Clinician perspectives on technology-enhanced in vivo exposures during prolonged exposure therapy for PTSD.

OBJECTIVE: To investigate clinicians' perceptions regarding the use of mobile technology tools during prolonged exposure (PE) therapy to allow for monitoring and enhancing in-vivo exposures (IVEs). METHODS: Clinicians with training in PE therapy (N = 32; average of 9 years of practice) completed surveys asking about their perspectives on the utility of virtually attending IVEs with patients while simultaneously having access to real-time subjective and physiological data (i.e., heart rate, galvanic skin conductance) to guide exposure exercises and assure optimal stimulus engagement. RESULTS: Findings showed clinicians to have a favorable view of applying technology devices and systems to enhance IVEs of PE therapy. Most clinicians (93.8%) believed that real-time monitoring of IVEs-particularly monitoring patients' subjective distress and completion of and duration of time in the IVE-would be useful and significantly enhance PE therapy. CONCLUSION: The positive perceptions toward integrating technology into IVEs in this study have important implications for the development and implementation of technology-enhanced PE therapy. A mobile technology system that incorporates real-time indicators of engagement (i.e., both subjective and physiological) during IVEs and allows clinicians to review recordings of, or virtually accompany, patients during IVEs has the potential to innovate and transform PE and other exposure-based treatments. Clinicians also believed that technology-enhanced IVEs may help reduce early termination from PE.

COPE and oxytocin for the treatment of co-occurring PTSD and alcohol use disorder: Design and methodology of a randomized controlled trial in U.S. military veterans.

BACKGROUND: A significant proportion of individuals with alcohol use disorder (AUD) also meet criteria for posttraumatic stress disorder (PTSD). Military veterans are at increased risk for developing co-occurring AUD/PTSD, with prevalence rates 2-4 times higher than the general population. Research is needed to develop more effective treatments for this common comorbidity. The current investigation addresses this need by examining the synergistic effects of a novel pharmacotherapy combined with psychotherapy for co-occurring AUD/PTSD among veterans. Accumulating evidence suggests that the neuropeptide oxytocin (OT) is a promising pharmacotherapy to augment psychotherapy for AUD/PTSD. OT targets neurobiological and behavioral dysregulation common to both AUD and PTSD, in particular, corticolimbic connectivity. Human and animal studies show OT reduces alcohol self-administration, tolerance, and withdrawal; enhances fear extinction; and promotes prosocial behaviors. The current study builds on previous work by examining OT among veterans with AUD/PTSD receiving Concurrent Treatment of PTSD and Substance Use Disorders using Prolonged Exposure (COPE), an evidence-based integrated treatment. METHODS: This paper describes the rationale, design, and methodology of a Stage II, 12-week, double-blind, randomized clinical trial of intranasal OT (40 IU) versus placebo combined with COPE among veterans (N = 180) with current AUD/PTSD. In addition, the effects of treatment on corticolimbic connectivity will be examined using functional magnetic resonance imaging (fMRI) at pre- and post-treatment. CONCLUSIONS: The proposed study will provide new knowledge and mechanistic insights to accelerate research in this understudied area and may lead to improved treatment outcomes for co-occurring AUD/PTSD. CLINICALTRIALS: gov: NCT04523922.

Patient- and therapist-rated alliance predict improvements in posttraumatic stress disorder symptoms and substance use in integrated treatment.

OBJECTIVE: Concurrent Treatment of Posttraumatic Stress Disorder (PTSD) and Substance Use Disorders Using Prolonged Exposure (i.e., COPE) is an efficacious, integrated, psychotherapy that attends to PTSD and substance use disorders simultaneously. No study has examined how therapeutic alliance functions during the provision of COPE and how this compares to non-integrated treatments, such as relapse prevention (RP) for substance use disorders. Understanding the role of alliance in COPE versus RP could inform treatment refinement and ways to enhance treatment outcomes. METHODS: Participants (N = 55 veterans) were randomized to 12, individual, weekly sessions of COPE or RP in a randomized clinical trial. Piecewise linear mixed effect models examined how mid-treatment (1) patient-rated alliance, (2) therapist-rated alliance, and (3) the convergence between patient- and therapist-rated alliance as measured by a difference score predicted reductions in PTSD symptoms and substance use across treatment and follow-up periods. RESULTS: Both patient- and therapist-rated alliance predicted reductions in PTSD symptoms in COPE. Higher patient-rated alliance predicted lower percent days using substances in RP. Difference score models showed higher patient-rated alliance relative to therapist-rated alliance scores predicted symptom reductions in COPE whereas higher therapist-rated alliance scores relative to patient-rated alliance scores predicted symptom reductions in RP. DISCUSSION: Preliminary findings show a unique relationship between the rater of the alliance and treatment modalities. Patient-rated alliance may be important in trauma-focused, integrated treatments whereas therapist-rated alliance may be more important in skills-focused, substance use interventions.

