK, Holmberg EB, Photos VI, Michel BD. Self-Injurious Thoughts and Behaviors Interview: development, reliability, and validity in an adolescent sample. Psychol Assess. 2007;19(3):309–17.PubMedCrossRef
103.
go back to reference Dube P, Kurt K, Bair MJ, Theobald D, Williams LS. The p4 screener: evaluation of a brief measure for assessing potential suicide risk in 2 randomized effectiveness trials of primary care and oncology patients. Prim Care Companion J Clin Psychiatry. 2010;12(6). Dube P, Kurt K, Bair MJ, Theobald D, Williams LS. The p4 screener: evaluation of a brief measure for assessing potential suicide risk in 2 randomized effectiveness trials of primary care and oncology patients. Prim Care Companion J Clin Psychiatry. 2010;12(6).
104.
go back to reference Blevins CA, Weathers FW, Davis MT, Witte TK, Domino JL. The posttraumatic stress disorder checklist for DSM-5 (PCL-5): development and initial psychometric evaluation. J Trauma Stress. 2015;28(6):489–98.PubMedCrossRef Blevins CA, Weathers FW, Davis MT, Witte TK, Domino JL. The posttraumatic stress disorder checklist for DSM-5 (PCL-5): development and initial psychometric evaluation. J Trauma Stress. 2015;28(6):489–98.PubMedCrossRef
105.
go back to reference Zuromski KL, Ustun B, Hwang I, Keane TM, Marx BP, Stein MB, et al. Developing an optimal short-form of the PTSD Checklist for DSM-5 (PCL-5). Depress Anxiety. 2019;36(9):790–800.PubMedPubMedCentralCrossRef Zuromski KL, Ustun B, Hwang I, Keane TM, Marx BP, Stein MB, et al. Developing an optimal short-form of the PTSD Checklist for DSM-5 (PCL-5). Depress Anxiety. 2019;36(9):790–800.PubMedPubMedCentralCrossRef
106.
go back to reference Gibbons LE, Fredericksen R, Merrill JO, McCaul ME, Chander G, Hutton H, et al. Suitability of the PROMIS alcohol use short form for screening in a HIV clinical care setting. Drug Alcohol Depend. 2016;164:113–9.PubMedPubMedCentralCrossRef Gibbons LE, Fredericksen R, Merrill JO, McCaul ME, Chander G, Hutton H, et al. Suitability of the PROMIS alcohol use short form for screening in a HIV clinical care setting. Drug Alcohol Depend. 2016;164:113–9.PubMedPubMedCentralCrossRef
107.
go back to reference Spitzer RL, Williams JB, Gibbon M, First MB. User’s guide for the structured clinical interview for DSM-III-R: SCID: American Psychiatric Association; 1990. Spitzer RL, Williams JB, Gibbon M, First MB. User’s guide for the structured clinical interview for DSM-III-R: SCID: American Psychiatric Association; 1990.
108.
go back to reference Joyce PR, McKenzie JM, Carter JD, Rae AM, Luty SE, Frampton CM, et al. Temperament, character and personality disorders as predictors of response to interpersonal psychotherapy and cognitive-behavioural therapy for depression. Br J Psychiatry. 2007;190(6):503–8.PubMedCrossRef Joyce PR, McKenzie JM, Carter JD, Rae AM, Luty SE, Frampton CM, et al. Temperament, character and personality disorders as predictors of response to interpersonal psychotherapy and cognitive-behavioural therapy for depression. Br J Psychiatry. 2007;190(6):503–8.PubMedCrossRef
109.
go back to reference Weissman MM, Wickramaratne P, Adams P, Wolk S, Verdeli H, Olfson M. Brief screening for family psychiatric history: the family history screen. Arch Gen Psychiatry. 2000;57(7):675–82.PubMedCrossRef Weissman MM, Wickramaratne P, Adams P, Wolk S, Verdeli H, Olfson M. Brief screening for family psychiatric history: the family history screen. Arch Gen Psychiatry. 2000;57(7):675–82.PubMedCrossRef
110.
go back to reference Andreasen NC, Endicott J, Spitzer RL, Winokur G. The family history method using diagnostic criteria. Reliability and validity. Arch Gen Psychiatry. 1977;34(10):1229–35.PubMedCrossRef Andreasen NC, Endicott J, Spitzer RL, Winokur G. The family history method using diagnostic criteria. Reliability and validity. Arch Gen Psychiatry. 1977;34(10):1229–35.PubMedCrossRef
111.
go back to reference Axelsson E, Andersson E, Ljótsson B, Wallhed Finn D, Hedman E. The health preoccupation diagnostic interview: inter-rater reliability of a structured interview for diagnostic assessment of DSM-5 somatic symptom disorder and illness anxiety disorder. Cogn Behav Ther. 2016;45(4):259–69.PubMedCrossRef Axelsson E, Andersson E, Ljótsson B, Wallhed Finn D, Hedman E. The health preoccupation diagnostic interview: inter-rater reliability of a structured interview for diagnostic assessment of DSM-5 somatic symptom disorder and illness anxiety disorder. Cogn Behav Ther. 2016;45(4):259–69.PubMedCrossRef
112.
go back to reference Limburg K, Sattel H, Radziej K, Lahmann C. DSM-5 somatic symptom disorder in patients with vertigo and dizziness symptoms. J Psychosom Res. 2016;91:26–32.PubMedCrossRef Limburg K, Sattel H, Radziej K, Lahmann C. DSM-5 somatic symptom disorder in patients with vertigo and dizziness symptoms. J Psychosom Res. 2016;91:26–32.PubMedCrossRef
113.
