Annual review of clinical psychology
-
Annu Rev Clin Psychol · May 2018
ReviewMachine Learning Approaches for Clinical Psychology and Psychiatry.
Machine learning approaches for clinical psychology and psychiatry explicitly focus on learning statistical functions from multidimensional data sets to make generalizable predictions about individuals. The goal of this review is to provide an accessible understanding of why this approach is important for future practice given its potential to augment decisions associated with the diagnosis, prognosis, and treatment of people suffering from mental illness using clinical and biological data. ⋯ A selective literature review is then presented aiming to reinforce the usefulness of machine learning methods and provide evidence of their potential. In the context of promising initial results, the current limitations of machine learning approaches are addressed, and considerations for future clinical translation are outlined.
-
Annu Rev Clin Psychol · May 2018
ReviewSocial Security and Disability Due to Mental Impairment in Adults.
The Social Security Administration (SSA) oversees two disability programs, Social Security Disability Insurance (SSDI) and Supplemental Security Income (SSI). Adults with mental impairments represent a very large component of the programs. Policy makers and SSA are concerned about the accuracy of disability determination and also about low levels of labor force participation among individuals with disabilities. ⋯ SSA has sponsored several demonstration research programs focusing on improving the accuracy of disability determination and on interventions in supported employment to return individuals with mental impairments to competitive employment. This article reviews the demonstration research focused on both entry into the disability system (at the "front door") and potential exit from it (through the "back door"). All of the research holds promise to "right-size" the SSA disability program.