The role of posttraumatic guilt and anger in integrated treatment for PTSD and co-occurring substance use disorders among primarily male veterans.

OBJECTIVE: PTSD and substance use disorders (SUD) frequently co-occur among veterans. Integrated exposure-based treatments, such as Concurrent Treatment of PTSD and SUD Using Prolonged Exposure (COPE), are efficacious in reducing PTSD and SUD symptoms and posttraumatic emotions. This study examines whether guilt and anger (a) decreased in a randomized clinical trial comparing COPE with Relapse Prevention (RP) therapy for SUD and (b) mediated PTSD and SUD symptom reductions or vice versa. METHOD: Veterans (90.1% men) diagnosed with PTSD and SUD were randomized to 12 sessions of COPE (n = 54) or RP (n = 27). Guilt and anger were assessed at 10 time points during treatment. Multilevel linear models assessed changes in guilt and anger across treatments and lagged multilevel mediation analyses assessed within-subject change in guilt and anger predicting PTSD and percent days of substance use, and vice versa. RESULTS: Guilt (B = -.12, SE = .02, p < .001) and anger (B = -.13, SE = .02, p < .001) improved in both treatments, however guilt was significantly lower in Sessions 7 through 11 among veterans receiving COPE. Improvement in guilt mediated PTSD symptom improvement in both treatment groups (B = -.08, SE = .04, 95% CI [-.16, -.01]), and PTSD symptom improvement mediated anger reduction in COPE (B = -.03, SE = .01, 95% CI [-.06, -.01]). The substance use models were insignificant. CONCLUSIONS: Among veterans, integrated, trauma-focused treatments may be associated with greater guilt (directly) and anger (indirectly) reductions due to processing trauma. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

Technology-enhanced in vivo exposures in Prolonged Exposure for PTSD: A pilot randomized controlled trial.

In vivo exposures (IVEs) are a key component of exposure-based treatments, during which patients approach fear-provoking, yet safe, situations in "real life." This pilot study assessed the use of a wearable technology (Bio Ware) during IVEs to enhance Prolonged Exposure (PE) therapy for PTSD. Bio Ware provides a clinician dashboard with real-time physiological and subjective data for clinicians to use for virtually guided IVEs. Participants (N = 40) were randomized to a Guided group that received standard PE and virtual, clinician-guided IVEs with the Bio Ware device, or a Non-Guided group that received standard PE and used the Bio Ware device on their own for IVEs. Multilevel linear models with bootstrapping were completed on the intent-to-treat (ITT; N = 39) and per-protocol samples (PP; n = 23), defined as completing at least eight sessions of PE and using the Bio Ware system during ≥ 1 IVEs. In the PP sample, there were significant effects of treatment condition (b = -14.55, SE = 1.47, 95% CI [-17.58, -11.78], p < .001) and time (b = -1.98, SE = 0.25, 95% CI [-2.47, -1.48], p < .001). While both groups showed reductions in PTSD symptoms, the Guided group evidenced significantly greater reductions than the Non-Guided group. These findings demonstrate the feasibility and safety of leveraging Bio Ware for virtual, clinician-guided IVEs during PE therapy for PTSD and suggest that virtual, clinician-guided exposures may enhance treatment outcomes. CLINICAL TRIAL REGISTRATION: NCT04471207.

Enhancing Prolonged Exposure therapy for PTSD using physiological biomarker-driven technology.