go back to reference Toussaint A, Murray AM, Voigt K, Herzog A, Gierk B, Kroenke K, et al. Development and validation of the Somatic Symptom Disorder-B Criteria Scale (SSD-12). Psychosom Med. 2016;78(1):5–12.PubMedCrossRef Toussaint A, Murray AM, Voigt K, Herzog A, Gierk B, Kroenke K, et al. Development and validation of the Somatic Symptom Disorder-B Criteria Scale (SSD-12). Psychosom Med. 2016;78(1):5–12.PubMedCrossRef
114.
go back to reference Herzog A, Voigt K, Meyer B, Wollburg E, Weinmann N, Langs G, et al. Psychological and interactional characteristics of patients with somatoform disorders: validation of the Somatic Symptoms Experiences Questionnaire (SSEQ) in a clinical psychosomatic population. J Psychosom Res. 2015;78(6):553–62.PubMedCrossRef Herzog A, Voigt K, Meyer B, Wollburg E, Weinmann N, Langs G, et al. Psychological and interactional characteristics of patients with somatoform disorders: validation of the Somatic Symptoms Experiences Questionnaire (SSEQ) in a clinical psychosomatic population. J Psychosom Res. 2015;78(6):553–62.PubMedCrossRef
115.
go back to reference Morin CM, Belleville G, Bélanger L, Ivers H. The Insomnia Severity Index: psychometric indicators to detect insomnia cases and evaluate treatment response. Sleep. 2011;34(5):601–8.PubMedPubMedCentralCrossRef Morin CM, Belleville G, Bélanger L, Ivers H. The Insomnia Severity Index: psychometric indicators to detect insomnia cases and evaluate treatment response. Sleep. 2011;34(5):601–8.PubMedPubMedCentralCrossRef
116.
go back to reference Krebs EE, Lorenz KA, Bair MJ, Damush TM, Wu J, Sutherland JM, et al. Development and initial validation of the PEG, a three-item scale assessing pain intensity and interference. J Gen Intern Med. 2009;24(6):733–8.PubMedPubMedCentralCrossRef Krebs EE, Lorenz KA, Bair MJ, Damush TM, Wu J, Sutherland JM, et al. Development and initial validation of the PEG, a three-item scale assessing pain intensity and interference. J Gen Intern Med. 2009;24(6):733–8.PubMedPubMedCentralCrossRef
117.
go back to reference Von Korff M, Ormel J, Keefe FJ, et al. Grading the severity of chronic pain. Pain. 1992;50:133–49.CrossRef Von Korff M, Ormel J, Keefe FJ, et al. Grading the severity of chronic pain. Pain. 1992;50:133–49.CrossRef
118.
go back to reference Leon A, Olfson M, Portera L, Farber L. Assessing impairment in primary care: a psychometric analysis of the Sheehan Disability Scale. Int J Psychiatry Med. 1997;27:93–105.PubMedCrossRef Leon A, Olfson M, Portera L, Farber L. Assessing impairment in primary care: a psychometric analysis of the Sheehan Disability Scale. Int J Psychiatry Med. 1997;27:93–105.PubMedCrossRef
119.
go back to reference Motrico E, Moreno-Küstner B, de Dios Luna J, Torres-González F, King M, Nazareth I, et al. Psychometric properties of the List of Threatening Experiences—LTE and its association with psychosocial factors and mental disorders according to different scoring methods. J Affect Disord. 2013;150(3):931–40.PubMedCrossRef Motrico E, Moreno-Küstner B, de Dios Luna J, Torres-González F, King M, Nazareth I, et al. Psychometric properties of the List of Threatening Experiences—LTE and its association with psychosocial factors and mental disorders according to different scoring methods. J Affect Disord. 2013;150(3):931–40.PubMedCrossRef
121.
go back to reference Bernstein DP, Stein JA, Newcomb MD, Walker E, Pogge D, Ahluvalia T, et al. Development and validation of a brief screening version of the Childhood Trauma Questionnaire. Child Abuse Negl. 2003;27(2):169–90.PubMedCrossRef Bernstein DP, Stein JA, Newcomb MD, Walker E, Pogge D, Ahluvalia T, et al. Development and validation of a brief screening version of the Childhood Trauma Questionnaire. Child Abuse Negl. 2003;27(2):169–90.PubMedCrossRef
122.
go back to reference Dube SR, Anda RF, Felitti VJ, Chapman DP, Williamson DF, Giles WH. Childhood abuse, household dysfunction, and the risk of attempted suicide throughout the life span: findings from the Adverse Childhood Experiences Study. JAMA. 2001;286(24):3089–96.PubMedCrossRef Dube SR, Anda RF, Felitti VJ, Chapman DP, Williamson DF, Giles WH. Childhood abuse, household dysfunction, and the risk of attempted suicide throughout the life span: findings from the Adverse Childhood Experiences Study. JAMA. 2001;286(24):3089–96.PubMedCrossRef
123.
go back to reference Stein MB, Campbell-Sills L, Ursano RJ, Rosellini AJ, Colpe LJ, He F, et al. Childhood maltreatment and lifetime suicidal behaviors among new soldiers in the US Army: results from the Army Study to Assess Risk and Resilience in Servicemembers (Army STARRS). J Clin Psychiatry. 2018;79(2):2567.CrossRef Stein MB, Campbell-Sills L, Ursano RJ, Rosellini AJ, Colpe LJ, He F, et al. Childhood maltreatment and lifetime suicidal behaviors among new soldiers in the US Army: results from the Army Study to Assess Risk and Resilience in Servicemembers (Army STARRS). J Clin Psychiatry. 2018;79(2):2567.CrossRef
124.
