Participants and study site
All study participants were clients at the social welfare office for the homeless, a specialized unit within the social services in Stockholm, Sweden. The participants were referred to outpatient ICBT at Pelarbacken, a specialized primary care center for homeless patients. Participants were included in the study if they (a) fulfilled the DSM-5 (American Psychiatric Association, 2013) criteria for AUD or SUD, (b) fulfilled the Swedish criteria for homelessness (The Swedish National Board of Health and Welfare, 2011) and had access to ”steady housing” (defined as situation 3 or 4 according to Sun et al. [2012]), (c) were between 16-65 years old, (d), were able to read and write Swedish and were able to carry out treatment, 5-15 sessions together with homework assignments, and (e) had regular contact with a social worker at the social welfare office for the homeless. Exclusion criteria were (f) another primary psychiatric condition (e.g., bipolar disorder, psychosis, suicidal ideation), (g) failure to attend first two treatment sessions, (h) other aggravating circumstances, for example violence in close relationships. Recruitment began in June 2016 and ended in January 2017. The last follow-up measure was administrated in July 2018.
In total, six homeless individuals were invited to participate in the study, of which five completed informed consent and were included. One participant started treatment but moved to another city. This participant was removed from the study, as the ethical permit did not cover other cities (or social services) than Stockholm. See Table 1 for baseline demographic characteristics of the four remaining participants.
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Measures
Acceptability
Perceived credibility and satisfaction of treatment, were measured with the Credibility/Expectancy Questionnaire (CEQ; Devilly & Borkovec, 2000) and the Client Satisfaction Questionnaire (CSQ-8; Attkisson & Greenfield, 1994), respectively. Higher scores indicate higher treatment credibility and satisfaction. The participants also reported adverse events using a self-report measure adapted for psychological treatment (Ljótsson et al., 2014). For each adverse event reported participant also rated the discomfort caused by the event when it occurred, as well as residual discomfort (level of discomfort at the time of assessment). Ratings were made between 0 (“did not affect me at all”) and 3 (“affected me very negatively”).
The CEQ was administered after treatment session 2, and the CSQ-8 after treatment. The adverse event measure was administered after treatment, and at 3-, 6- and 12-month following treatment cessation.
Housing status
Demographic questions were administered pre, and post treatment, as well as during follow up. The degree of homelessness was assessed with the questions “When was the last time that you had a housing of your own?” and ”Where did you sleep last night?”, with response alternatives based upon the Swedish national definition of homelessness: ”Outside”; ”At a shelter”; ”In a temporary (sober) residential institution”, ”In a reference-based training or trial apartment”, or ”In my own apartment (own lease)”. In addition, information of the participants’ housing status was collected from the registers of the social welfare office for the homeless at baseline and follow up.
Substance use and psychiatric symptoms
The TimeLine Follow Back (TLFB; Sobell et al., 1979), a retrospective calendar instrument to assess days and quantity of alcohol and drug use, was used as primary measure for substance use. The TLFB have been found to have good psychometric properties in a homeless population (Sacks et al., 2003). In this study, alcohol and substance use, was assessed using a retrospective 90-day calendar interview at baseline, and a retrospective 7 days measure was assessed weekly during treatment sessions. Number of units (alcohol or drug use) per week were reported as means per week, during baseline and treatment. The TLFB was not administered at follow up.
The Patient Health Questionnaire (PHQ-9; Kroenke et al., 2001) is a 9-item self-report measure (score range 0-27) that assesses depression severity with the following cut-off categories: None-minimal (0-4), mild (5-9), moderate (10-14), moderately-severe (15-19), severe (20-27). The PHQ-9 has shown high internal consistency (α =.81; Titov et al., 2011).
The Generalized Anxiety Questionnaire (GAD-7; Spitzer et al., 2006) is a 7 item self-report measure (score range 0-21) to assess anxiety, with the following cut-off categories: Mild (5-9), moderate (10-14), severe (15-21).
The Alcohol Use Disorders Identification Test (AUDIT; Saunders et al., 1993) is a 10 item self-report measure (score range 0-40) that assesses alcohol consumption. A cut-off of 8 and 6, indicates a hazardous and harmful pattern of alcohol consumption for men and women, respectively.
The Drug Use Disorders Identification Test (DUDIT; Berman et al., 2005) is a 11 item self-report measure (score range 0-44) to identify and assess non-alcohol drug use patterns. A cut-off score of 6 and 2 indicates problematic drug use for men and women, respectively; and a score of ≥25 indicates heavily dependence on drugs (Berman et al., 2005; Hildebrand, 2015).
Primary and secondary measures were administered before and after treatment, as well as at 3-, 6- and 12-month following treatment cessation. In addition, TLFB and PHQ-9 (one week interval) were administered weekly during treatment.