Prolonged Exposure (PE) therapy is one of the most efficacious, evidence-based treatments for posttraumatic stress disorder (PTSD). A key component of PE involves in vivo exposures (IVEs) during which patients approach situations or activities in "real life" that are safe but avoided because they elicit a fear response. Despite their critical role in treatment, little research has focused on IVEs. This gap in knowledge is primarily due to the fact that IVEs are typically conducted by patients in between therapy sessions, leaving clinicians reliant upon patient self-report. This approach has numerous shortcomings, which the current study addresses by leveraging technology to develop an innovative device that allows for physiological, biomarker-driven, therapist-guided IVEs. The new system enables clinicians to virtually accompany patients during IVEs and provides real-time physiological (heart rate, skin conductance) and self-report (subjective units of distress) data that clinicians can use to modify the exposure and optimize therapeutic value. This Small Business Innovation Research (SBIR) Phase I project aims to: (1) integrate physiological sensors and live audio/visual streaming into a system for clinicians to guide patients during IVEs; (2) determine feasibility and acceptability of the system; and (3) conduct a pilot randomized clinical trial among veterans with PTSD (N = 40) to evaluate the preliminary efficacy of the system in reducing PTSD symptoms during PE. This paper describes the rationale, design, and methodology of the Phase I project. The findings from this study have the potential to innovate clinical practice, advance the science of exposure therapy, and improve clinical outcomes.

Examining the role of social support in treatment for co-occurring substance use disorder and posttraumatic stress disorder.

Objective: Social support may be a critical mechanism in the treatment of co-occurring substance use disorder (SUD) and posttraumatic stress disorder (PTSD). However, no studies have examined how social support changes as a function of treatment or predicts treatment outcome in a Veteran population with co-occurring SUD and PTSD. Method: The current study is a secondary analysis that examined social support over the course of treatment for co-occurring SUD and PTSD (N = 81). Analyses were conducted to examine if a) social support predicts change in substance use and PTSD symptoms, respectively, over the course of treatment and during follow-up, and b) substance use and PTSD symptoms, respectively, predicts change in social support over treatment and during follow-up. Results: The findings revealed that between-person social support moderated decreases in substance use (B = -0.17, SE = 0.07, p = 0.017) and PTSD symptom severity (B = -0.12, SE = 0.05, p = 0.009) during treatment but not during follow-up. Within-person substance use and PTSD symptom severity predicted social support but substance use and PTSD symptoms did not moderate changes in social support during treatment or follow-up. Conclusions: The findings highlight the critical role of social support during treatment in enhancing outcomes for individuals with co-occurring SUD and PTSD.

The Drug Abuse Research Training (DART) Program for Psychiatry Residents and Summer Fellows: 15-Year Outcomes.

OBJECTIVE: To increase the number of physician-scientists in research, the Drug Abuse Research Training (DART) program at the Medical University of South Carolina offers a 2-year research track for psychiatry residents and a 10-week summer fellowship for students. The goal of this study was to examine program outcomes and alumni diversity levels over DART's 15-year history. METHODS: To date, 215 trainees (44 residents, 171 summer fellows) have completed the program. An anonymous online survey was sent to the 143 program alumni with valid contact information. Survey data included demographic characteristics, post-program research involvement, and self-reported barriers to continued research engagement. RESULTS: Overall survey completion response was 83.5% (N = 122). The alumni included 59.0% women, and 36.1% of respondents identified as a member of a minority racial/ethnic group. Following program completion, 77.0% of the alumni reported continued research involvement. More than half of the alumni reported scientific publications (57.4%) and conference presentations (63.1%) since completing DART. Among respondents who did not subsequently engage in research, the most common modifiable barriers included difficulty finding a mentor, self-perceived deficits in statistical skills and research methodology, and overall lack of confidence in research ability. CONCLUSIONS: Over the past 15 years, the DART program has established a diverse research training program that now spans the educational spectrum from undergraduate to residency training. Future program goals include additional training to address self-reported modifiable research barriers. This program provides a model for other training programs designed to cultivate research interests and promote the diversity of clinical researchers.

Ethnoracial differences in treatment-seeking veterans with substance use disorders and co-occurring PTSD: Presenting characteristics and response to integrated exposure-based treatment.