go back to reference Williams LM, Debattista C, Duchemin AM, Schatzberg AF, Nemeroff CB. Childhood trauma predicts antidepressant response in adults with major depression: data from the randomized international study to predict optimized treatment for depression. Transl Psychiatry. 2016;6(5):e799.PubMedPubMedCentralCrossRef Williams LM, Debattista C, Duchemin AM, Schatzberg AF, Nemeroff CB. Childhood trauma predicts antidepressant response in adults with major depression: data from the randomized international study to predict optimized treatment for depression. Transl Psychiatry. 2016;6(5):e799.PubMedPubMedCentralCrossRef
125.
go back to reference Parker G, Tupling H, Brown L. Parental bonding instrument (PBI). Br J Med Psychol. 1979;52(1):1–10.CrossRef Parker G, Tupling H, Brown L. Parental bonding instrument (PBI). Br J Med Psychol. 1979;52(1):1–10.CrossRef
126.
go back to reference Lin LY, Sidani JE, Shensa A, Radovic A, Miller E, Colditz JB, et al. Association between social media use and depression among U.S. young adults. Depress Anxiety. 2016;33(4):323–31.PubMedPubMedCentralCrossRef Lin LY, Sidani JE, Shensa A, Radovic A, Miller E, Colditz JB, et al. Association between social media use and depression among U.S. young adults. Depress Anxiety. 2016;33(4):323–31.PubMedPubMedCentralCrossRef
127.
go back to reference Schuster TL, Kessler RC, Aseltine RH. Supportive interactions, negative interactions, and depressed mood. Am J Community Psychol. 1990;18(3):423–38.PubMedCrossRef Schuster TL, Kessler RC, Aseltine RH. Supportive interactions, negative interactions, and depressed mood. Am J Community Psychol. 1990;18(3):423–38.PubMedCrossRef
128.
go back to reference Van Orden KA, Cukrowicz KC, Witte TK, Joiner TE Jr. Thwarted belongingness and perceived burdensomeness: construct validity and psychometric properties of the Interpersonal Needs Questionnaire. Psychol Assess. 2012;24(1):197.PubMedCrossRef Van Orden KA, Cukrowicz KC, Witte TK, Joiner TE Jr. Thwarted belongingness and perceived burdensomeness: construct validity and psychometric properties of the Interpersonal Needs Questionnaire. Psychol Assess. 2012;24(1):197.PubMedCrossRef
132.
go back to reference Iwamoto DK, Brady J, Kaya A, Park A. Masculinity and depression: a longitudinal investigation of multidimensional masculine norms among college men. Am J Mens Health. 2018;12(6):1873–81.PubMedPubMedCentralCrossRef Iwamoto DK, Brady J, Kaya A, Park A. Masculinity and depression: a longitudinal investigation of multidimensional masculine norms among college men. Am J Mens Health. 2018;12(6):1873–81.PubMedPubMedCentralCrossRef
133.
go back to reference Thompson E Jr, Pleck JH, Ferrera DL. Men and masculinities: scales for masculinity ideology and masculinity-related constructs. Sex Roles. 1992;27(11-12):573–607.CrossRef Thompson E Jr, Pleck JH, Ferrera DL. Men and masculinities: scales for masculinity ideology and masculinity-related constructs. Sex Roles. 1992;27(11-12):573–607.CrossRef
134.
go back to reference Bagby RM, Parker JD, Taylor GJ. The twenty-item Toronto Alexithymia Scale--I. Item selection and cross-validation of the factor structure. J Psychosom Res. 1994;38(1):23–32.PubMedCrossRef Bagby RM, Parker JD, Taylor GJ. The twenty-item Toronto Alexithymia Scale--I. Item selection and cross-validation of the factor structure. J Psychosom Res. 1994;38(1):23–32.PubMedCrossRef
135.
go back to reference Judah MR, Grant DM, Mills AC, Lechner WV. Factor structure and validation of the Attentional Control Scale. Cognit Emot. 2014;28(3):433–51.CrossRef Judah MR, Grant DM, Mills AC, Lechner WV. Factor structure and validation of the Attentional Control Scale. Cognit Emot. 2014;28(3):433–51.CrossRef
136.
go back to reference Bartholomew K, Horowitz LM. Attachment styles among young adults: a test of a four-category model. J Pers Soc Psychol. 1991;61(2):226–44.PubMedCrossRef Bartholomew K, Horowitz LM. Attachment styles among young adults: a test of a four-category model. J Pers Soc Psychol. 1991;61(2):226–44.PubMedCrossRef
137.
go back to reference Medrano LA, Trógolo M. Construct validity of the difficulties in emotion regulation scale: further evidence using confirmatory factor analytic approach. Abnorm Behav Psychol. 2016;2:2.CrossRef Medrano LA, Trógolo M. Construct validity of the difficulties in emotion regulation scale: further evidence using confirmatory factor analytic approach. Abnorm Behav Psychol. 2016;2:2.CrossRef
138.
go back to reference Garnefski N, Kraaij V. Relationships between cognitive emotion regulation strategies and depressive symptoms: a comparative study of five specific samples. Pers Individ Dif. 2006;40(8):1659–69.CrossRef Garnefski N, Kraaij V. Relationships between cognitive emotion regulation strategies and depressive symptoms: a comparative study of five specific samples. Pers Individ Dif. 2006;40(8):1659–69.CrossRef
139.
