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Illusory generalizability of clinical prediction models

The results suggest that models predicting treatment outcomes in schizophrenia are highly context-dependent and may have limited generalizability, and a central promise of artificial intelligence in healthcare is that large datasets can be mined to predict and identify the best course of care for future patients.
Science (opens in a new tab)

Assessing the impact of a comprehensive mental health program on frontline health service workers

Overall, this evaluation suggests that accessible, proactive, and comprehensive mental health benefits for frontline health services workers can lead to positive clinical and workplace outcomes.
PDF (opens in a new tab)

We Built it, But Did They Come: Veterans’ Use of VA Healthcare System-Provided Complementary and Integrative Health Approaches

Veterans’ use of some approaches rapidly grew recently and was robust, especially among patients most in need, and patients having chronic musculoskeletal pain, obesity, anxiety, depression, or PTSD were more likely than others to use each of the approaches.
Springer Nature (opens in a new tab)

Clinical and Financial Outcomes Associated With a Workplace Mental Health Program Before and During the COVID-19 Pandemic

Results of this study suggest that employer-sponsored, evidence-based workplace mental health programs can be beneficial for both employers and employees.
PubMed (opens in a new tab)

Pilot Evaluation of a Mental Wellness Chatbot for Depression and Anxiety: User Experience and Early Clinical Outcomes from a Mixed-Methods Study (Preprint)

Publisher (opens in a new tab)

Accelerated Recovery from Posttraumatic Stress Disorder in a Structured Outpatient Specialty Care Model: A Matched Cohort Study

Under routine outpatient conditions, a structured SC model was associated with accelerated PTSD recovery, suggesting that reorganization of outpatient delivery may improve real-world outcomes.
Publisher (opens in a new tab)

Trends in Utilization and Health Care Spending After Implementation of a Comprehensive Behavioral Health Program

Expanding timely access to integrated behavioral health services can reduce total medical spending and shift care earlier in the continuum, particularly when delivered through a scalable, digitally-enabled platform.
Publisher (opens in a new tab)

AI-Enabled Continuous Care Features in Real-World Psychotherapy: Treatment Engagement and Clinical Outcomes

In this real-world evaluation, access to AI-enabled continuous care features embedded within routine psychotherapy delivery was associated with incremental improvements in treatment engagement and clinical outcomes beyond psychotherapy alone, and effects were modest.
Publisher (opens in a new tab)

Mental Health Service Use and Equity in a Comprehensive Employer-Sponsored Benefit Program: A Retrospective Cohort Study.

The benefit program was associated with more equitable care initiation and reduced socioeconomic disparities in engagement relative to traditional plans, and program users also experienced significant clinical improvements across deprivation levels.
PubMed (opens in a new tab)

Crisis Outreach, Treatment Engagement, and Outcomes After Suicide Risk Screening in a Comprehensive Mental Health Platform.

Timely outreach following suicide risk screening was associated with improved treatment access, sustained treatment engagement, and symptom reduction and supported technology-enabled crisis outreach within a comprehensive mental health platform as a scalable strategy for early suicide intervention and care continuity.
PubMed (opens in a new tab)
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