OBJECTIVE: Substance use disorders (SUD) and posttraumatic stress disorder (PTSD) frequently co-occur. While previous research has examined ethnoracial differences among individuals with either SUD or PTSD, little research to date has focused on individuals with co-occurring SUD/PTSD. The current study addresses this gap in the literature. METHOD: Participants were 79 military veterans (91% male; 38% African American [AA] and 62% White) with current SUD/PTSD who were randomized to receive Concurrent Treatment of PTSD and Substance Use Disorders using Prolonged Exposure (COPE) or Relapse Prevention (RP). Primary outcomes included substance use and self-reported and clinician-rated PTSD symptoms. RESULTS: At baseline, AA participants were significantly older, reported greater substance and alcohol use, and tended to report higher PTSD severity than White participants. AA participants evidenced greater decreases in substance and alcohol use during treatment, but greater increases in substance and alcohol use during follow-up as compared to White participants. All participants decreased alcohol consumption during treatment; however, AA participants in the COPE condition and White participants in the RP condition evidenced the steepest decreases in average number of drinks per drinking day (DDD) during treatment. Additionally, White participants receiving RP reported greater increases in DDD during follow-up compared to AA participants. CONCLUSION: Overall, integrated treatment for co-occurring SUD/PTSD was effective for both AA and White participants; however, some important differences emerged by ethnoracial group. Findings suggest that greater attention to race and ethnicity is warranted to better understand the needs of diverse patients with SUD/PTSD and to optimize treatment outcomes.

Temporal dynamics of symptom change among veterans receiving an integrated treatment for posttraumatic stress disorder and substance use disorders.

The present study examined temporal patterns of symptom change during treatment for comorbid posttraumatic stress disorders (PTSD) and substance use disorders (SUDs). We hypothesized that PTSD symptom severity would predict subsequent-session substance use and that this association would be particularly strong among patients who received an integrated treatment versus SUD-only treatment. Participants were 81 United States military veterans with current PTSD and an SUD who were enrolled in a 12-week, randomized controlled trial examining the efficacy of an integrated treatment called Concurrent Treatment of PTSD and Substance Use Disorders Using Prolonged Exposure (COPE) compared with cognitive behavioral relapse prevention therapy (RP). Lagged multilevel models indicated that PTSD symptom improvement did not significantly predict the likelihood of next-session substance use (likelihood of use: B = 0.03, SE = 0.02, p = .141; percentage of days using B = -0.02, SE = 0.01, p = .172. Neither substance use, B = 1.53, SE = 1.79, p = .391, nor frequency of use, B = 0.26, SE = 0.50, p = .612, predicted next-session PTSD symptom severity in either treatment condition. Stronger associations between PTSD symptoms and next-session substance use were expected given the self-medication hypothesis. Additional research is needed to better understand the temporal dynamics of symptom change as well as the specific mediators and mechanisms underlying symptom change.

Laboratory-induced stress and craving predict opioid use during follow-up among individuals with prescription opioid use disorder.

BACKGROUND: Opioid use disorder (OUD) remains a public health crisis in the USA. Although stress and craving are common precipitants of substance use, no research to date has investigated the impact of laboratory-induced stress and craving on subsequent opioid use. METHOD: Participants (N = 31) were individuals with prescription OUD who completed a human laboratory study followed by a one-month follow-up visit. Participants were randomly assigned to either a stress task (i.e., Trier Social Tress Task; TSST) or a no-stress condition, and then all participants completed an opioid cue paradigm. Measures of subjective (e.g., stress, craving), and neuroendocrine (e.g., cortisol, dehydroepiandrosterone) reactivity were assessed before and after each task. Survival and regression models tested the association between reactivity to the laboratory tasks and a) time to first opioid use and b) amount of opioid use during follow-up. RESULTS: On average, participants first used opioids 3.65 (SD = 2.08) days following the study. Craving after the opioid cue paradigm (B = 0.44, Exp(B) = 1.55, 95 % CI [1.06, 2.28], p = .02) and after the TSST/no-stress condition plus opioid cue paradigm (B = 1.06, Exp(B) = 2.88, 95 % CI [1.70, 4.85], p < .001) predicted time to first use. Additionally, there was a significant interaction between randomization to the TSST, stress reactivity, and amount of opioids used. CONCLUSIONS: Findings demonstrate that elevated cue-induced craving, either in the context of a stressor or not, is associated with shortened time to opioid use, whereas stress reactivity impacts the amount of opioids consumed. Preliminary findings add to the literature on stress, craving and opioid use and implicate treatment.

N-acetylcysteine for the treatment of comorbid alcohol use disorder and posttraumatic stress disorder: Design and methodology of a randomized clinical trial.