go back to reference Tedeschi RG, Calhoun LG. The Posttraumatic Growth Inventory: measuring the positive legacy of trauma. J Trauma Stress. 1996;9(3):455–71.PubMedCrossRef Tedeschi RG, Calhoun LG. The Posttraumatic Growth Inventory: measuring the positive legacy of trauma. J Trauma Stress. 1996;9(3):455–71.PubMedCrossRef
140.
go back to reference Roberti JW, Harrington LN, Storch EA. Further psychometric support for the 10-item version of the perceived stress scale. JOCC. 2006;9(2):135–47. Roberti JW, Harrington LN, Storch EA. Further psychometric support for the 10-item version of the perceived stress scale. JOCC. 2006;9(2):135–47.
141.
go back to reference Campbell-Sills L, Stein MB. Psychometric analysis and refinement of the Connor-davidson Resilience Scale (CD-RISC): validation of a 10-item measure of resilience. J Trauma Stress. 2007;20(6):1019–28.PubMedCrossRef Campbell-Sills L, Stein MB. Psychometric analysis and refinement of the Connor-davidson Resilience Scale (CD-RISC): validation of a 10-item measure of resilience. J Trauma Stress. 2007;20(6):1019–28.PubMedCrossRef
142.
go back to reference Campbell-Sills L, Kessler RC, Ursano RJ, Sun X, Taylor CT, Heeringa SG, et al. Predictive validity and correlates of self-assessed resilience among U.S. Army soldiers. Depress Anxiety. 2018;35(2):122–31.PubMedCrossRef Campbell-Sills L, Kessler RC, Ursano RJ, Sun X, Taylor CT, Heeringa SG, et al. Predictive validity and correlates of self-assessed resilience among U.S. Army soldiers. Depress Anxiety. 2018;35(2):122–31.PubMedCrossRef
143.
go back to reference Stein MB, Kessler RC, Heeringa SG, Jain S, Campbell-Sills L, Colpe LJ, et al. Prospective longitudinal evaluation of the effect of deployment-acquired traumatic brain injury on posttraumatic stress and related disorders: results from the Army Study to Assess Risk and Resilience in Servicemembers (Army STARRS). Am J Psychiatry. 2015;172(11):1101–11.PubMedPubMedCentralCrossRef Stein MB, Kessler RC, Heeringa SG, Jain S, Campbell-Sills L, Colpe LJ, et al. Prospective longitudinal evaluation of the effect of deployment-acquired traumatic brain injury on posttraumatic stress and related disorders: results from the Army Study to Assess Risk and Resilience in Servicemembers (Army STARRS). Am J Psychiatry. 2015;172(11):1101–11.PubMedPubMedCentralCrossRef
144.
go back to reference Schlotz W, Yim IS, Zoccola PM, Jansen L, Schulz P. The perceived stress reactivity scale: Measurement invariance, stability, and validity in three countries. Psychol Assess. 2011;23(1):80.PubMedCrossRef Schlotz W, Yim IS, Zoccola PM, Jansen L, Schulz P. The perceived stress reactivity scale: Measurement invariance, stability, and validity in three countries. Psychol Assess. 2011;23(1):80.PubMedCrossRef
145.
go back to reference Aish AM, Wasserman D, Renberg ES. Does Beck’s Hopelessness Scale really measure several components? Psychol Med. 2001;31(2):367–72.PubMedCrossRef Aish AM, Wasserman D, Renberg ES. Does Beck’s Hopelessness Scale really measure several components? Psychol Med. 2001;31(2):367–72.PubMedCrossRef
146.
go back to reference Treynor W, Gonzalez R, Nolen-Hoeksema S. Rumination reconsidered: a psychometric analysis. Cognit Ther Res. 2003;27(3):247–59.CrossRef Treynor W, Gonzalez R, Nolen-Hoeksema S. Rumination reconsidered: a psychometric analysis. Cognit Ther Res. 2003;27(3):247–59.CrossRef
147.
go back to reference Akiskal HS, Mendlowicz MV, Jean-Louis G, Rapaport MH, Kelsoe JR, Gillin JC, et al. TEMPS-A: validation of a short version of a self-rated instrument designed to measure variations in temperament. J Affect Disord. 2005;85(1-2):45–52.PubMedCrossRef Akiskal HS, Mendlowicz MV, Jean-Louis G, Rapaport MH, Kelsoe JR, Gillin JC, et al. TEMPS-A: validation of a short version of a self-rated instrument designed to measure variations in temperament. J Affect Disord. 2005;85(1-2):45–52.PubMedCrossRef
148.
go back to reference Nakato Y, Inoue T, Nakagawa S, Kitaichi Y, Kameyama R, Wakatsuki Y, et al. Confirmation of the factorial structure of the Japanese short version of the TEMPS-A in psychiatric patients and general adults. Neuropsychiatr Dis Treat. 2016;12:2173–9.PubMedPubMedCentralCrossRef Nakato Y, Inoue T, Nakagawa S, Kitaichi Y, Kameyama R, Wakatsuki Y, et al. Confirmation of the factorial structure of the Japanese short version of the TEMPS-A in psychiatric patients and general adults. Neuropsychiatr Dis Treat. 2016;12:2173–9.PubMedPubMedCentralCrossRef
149.
