Psychiatric services最新文献

Objective: Counselor assessment of suicide risk is one key component of crisis counseling, and standards require risk assessment in every crisis counseling conversation. Efforts to increase risk assessment frequency are limited by quality improvement tools that rely on human evaluation of conversations, which is labor intensive, slow, and impossible to scale. Advances in machine learning (ML) have made possible the development of tools that can automatically and immediately detect the presence of risk assessment in crisis counseling conversations.

Methods: To train models, a coding team labeled every statement in 476 crisis counseling calls (193,257 statements) for a core element of risk assessment. The authors then fine-tuned a transformer-based ML model with the labeled data, utilizing separate training, validation, and test data sets.

Results: Generally, the evaluated ML model was highly consistent with human raters. For detecting any risk assessment, ML model agreement with human ratings was 98% of human interrater agreement. Across specific labels, average F1 (the harmonic mean of precision and recall) was 0.86 at the call level and 0.66 at the statement level and often varied as a result of a low base rate for some risk labels.

Conclusions: ML models can reliably detect the presence of suicide risk assessment in crisis counseling conversations, presenting an opportunity to scale quality improvement efforts.

Objective: The authors compared the engagement, clinical outcomes, and adverse events of text or voice message-based psychotherapy (MBP) versus videoconferencing-based psychotherapy (VCP) among adults with depression.

Methods: The study used a sequential multiple-assignment randomized trial design with data drawn from phase 1 of a two-phase small business innovation research study. In total, 215 adults (ages ≥18 years) with depression received care from Talkspace, a digital mental health care company. Participants were initially randomly assigned to receive either asynchronous MBP or weekly VCP. All therapists provided evidence-based treatments such as cognitive-behavioral therapy. After 6 weeks of treatment, participants whose condition did not show a response on the Patient Health Questionnaire-9 or was rated as having not improved on the Clinical Global Impressions scale were randomly reassigned to receive either weekly VCP plus MBP or monthly VCP plus MBP. Longitudinal mixed-effects models with piecewise linear time trends applied to multiple imputed data sets were used to address missingness of data.

Results: Participants who were initially assigned to the MBP condition engaged with their therapists over more weeks than did participants in the VCP condition (7.8 weeks for MBP vs. 4.9 weeks for VCP; p<0.001). No meaningful differences were observed between the two groups in rates of change by 6 or 12 weeks for depression, anxiety, disability, or global ratings of improvement. Neither treatment resulted in any adverse events.

Conclusions: MBP appears to be a viable alternative to VCP for treating adults with depression.

Objective: Digital substance use treatment programs present an opportunity to provide nonresidential care for people with problematic substance use. In June 2021, the provincial government in Ontario provided free access to Breaking Free Online (BFO), a digital behavioral change program for people with substance use disorders.

Methods: An observational study was conducted with retrospective data to characterize clients' use and engagement patterns in BFO and examine changes in self-reported outcomes.

Results: In total, 6,370 individuals registered for BFO between June 2021 and October 2022, of whom 3,650 completed the intake assessment. Most of these clients were self-referred (64%), with 37% having been referred by health service providers. More than one-half of the clients (52%) resided in Ontario West or East regions. Support for addressing problematic alcohol use was the most requested program (40%). By October 2022, about 44% of the clients had completed between one and four of 12 program strategies. Analysis revealed significant changes in pre-post scores across four validated scales (p<0.001), indicating a decrease in anxiety and depression, an increase in quality of life, an improvement in recovery progression, and a decrease in severity of symptoms associated with substance use disorders.

Conclusions: BFO clients with higher completion rates had the most improvement across the scales used; however, clients with lower and medium completion rates also had improvements. Because of the shame and stigma associated with substance use, digital supports with low barriers to entry can help support the autonomy, privacy, and preferences of individuals seeking help for problematic substance use.

Objective: Stigma toward individuals with schizophrenia and psychosis has been widely studied in the general population, but research on Spanish-language news media coverage of these mental disorders in the Latinx population is limited. The authors aimed to examine how schizophrenia and psychosis are commonly presented in U.S. Spanish-language news media, focusing on stigmatizing stereotypes, recovery themes, and the use of best practices for reporting on mental health issues.

Methods: A content analysis was conducted of reports from two leading U.S. Spanish-language news outlets, Univision and Telemundo, and from the newspaper database U.S. Hispanic Newsstream. The searches included articles published from August 1, 2012, to August 1, 2022, and included keywords related to schizophrenia and psychosis.

Results: In total, 108 news articles were identified and coded. Several types of stigmatizing stereotypes were observed, including portraying a person with schizophrenia or psychosis as violent, suicidal, incompetent, or weak. Only 20 news articles included at least one recovery theme, with educational information about schizophrenia or psychosis being the most common. Most articles used person-first language when referring to people with these conditions, but few articles included information about treatment options or where and how to seek mental health care.