Procedure
Prior to inclusion participants signed an informed consent, including consent for collaboration with the social welfare office for the homeless, and was assessed for psychiatric comorbidity with the Mini International Neuropsychiatric Interview 7.0 (MINI-7; Sheehan et al., 1998). The individual treatment sessions lasted between 30-60 minutes and were conducted at a location preferred by the participants. Two participants choose to receive the treatment at Pelarbacken, and two participants at another health care clinic and in their homes. In parallel to the treatment, participants received regular health care and social services interventions, such as housing supporters. The first author, a clinical psychologist, assessed and delivered the treatment as face-to face sessions for all participants except one. This participant was assessed with MINI-7 by a psychiatrist at Pelarbacken and had the first 9 treatment sessions delivered by a nurse at Pelarbacken who was trained by the first author, and the last 6 sessions delivered by the first author.
Ethical considerations and safety procedures
This study was conducted in accordance with the Declaration of Helsinki Ethical Principles for Medical Research Involving Human Subjects and was approved by the Regional Ethics Board of Stockholm, Sweden (ref. no. ref. no. 2015/2355-31/5). The following steps were taken to ensure participants safety and minimize drop out: (1) The ICBT was delivered at Pelarbacken, a specialized primary care center for homeless patients, with access to a team of health care providers such, physicians, nurses and psychiatrists; (2) participants had an option to complete the ICBT sessions outside of Pelarbacken, for example as home visits, to reduce contact with alcohol and drug intensive milieus; (3) each ICBT session started with an “emergency list” targeting possible short term issues that needed to be resolved to continue treatment for example lapses/relapses, medication, economical/housing complications; (4) participants had an option to have between session contact via phone or text messages, as well as weekly text message reminders of sessions; (5) participants that did not improve were offered referral to other treatment, e.g., specialized psychiatric treatment for anxiety; (6) participant’ names, stories and age were modified to ensure confidentiality, and lastly (7) the ICBT was conducted in collaboration with the participants social worker at the social welfare office for the homeless, optional parallel meetings were scheduled together with the participant and their social secretaires to ensure treatment confidentiality and secrecy. This last safety procedure was especially important as homeless individuals within the Treatment First model might risking losing their housing milieu, due to reported substance use.
Analysis and missing data
Six-month follow-up assessment was missing for participant Baako, who was abroad at the occasion for measurement. Twelve-month follow-up was missing for Annelie, due to a relapse of drug use. In addition, assessment of GAD-7 was missing for Annelie at six-month follow-up, due to a measurement error. These data were presented as not assessed. Three CSQ-8 items were missing for Annelie and were replaced with the respective mean CSQ-8 item score of the other participants. Alcohol, substance use, and depressive symptoms were assessed weekly during treatment sessions. Not assessed weeks were reported and replaced with last observation carried forward (see Figure 3). TLFB units (alcohol or drug use) were presented in means per week. All adverse events that were reported were reviewed and categorized as treatment-, or non-treatment related, by the first author. Quantitative analyses were done using R Studio version 1.1.456 (R Core Team, 2018).
Development of the intervention
The integrated ICBT was developed as part of a collaborate treatment program between the social welfare office for the homeless and Pelarbacken. Initially during the program, homeless individuals were offered relapse prevention for substance use in a group format. Relapse prevention is a cognitive behavioral approach that aims to teach a variety of specific coping skills and decrease individual high-risk situations associated with relapse for substance use (Marlatt & George, 1984). However, relapse prevention was not considered optimal as the participants stated that they used alcohol and drugs in “all situations”, as a natural part of the homeless life. Furthermore, post treatment interviews and individual behavioral analyses of prior patients showed that the far most common reason for alcohol or drug use, was coping with negative affect (46% reported this reason). A novel ICBT was developed emanating from the following analysis (1) being homeless often implicates having lost contact with several important life areas, substance use might be the only reinforcing activity left; (2) common reactions are stress and depressive symptoms, and avoidance based strategies such as passivity, isolation, avoidance of social contact, or substance use; (3) when decreasing substance use, a transient approximate 3 month period of increased “depression-like” symptoms occurs, which might lead to lapses or relapses (this period is also called post-acute abstinence, or protracted abstinence [see for example Heilig et al., 2010]). The ICBT (5-15 sessions) was developed to extend over this time period, with the overall aim of participants to (1) access a stable, sober housing milieu, and decrease substance use; (2) learn strategies to cope with negative affect; and (3) learn strategies to cope with life changes, increase activities such as work, social contact, exercise or leisure activities (see Table 2 for treatment components, Figure 1 for an example of the treatment content, and Figure 2 for participants).
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