go back to reference Fossati A, Somma A, Borroni S, Markon KE, Krueger RF. The personality inventory for DSM-5 brief form: evidence for reliability and construct validity in a sample of community-dwelling Italian adolescents. Assessment. 2017;24(5):615–31.PubMedCrossRef Fossati A, Somma A, Borroni S, Markon KE, Krueger RF. The personality inventory for DSM-5 brief form: evidence for reliability and construct validity in a sample of community-dwelling Italian adolescents. Assessment. 2017;24(5):615–31.PubMedCrossRef
150.
go back to reference Aluja A, Jm R, García LF, Angleitner A, Kuhlman M, Zuckerman M. A cross-cultural shortened form of the ZKPQ (ZKPQ-50-cc) adapted to English, French, German, and Spanish languages. Pers Individ Dif. 2006;41(4):619–28.CrossRef Aluja A, Jm R, García LF, Angleitner A, Kuhlman M, Zuckerman M. A cross-cultural shortened form of the ZKPQ (ZKPQ-50-cc) adapted to English, French, German, and Spanish languages. Pers Individ Dif. 2006;41(4):619–28.CrossRef
151.
go back to reference Zuckerman M, Kuhlman DM, Joireman J, Teta P, Kraft M. A comparison of three structural models for personality: the big three, the big five, and the alternative five. J Pers Soc Psychol. 1993;65(4):757.CrossRef Zuckerman M, Kuhlman DM, Joireman J, Teta P, Kraft M. A comparison of three structural models for personality: the big three, the big five, and the alternative five. J Pers Soc Psychol. 1993;65(4):757.CrossRef
152.
go back to reference John OP, Naumann LP, Soto CJ. Paradigm shift to the integrative big five trait taxonomy. Personal Disord. 2008;3(2):114–58. John OP, Naumann LP, Soto CJ. Paradigm shift to the integrative big five trait taxonomy. Personal Disord. 2008;3(2):114–58.
153.
go back to reference Costa PT, McCrae RR. Professional manual: revised NEO personality inventory (NEO-PI-R) and NEO five-factor inventory (NEO-FFI). Odessa: Psychol Assess; 1992. p. 61. Costa PT, McCrae RR. Professional manual: revised NEO personality inventory (NEO-PI-R) and NEO five-factor inventory (NEO-FFI). Odessa: Psychol Assess; 1992. p. 61.
154.
go back to reference Cyders MA, Littlefield AK, Coffey S, Karyadi KA. Examination of a short English version of the UPPS-P Impulsive Behavior Scale. Addict Behav. 2014;39(9):1372–6.PubMedPubMedCentralCrossRef Cyders MA, Littlefield AK, Coffey S, Karyadi KA. Examination of a short English version of the UPPS-P Impulsive Behavior Scale. Addict Behav. 2014;39(9):1372–6.PubMedPubMedCentralCrossRef
155.
go back to reference Mullins-Sweatt SN, Jamerson JE, Samuel DB, Olson DR, Widiger TA. Psychometric properties of an abbreviated instrument of the five-factor model. Assessment. 2006;13(2):119–37.PubMedCrossRef Mullins-Sweatt SN, Jamerson JE, Samuel DB, Olson DR, Widiger TA. Psychometric properties of an abbreviated instrument of the five-factor model. Assessment. 2006;13(2):119–37.PubMedCrossRef
156.
go back to reference Nock MK, Wedig MM, Holmberg EB, Hooley JM. The emotion reactivity scale: development, evaluation, and relation to self-injurious thoughts and behaviors. Behav Ther. 2008;39(2):107–16.PubMedCrossRef Nock MK, Wedig MM, Holmberg EB, Hooley JM. The emotion reactivity scale: development, evaluation, and relation to self-injurious thoughts and behaviors. Behav Ther. 2008;39(2):107–16.PubMedCrossRef
157.
go back to reference Gosling SD, Rentfrow PJ, Swann WB Jr. A very brief measure of the Big-Five personality domains. J Res Pers. 2003;37(6):504–28.CrossRef Gosling SD, Rentfrow PJ, Swann WB Jr. A very brief measure of the Big-Five personality domains. J Res Pers. 2003;37(6):504–28.CrossRef
158.
go back to reference Sato T. The Eysenck Personality Questionnaire Brief Version: factor structure and reliability. J Psychol. 2005;139(6):545–52.PubMedCrossRef Sato T. The Eysenck Personality Questionnaire Brief Version: factor structure and reliability. J Psychol. 2005;139(6):545–52.PubMedCrossRef
159.
go back to reference Pearlin LI, Schooler C. The structure of coping. J Health Soc Behav. 1978;19(1):2–21. Pearlin LI, Schooler C. The structure of coping. J Health Soc Behav. 1978;19(1):2–21.
160.
go back to reference Tambs K, Røysamb E. Selection of questions to short-form versions of original psychometric instruments in MoBa. Nor Epidemiol. 2014;24(1-2):195–201. Tambs K, Røysamb E. Selection of questions to short-form versions of original psychometric instruments in MoBa. Nor Epidemiol. 2014;24(1-2):195–201.