Alcohol use disorder (AUD) and posttraumatic stress disorder (PTSD) are two prevalent psychiatric conditions in the U.S. The co-occurrence of AUD and PTSD is also common, and associated with a more severe clinical presentation and worse treatment outcomes across the biopsychosocial spectrum (e.g., social and vocational functioning, physical health) as compared to either disorder alone. Despite the high co-occurrence and negative outcomes, research on effective medications for AUD/PTSD is sparse and there is little empirical evidence to guide treatment decisions. The study described in this paper addresses this knowledge gap by testing the efficacy of N-acetylcysteine (NAC) in reducing alcohol use and PTSD symptoms. Animal studies and prior clinical research suggest a role for NAC in the treatment of substance use disorders and PTSD via glutamate modulation. NAC is a cysteine pro-drug that stimulates the cystine-glutamate exchanger, normalizes glial glutamate transporters, and restores glutamatergic tone on presynaptic receptors in reward regions of the brain. Moreover, NAC is available over-the-counter, has a long-established safety record, and does not require titration to achieve the target dose. This paper describes the rationale, study design, and methodology of a 12-week, randomized, double-blind, placebo-controlled trial of NAC (2400 mg/day) among adults with co-occurring AUD and PTSD. Functional magnetic resonance imaging (fMRI) and proton magnetic resonance spectroscopy (1H-MRS) are utilized to investigate the neural circuitry and neurochemistry underlying comorbid AUD/PTSD and identify predictors of treatment outcome. This study is designed to determine the efficacy of NAC in the treatment of co-occurring AUD/PTSD and provide new information regarding mechanisms of action implicated in co-occurring AUD/PTSD.

Substance use disorders in military veterans: prevalence and treatment challenges.

Substance use disorders (SUDs) are a significant problem among our nation's military veterans. In the following overview, we provide information on the prevalence of SUDs among military veterans, clinical characteristics of SUDs, options for screening and evidence-based treatment, as well as relevant treatment challenges. Among psychotherapeutic approaches, behavioral interventions for the management of SUDs typically involve short-term, cognitive-behavioral therapy interventions. These interventions focus on the identification and modification of maladaptive thoughts and behaviors associated with increased craving, use, or relapse to substances. Additionally, client-centered motivational interviewing approaches focus on increasing motivation to engage in treatment and reduce substance use. A variety of pharmacotherapies have received some support in the management of SUDs, primarily to help with the reduction of craving or withdrawal symptoms. Currently approved medications as well as treatment challenges are discussed.

A randomized, double-blind, placebo-controlled clinical trial of acamprosate in alcohol-dependent individuals with bipolar disorder: a preliminary report.

BACKGROUND: Alcohol use disorders commonly co-occur with bipolar disorder and are associated with a more severe course of bipolar illness, yet treatment research in this important clinical population is scarce. The current study assessed the effects of acamprosate on alcohol use and mood symptoms in subjects with co-occurring bipolar disorder and active alcohol dependence. METHODS: Thirty-three adults meeting criteria for bipolar I or bipolar II disorder and current alcohol dependence were randomized to receive add-on acamprosate (1998 mg/day) or placebo while concurrently maintained on mood stabilizing medications. Participants were assessed weekly for frequency and quantity of alcohol consumption and general clinical severity for eight weeks. Depressive symptoms, manic symptoms, and alcohol craving were assessed biweekly. Biomarkers of alcohol use were assessed at study baseline and endpoint. RESULTS: Of the 33 subjects randomized, 23 (69.7%) completed all active phase visits. Over the trial as a whole, no statistically significant treatment differences were detected in drinking outcomes. Post-hoc analysis revealed lower Clinical Global Impression scores of substance use severity in acamprosate-treated participants in weeks 7-8 of the trial. No significant differences in depressive symptoms, manic symptoms, or adverse events were observed between groups. CONCLUSIONS: Acamprosate was well-tolerated, with no worsening of depressive or manic symptoms, and appeared to confer some clinical benefit in study completers in the last two weeks of the trial. Larger studies of longer duration are required to fully explore the utility of acamprosate in this population.

Impact of depressive symptoms on future alcohol use in patients with co-occurring bipolar disorder and alcohol dependence: a prospective analysis in an 8-week randomized controlled trial of acamprosate.

