AIMC Topic: Cognitive Behavioral Therapy

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Personalized prognostic prediction of treatment outcome for depressed patients in a naturalistic psychiatric hospital setting: A comparison of machine learning approaches.

Journal of consulting and clinical psychology Jan 1, 2020
OBJECTIVE: Research on predictors of treatment outcome in depression has largely derived from randomized clinical trials involving strict standardization of treatments, stringent patient exclusion criteria, and careful selection and supervision of st...
Depressive Disorder Hospitals, Psychiatric Antidepressive Agents Cognitive Behavioral Therapy Adolescent Treatment Outcome Humans Machine Learning Precision Medicine Male Middle Aged Reproducibility of Results Prognosis Aged Female Young Adult Adult
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Targeted prescription of cognitive-behavioral therapy versus person-centered counseling for depression using a machine learning approach.

Journal of consulting and clinical psychology Jan 1, 2020
OBJECTIVE: Depression is a highly common mental disorder and a major cause of disability worldwide. Several psychological interventions are available, but there is a lack of evidence to decide which treatment works best for whom. This study aimed to ...
Female Adult Research Design Retrospective Studies Treatment Outcome Counseling Male Primary Health Care Humans Machine Learning Cognitive Behavioral Therapy Depressive Disorder
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Quantifying the Association Between Psychotherapy Content and Clinical Outcomes Using Deep Learning.

JAMA psychiatry Jan 1, 2020
IMPORTANCE: Compared with the treatment of physical conditions, the quality of care of mental health disorders remains poor and the rate of improvement in treatment is slow, a primary reason being the lack of objective and systematic methods for meas...
Middle Aged Deep Learning Adult Male Adolescent Treatment Outcome Cognitive Behavioral Therapy Psychiatric Status Rating Scales Surveys and Questionnaires Language Female Aged Humans Young Adult Mental Disorders
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Measuring Use of Evidence Based Psychotherapy for Posttraumatic Stress Disorder in a Large National Healthcare System.

Administration and policy in mental health Jul 1, 2018
To derive a method of identifying use of evidence-based psychotherapy (EBP) for post-traumatic stress disorder (PTSD), we used clinical note text from national Veterans Health Administration (VHA) medical records. Using natural language processing, w...
Stress Disorders, Post-Traumatic Psychotherapy, Group United States Family Therapy United States Department of Veterans Affairs Humans Algorithms Implosive Therapy Veterans Natural Language Processing Retrospective Studies Machine Learning Evidence-Based Medicine Psychotherapy Cognitive Behavioral Therapy
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Artificial intelligence. The synthetic therapist.

Science (New York, N.Y.) Jul 17, 2015
Cognitive Behavioral Therapy Humans Speech Recognition Software Psychology, Clinical Artificial Intelligence Virtual Reality Exposure Therapy
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