161.
go back to reference Dreer LE, Berry J, Rivera P, Snow M, Elliott TR, Miller D, et al. Efficient assessment of social problem-solving abilities in medical and rehabilitation settings: a Rasch analysis of the Social Problem-Solving Inventory-Revised. J Clin Psychol. 2009;65(7):653–69.PubMedPubMedCentralCrossRef Dreer LE, Berry J, Rivera P, Snow M, Elliott TR, Miller D, et al. Efficient assessment of social problem-solving abilities in medical and rehabilitation settings: a Rasch analysis of the Social Problem-Solving Inventory-Revised. J Clin Psychol. 2009;65(7):653–69.PubMedPubMedCentralCrossRef
162.
go back to reference Langbehn DR, Pfohl BM, Reynolds S, Clark LA, Battaglia M, Bellodi L, et al. The Iowa Personality Disorder Screen: development and preliminary validation of a brief screening interview. J Personal Disord. 1999;13(1):75–89.CrossRef Langbehn DR, Pfohl BM, Reynolds S, Clark LA, Battaglia M, Bellodi L, et al. The Iowa Personality Disorder Screen: development and preliminary validation of a brief screening interview. J Personal Disord. 1999;13(1):75–89.CrossRef
163.
go back to reference Safran DG, Kosinski M, Tarlov AR, Rogers WH, Taira DH, Lieberman N, et al. The Primary Care Assessment Survey: tests of data quality and measurement performance. Med Care. 1998;36(5):728–39.PubMedCrossRef Safran DG, Kosinski M, Tarlov AR, Rogers WH, Taira DH, Lieberman N, et al. The Primary Care Assessment Survey: tests of data quality and measurement performance. Med Care. 1998;36(5):728–39.PubMedCrossRef
164.
go back to reference Chew LD, Bradley KA, Boyko EJ. Brief questions to identify patients with inadequate health literacy. Fam Med. 2004;36(8):588–94.PubMed Chew LD, Bradley KA, Boyko EJ. Brief questions to identify patients with inadequate health literacy. Fam Med. 2004;36(8):588–94.PubMed
166.
go back to reference McHorney CA, Spain CV, Alexander CM, Simmons J. Validity of the adherence estimator in the prediction of 9-month persistence with medications prescribed for chronic diseases: a prospective analysis of data from pharmacy claims. Clin Ther. 2009;31(11):2584–607.PubMedCrossRef McHorney CA, Spain CV, Alexander CM, Simmons J. Validity of the adherence estimator in the prediction of 9-month persistence with medications prescribed for chronic diseases: a prospective analysis of data from pharmacy claims. Clin Ther. 2009;31(11):2584–607.PubMedCrossRef
167.
go back to reference Unni EJ, Olson JL, Farris KB. Revision and validation of Medication Adherence Reasons Scale (MAR-Scale). Curr Med Res Opin. 2014;30(2):211–21.PubMedCrossRef Unni EJ, Olson JL, Farris KB. Revision and validation of Medication Adherence Reasons Scale (MAR-Scale). Curr Med Res Opin. 2014;30(2):211–21.PubMedCrossRef
168.
go back to reference Vik SA, Maxwell CJ, Hogan DB. Measurement, correlates, and health outcomes of medication adherence among seniors. Ann Pharmacother. 2004;38(2):303–12.PubMedCrossRef Vik SA, Maxwell CJ, Hogan DB. Measurement, correlates, and health outcomes of medication adherence among seniors. Ann Pharmacother. 2004;38(2):303–12.PubMedCrossRef
169.
go back to reference Hatcher RL, Gillaspy JA. Development and validation of a revised short version of the Working Alliance Inventory. Psychother Res. 2006;16(1):12–25.CrossRef Hatcher RL, Gillaspy JA. Development and validation of a revised short version of the Working Alliance Inventory. Psychother Res. 2006;16(1):12–25.CrossRef
170.
go back to reference Baumann M, Baumann C, Le Bihan E, Chau N. How patients perceive the therapeutic communications skills of their general practitioners, and how that perception affects adherence: use of the TCom-skill GP scale in a specific geographical area. BMC Health Serv Res. 2008;8(1):244.PubMedPubMedCentralCrossRef Baumann M, Baumann C, Le Bihan E, Chau N. How patients perceive the therapeutic communications skills of their general practitioners, and how that perception affects adherence: use of the TCom-skill GP scale in a specific geographical area. BMC Health Serv Res. 2008;8(1):244.PubMedPubMedCentralCrossRef
171.
go back to reference Bieber C, Müller KG, Nicolai J, Hartmann M, Eich W. How does your doctor talk with you? Preliminary validation of a brief patient self-report questionnaire on the quality of physician-patient interaction. J Clin Psychol Med Settings. 2010;17(2):125–36.PubMedCrossRef Bieber C, Müller KG, Nicolai J, Hartmann M, Eich W. How does your doctor talk with you? Preliminary validation of a brief patient self-report questionnaire on the quality of physician-patient interaction. J Clin Psychol Med Settings. 2010;17(2):125–36.PubMedCrossRef
172.
go back to reference Steidtmann D, Manber R, Arnow BA, Klein DN, Markowitz JC, Rothbaum BO, et al. Patient treatment preference as a predictor of response and attrition in treatment for chronic depression. Depress Anxiety. 2012;29(10):896–905.PubMedPubMedCentralCrossRef Steidtmann D, Manber R, Arnow BA, Klein DN, Markowitz JC, Rothbaum BO, et al. Patient treatment preference as a predictor of response and attrition in treatment for chronic depression. Depress Anxiety. 2012;29(10):896–905.PubMedPubMedCentralCrossRef
173.
go back to reference Milosevic I, Levy HC, Alcolado GM, Radomsky AS. The treatment acceptability/adherence scale: moving beyond the assessment of treatment effectiveness. Cogn Behav Ther. 2015;44(6):456–69.PubMedCrossRef Milosevic I, Levy HC, Alcolado GM, Radomsky AS. The treatment acceptability/adherence scale: moving beyond the assessment of treatment effectiveness. Cogn Behav Ther. 2015;44(6):456–69.PubMedCrossRef
174.