Conclusions: More studies should emphasize the importance of U.S. Spanish-language news outlets offering linguistically and culturally appropriate information on treatment options and where and how to access mental health care. Studies focusing on recovery and treatment for schizophrenia and psychosis are needed to combat public mental health stigma in the Latinx population.

Objective: Certified community behavioral health clinics (CCBHCs) are designed to provide comprehensive care for individuals with co-occurring mental and substance use disorders. The authors classified outpatient mental health treatment facilities on the basis of provision of services for clients with co-occurring disorders and assessed whether CCBHCs differed from other outpatient mental health facilities in services provided.

Methods: The authors used latent class analysis to identify distinct services for clients with co-occurring disorders in 5,692 outpatient mental health facilities in the 2021 National Substance Use and Mental Health Services Survey. Nine indicators were included: treatment for clients with substance or alcohol use disorder co-occurring with serious mental illness or serious emotional disturbance, specialized programs or groups for such clients, medication-assisted treatment (MAT) for alcohol use disorder, MAT for opioid use disorder, detoxification, individual counseling, group counseling, case management, and 12-step groups. A multinomial logistic regression was used to estimate whether CCBHCs were associated with any identified classes after analyses controlled for facility characteristics.

Results: A four-class solution provided a model with the best fit, comprising comprehensive services (23.4%), case management services (17.7%), counseling and self-help services (58.6%), and professional services (4.3%). Regressing class membership on facility type and covariates, the authors found that compared with community mental health clinics (CMHCs), CCBHCs were more likely to belong to the comprehensive services class than to the case management services, counseling and self-help services, and professional services classes.

Conclusions: CCBHCs were more likely than other outpatient programs to offer comprehensive care, and CCBHC status of a CMHC facilitated enhanced service provisions.

Social media platforms are communication forums with potential benefits and disadvantages for youths' mental health. In this column, the author focuses on two main themes. First, recognizing the need for carefully crafted interventions, the author advocates for the use of crowdsourcing platforms to test and refine social media-based video content. These platforms enable the development of engaging, safe, and stigma-reducing videos tailored to meet the needs of diverse youths. Second, the author proposes the establishment of strategic frameworks designed to empower youths to produce and share these videos effectively, enhancing the positive effect of social media on mental health discourse.

The authors examined the feasibility and impact of a therapist-driven outreach program on depression outcomes in a primary care clinic. Patients with a diagnosis of depression but missing a 1-year follow-up Patient Health Questionnaire-9 (PHQ-9) screening were rescreened via telephone. Eligible patients (N=241) were contacted, and implementation rates and outcomes, along with feasibility, were assessed. Of the patients contacted, 47% indicated a depression response (reduction in PHQ-9 score of ≥50%), and 33% met remission criteria (PHQ-9 score <5). PHQ-9 scores decreased by approximately 7 points (p<0.001). This project may have helped to improve depression symptoms and remission rates for patients of the clinic and to facilitate patient reengagement with treatment.

Objective: The authors sought to determine whether providing recipients of supported employment with individual budgets from which they could purchase employment-related goods and services would improve employment and financial outcomes.

Methods: Sixty study participants were recruited from an individual placement and support (IPS) program and randomly assigned (1:1) to receive IPS services only (N=32) or IPS services with a 12-month $950 flexible fund called a career account (N=28). Participants receiving IPS and a career account met with staff who helped them identify employment goals and create a budget for purchases directly tied to these goals. The primary outcome was competitive employment; secondary outcomes included job tenure, days worked, total earnings, and financial well-being. Outcomes were analyzed by using adjusted generalized linear models (GLMs) with binary logistic, negative binomial, and linear distributions.

Results: The proportion of participants who achieved competitive employment was largely similar for those in the career account+IPS group (54%) and in the IPS-only group (47%). However, the GLM analysis revealed that career account+IPS participants had significantly longer job tenure, more total days of employment, and higher total earnings than IPS-only participants. Feelings of financial well-being increased significantly among career account participants, whereas financial well-being declined among control participants. The amount of career account dollars participants spent was positively and significantly associated with longer job tenure, more days employed, and higher total earnings.

Conclusions: Combining flexible funds with IPS-supported employment achieved some superior outcomes compared with IPS only. Further research is needed to assess the longer-term effects of this practice and its cost-effectiveness.

Attention to inclusivity and equity in health research and clinical practice has grown in recent years; however, coordinated specialty care (CSC) for early psychosis lags in efforts to improve equity despite evidence of ongoing disparities and inequities in CSC care. This Open Forum argues that marginalization and disparities in early psychosis research and clinical care are interrelated, and the authors provide suggestions for paths forward. Commitment to equity and justice demands recentering the perspectives of those most affected by early psychosis services and investing in the integration of historically excluded perspectives across all aspects of practice, policy, and research.