BACKGROUND: Bipolar disorders and alcohol use disorders commonly co-occur, yet little is known about the proximal impact of bipolar symptoms on alcohol use in patients with this comorbidity. The present study examined the impact of depressive symptoms and alcohol craving on proximal alcohol use in patients with co-occurring bipolar disorder and alcohol dependence. METHODS: Data were collected during an 8-week randomized controlled trial of acamprosate for individuals with co-occurring bipolar disorder and alcohol dependence (n = 30). Depressive symptoms and alcohol craving were assessed biweekly using the Montgomery Asberg Depression Rating Scale (MADRS) and the Obsessive Compulsive Drinking Scale (OCDS), respectively. Daily alcohol use data were available via administration of the Time-line Follow-back interview at baseline and at subsequent weekly study visits. Correlational analyses and hidden Markov modeling were used to examine the prospective relationships between depressive symptoms, alcohol craving, and alcohol use. RESULTS: Depressive symptoms and alcohol craving were significantly correlated with proximal (i.e., 1 week later) alcohol use across a variety of alcohol consumption summary measures. In hidden Markov models, depressive symptoms (OR = 1.3, 95% credible interval = [1.1, 1.5]) and alcohol craving (OR = 1.6, 95% credible interval = [1.4, 1.9]) significantly predicted transitioning from a light to a heavy drinking state, or remaining in a heavy drinking state. CONCLUSIONS: The results from the present study suggest that depressive symptoms and alcohol craving increase proximal risk for alcohol use in individuals with co-occurring bipolar and alcohol use disorders.

Comorbid anxiety disorders and baseline medication regimens predict clinical outcomes in individuals with co-occurring bipolar disorder and alcohol dependence: Results of a randomized controlled trial.

Despite the high prevalence and detrimental impact of alcoholism on bipolar patients, the diagnostic and treatment factors associated with better or worse clinical outcomes in alcohol-dependent patients with bipolar disorder are not well understood. The present study investigated the prospective impact of baseline psychiatric comorbidities and treatment regimens on clinical outcomes in bipolar alcoholics. Data were drawn from an 8-week randomized controlled clinical trial of acamprosate for individuals (n=30) with co-occurring bipolar disorder and alcohol dependence. Depressive and manic symptoms, and alcohol craving and consumption were monitored longitudinally using standardized instruments. Path analysis was used to estimate the prospective associations between patient characteristics and outcomes. More than 50% of patients were diagnosed with at least one anxiety (76.7%) or drug dependence disorder (60.0%). Comorbid anxiety disorders were prospectively associated with increased depressive symptoms and alcohol use. Participants were prescribed an average of 2.6 psychotropic medications at baseline. Antipsychotics and anticonvulsants were prospectively associated with increased alcohol use; anticonvulsants and benzodiazepines were associated with increased alcohol craving. Antidepressants were associated with increased depressive symptoms. Conversely, lithium was associated with decreased alcohol craving and depressive symptoms. The findings from the present study suggest areas for future research in this population.

Predictors of clinical trial dropout in individuals with co-occurring bipolar disorder and alcohol dependence.

BACKGROUND: Individuals with co-occurring bipolar disorder and alcohol dependence have particularly low rates of retention in clinical trials. Past research has identified a variety of factors associated with dropout in this population, but few have been replicated. The present study investigated the ability of several baseline variables to predict clinical trial dropout in a sample of individuals with co-morbid bipolar and alcohol use disorders. METHODS: Demographics, psychiatric diagnoses, recent alcohol use, mood pathology, and risk taking behavior (measured with the Balloon Analogue Risk Task) were evaluated as predictors of dropout from a randomized clinical trial of acamprosate for individuals with co-morbid bipolar and alcohol use disorders (n=30) using stepwise logistic regression. RESULTS: Risk taking behavior was the only significant predictor of dropout in the present study (OR=1.44, p=0.03); opiate dependence marginally predicted dropout as well (OR=13.46, p=0.08). A model consisting of these predictors, as well as acamprosate group status (p=0.13), provided excellent prediction of dropout (i.e., area under the ROC curve=0.94; R(2)=0.53). CONCLUSIONS: Given the robust relationship between risk taking and dropout in the present study, the Balloon Analogue Risk Task may represent a valuable tool for researchers to predict who will drop out of clinical trials for comorbid bipolar and substance use disorders.