go back to reference Wisniewski SR, Rush AJ, Balasubramani G, Trivedi MH, Nierenberg AA, Investigators SD. Self-rated global measure of the frequency, intensity, and burden of side effects. J Psychiatr Pract. 2006;12(2):71–9.PubMedCrossRef Wisniewski SR, Rush AJ, Balasubramani G, Trivedi MH, Nierenberg AA, Investigators SD. Self-rated global measure of the frequency, intensity, and burden of side effects. J Psychiatr Pract. 2006;12(2):71–9.PubMedCrossRef
175.
go back to reference Curry J, Rohde P, Simons A, Silva S, Vitiello B, Kratochvil C, et al. Predictors and moderators of acute outcome in the Treatment for Adolescents with Depression Study (TADS). J Am Acad Child Adolesc Psychiatry. 2006;45(12):1427–39.PubMedCrossRef Curry J, Rohde P, Simons A, Silva S, Vitiello B, Kratochvil C, et al. Predictors and moderators of acute outcome in the Treatment for Adolescents with Depression Study (TADS). J Am Acad Child Adolesc Psychiatry. 2006;45(12):1427–39.PubMedCrossRef
176.
go back to reference Saffer BY, Lanting SC, Koehle MS, Klonsky ED, Iverson GL. Assessing cognitive impairment using PROMIS(®) applied cognition-abilities scales in a medical outpatient sample. Psychiatry Res. 2015;226(1):169–72.PubMedCrossRef Saffer BY, Lanting SC, Koehle MS, Klonsky ED, Iverson GL. Assessing cognitive impairment using PROMIS(®) applied cognition-abilities scales in a medical outpatient sample. Psychiatry Res. 2015;226(1):169–72.PubMedCrossRef
177.
go back to reference Byerly MJ, Nakonezny PA, Rush AJ. The Brief Adherence Rating Scale (BARS) validated against electronic monitoring in assessing the antipsychotic medication adherence of outpatients with schizophrenia and schizoaffective disorder. Schizophr Res. 2008;100(1-3):60–9.PubMedCrossRef Byerly MJ, Nakonezny PA, Rush AJ. The Brief Adherence Rating Scale (BARS) validated against electronic monitoring in assessing the antipsychotic medication adherence of outpatients with schizophrenia and schizoaffective disorder. Schizophr Res. 2008;100(1-3):60–9.PubMedCrossRef
178.
go back to reference Nease DE Jr, Aikens JE, Klinkman MS, Kroenke K, Sen A. Toward a more comprehensive assessment of depression remission: the Remission Evaluation and Mood Inventory Tool (REMIT). Gen Hosp Psychiatry. 2011;33(3):279–86.PubMedCrossRef Nease DE Jr, Aikens JE, Klinkman MS, Kroenke K, Sen A. Toward a more comprehensive assessment of depression remission: the Remission Evaluation and Mood Inventory Tool (REMIT). Gen Hosp Psychiatry. 2011;33(3):279–86.PubMedCrossRef
179.
go back to reference Bushey MA, Kroenke K, Baye F, Lourens S. Assessing depression improvement with the remission evaluation and mood inventory tool (REMIT). Gen Hosp Psychiatry. 2019;60:44–9.PubMedCrossRef Bushey MA, Kroenke K, Baye F, Lourens S. Assessing depression improvement with the remission evaluation and mood inventory tool (REMIT). Gen Hosp Psychiatry. 2019;60:44–9.PubMedCrossRef
180.
go back to reference Son E, Halbert A, Abreu S, Hester R, Jefferson G, Jennings K, et al. Role of Google Glass in improving patient satisfaction for otolaryngology residents: a pilot study. Clin Otolaryngol. 2017;42(2):433–8.PubMedCrossRef Son E, Halbert A, Abreu S, Hester R, Jefferson G, Jennings K, et al. Role of Google Glass in improving patient satisfaction for otolaryngology residents: a pilot study. Clin Otolaryngol. 2017;42(2):433–8.PubMedCrossRef
181.
go back to reference Faraway JJ. Extending the linear model with R: generalized linear, mixed effects and nonparametric regression models. 2nd ed. Boca Raton: CRC Press, Taylor & Francis Group; 2016.CrossRef Faraway JJ. Extending the linear model with R: generalized linear, mixed effects and nonparametric regression models. 2nd ed. Boca Raton: CRC Press, Taylor & Francis Group; 2016.CrossRef
182.
go back to reference Jiménez FJR. Acceptance and commitment therapy versus traditional cognitive behavioral therapy: a systematic review and meta-analysis of current empirical evidence. Rev Int Psicol Ter Psicol. 2012;12(3):333–58. Jiménez FJR. Acceptance and commitment therapy versus traditional cognitive behavioral therapy: a systematic review and meta-analysis of current empirical evidence. Rev Int Psicol Ter Psicol. 2012;12(3):333–58.
183.
go back to reference van der Laan MJ, Polley EC, Hubbard AE. Super learner. Stat Appl Genet Mol Biol. 2007;6:Article25.PubMed van der Laan MJ, Polley EC, Hubbard AE. Super learner. Stat Appl Genet Mol Biol. 2007;6:Article25.PubMed
184.
go back to reference Luedtke AR, van der Laan MJ. Super-learning of an optimal dynamic treatment rule. Int J Biostat. 2016;12(1):305–32.PubMedCrossRef Luedtke AR, van der Laan MJ. Super-learning of an optimal dynamic treatment rule. Int J Biostat. 2016;12(1):305–32.PubMedCrossRef
185.
go back to reference Murphy SA. Optimal dynamic treatment regimes. J R Stat Soc Series B Stat Methodol. 2003;65(2):331–55.CrossRef Murphy SA. Optimal dynamic treatment regimes. J R Stat Soc Series B Stat Methodol. 2003;65(2):331–55.CrossRef
186.
go back to reference Robins JM, editor. Optimal structural nested models for optimal sequential decisions. Proceedings of the second seattle Symposium in Biostatistics: Springer; 2004. Robins JM, editor. Optimal structural nested models for optimal sequential decisions. Proceedings of the second seattle Symposium in Biostatistics: Springer; 2004.
187.
go back to reference Van Der Laan MJ, Rubin D. Targeted maximum likelihood learning. Int J Biostat. 2006;2(1):19. Van Der Laan MJ, Rubin D. Targeted maximum likelihood learning. Int J Biostat. 2006;2(1):19.
189.
go back to reference Robins JM, Rotnitzky A, Zhao LP. Estimation of regression coefficients when some regressors are not always observed. J Am Stat Assoc. 1994;89(427):846–66.CrossRef Robins JM, Rotnitzky A, Zhao LP. Estimation of regression coefficients when some regressors are not always observed. J Am Stat Assoc. 1994;89(427):846–66.CrossRef
190.
go back to reference Schnitzer ME, Lok JJ, Gruber S. Variable selection for confounder control, flexible modeling and collaborative targeted minimum loss-based estimation in causal inference. Int J Biostat. 2016;12(1):97–115.PubMedCrossRef Schnitzer ME, Lok JJ, Gruber S. Variable selection for confounder control, flexible modeling and collaborative targeted minimum loss-based estimation in causal inference. Int J Biostat. 2016;12(1):97–115.PubMedCrossRef
191.
go back to reference Robins JM, Rotnitzky A. Recovery of information and adjustment for dependent censoring using surrogate markers. In: AIDS epidemiology: Springer; 1992. p. 297–331.CrossRef Robins JM, Rotnitzky A. Recovery of information and adjustment for dependent censoring using surrogate markers. In: AIDS epidemiology: Springer; 1992. p. 297–331.CrossRef
192.
go back to reference Bunouf P, Molenberghs G. Implementation of pattern-mixture models in randomized clinical trials. Pharm Stat. 2016;15(6):494–506.PubMedCrossRef Bunouf P, Molenberghs G. Implementation of pattern-mixture models in randomized clinical trials. Pharm Stat. 2016;15(6):494–506.PubMedCrossRef
193.
go back to reference Stroup WW. Generalized linear mixed models: modern concepts, methods and applications: CRC press; 2012. Stroup WW. Generalized linear mixed models: modern concepts, methods and applications: CRC press; 2012.
194.
197.
go back to reference Olfson M, Blanco C, Marcus SC. Treatment of adult depression in the United States. JAMA Intern Med. 2016;176(20):1482–91.PubMedCrossRef Olfson M, Blanco C, Marcus SC. Treatment of adult depression in the United States. JAMA Intern Med. 2016;176(20):1482–91.PubMedCrossRef
198.
go back to reference Czeisler MÉ, Lane RI, Petrosky E, Wiley JF, Christensen A, Njai R, et al. Mental health, substance use, and suicidal ideation during the COVID-19 pandemic—United States, June 24–30, 2020. MMWR Morb Mortal Wkly Rep. 2020;69(32):1049.PubMedPubMedCentralCrossRef Czeisler MÉ, Lane RI, Petrosky E, Wiley JF, Christensen A, Njai R, et al. Mental health, substance use, and suicidal ideation during the COVID-19 pandemic—United States, June 24–30, 2020. MMWR Morb Mortal Wkly Rep. 2020;69(32):1049.PubMedPubMedCentralCrossRef
199.
go back to reference Twenge JM, Joiner TE. US Census Bureau-assessed prevalence of anxiety and depressive symptoms in 2019 and during the 2020 COVID-19 pandemic. Depress Anxiety. 2020;37:954-6. Twenge JM, Joiner TE. US Census Bureau-assessed prevalence of anxiety and depressive symptoms in 2019 and during the 2020 COVID-19 pandemic. Depress Anxiety. 2020;37:954-6.
Metadata
Title
The Appalachia Mind Health Initiative (AMHI): a pragmatic randomized clinical trial of adjunctive internet-based cognitive behavior therapy for treating major depressive disorder among primary care patients
Authors
Robert M. Bossarte
Ronald C. Kessler
Andrew A. Nierenberg
Ambarish Chattopadhyay
Pim Cuijpers
Angel Enrique
Phyllis M. Foxworth
Sarah M. Gildea
Bea Herbeck Belnap
Marc W. Haut
Kari B. Law
William D. Lewis
Howard Liu
Alexander R. Luedtke
Wilfred R. Pigeon
Larry A. Rhodes
Derek Richards
Bruce L. Rollman
Nancy A. Sampson
Cara M. Stokes
John Torous
Tyler D. Webb
Jose R. Zubizarreta
Publication date
01-12-2022
Publisher
BioMed Central
Published in
Trials / Issue 1/2022
Electronic ISSN: 1745-6215
DOI
https://doi.org/10.1186/s13063-022-06438-y

Other articles of this Issue 1/2022

Trials 1/2022 Go to the issue