AIMC Topic: Psychotherapy

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Enhancing the quality of cognitive behavioral therapy in community mental health through artificial intelligence generated fidelity feedback (Project AFFECT): a study protocol.

BMC health services research Sep 20, 2022
BACKGROUND: Each year, millions of Americans receive evidence-based psychotherapies (EBPs) like cognitive behavioral therapy (CBT) for the treatment of mental and behavioral health problems. Yet, at present, there is no scalable method for evaluating...
Humans Artificial Intelligence United States Mental Health Psychotherapy Feedback Cognitive Behavioral Therapy
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Construction and Analysis of Emotion Recognition and Psychotherapy System of College Students under Convolutional Neural Network and Interactive Technology.

Computational intelligence and neuroscience Sep 17, 2022
This study's aim is to effectively establish a psychological intervention and treatment system for college students and discover and correct their psychological problems encountered in a timely manner. From the perspectives of pedagogy and psychology...
Humans Students Emotions Psychotherapy Neural Networks, Computer Technology
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Predicting first session working alliances using deep learning algorithms: A proof-of-concept study for personalized psychotherapy.

Psychotherapy research : journal of the Society for Psychotherapy Research May 30, 2022
OBJECTIVE: The aim of this proof-of-concept study is to develop a predictive model based on deep learning algorithms to predict working alliances after the first therapeutic session and to provide a basis for clinical decisions.
Psychotherapists Proof of Concept Study Professional-Patient Relations Deep Learning Psychotherapy Humans
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Conversational Artificial Intelligence in Psychotherapy: A New Therapeutic Tool or Agent?

The American journal of bioethics : AJOB Apr 1, 2022
Conversational artificial intelligence (CAI) presents many opportunities in the psychotherapeutic landscape-such as therapeutic support for people with mental health problems and without access to care. The adoption of CAI poses many risks that need ...
Psychotherapy Mental Health Humans Ethical Analysis Communication Artificial Intelligence
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Natural language processing for cognitive therapy: Extracting schemas from thought records.

PloS one Oct 18, 2021
The cognitive approach to psychotherapy aims to change patients' maladaptive schemas, that is, overly negative views on themselves, the world, or the future. To obtain awareness of these views, they record their thought processes in situations that c...
Psychotherapy Cognitive Behavioral Therapy Emotions Natural Language Processing Electronic Health Records Humans Machine Learning Depression Female Mental Health Neural Networks, Computer Cognition Algorithms Adult Male Support Vector Machine
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Chatbot-Delivered Psychotherapy for Adults With Depressive and Anxiety Symptoms: A Systematic Review and Meta-Regression.

Behavior therapy Oct 12, 2021
Although psychotherapy is a well-established treatment for depression and anxiety, chatbot-delivered psychotherapy is an emerging field that has yet to be explored in depth. This review aims to (a) examine the effectiveness of chatbot-delivered psych...
Anxiety Disorders Adult Humans Depression Psychotherapy Anxiety Software
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For whom should psychotherapy focus on problem coping? A machine learning algorithm for treatment personalization.

Psychotherapy research : journal of the Society for Psychotherapy Research May 25, 2021
OBJECTIVE: We aimed to develop and test an algorithm for individual patient predictions of problem coping experiences (PCE) (i.e., patients' understanding and ability to deal with their problems) effects in cognitive-behavioral therapy. In an outpat...
Adaptation, Psychological Cognitive Behavioral Therapy Algorithms Psychotherapy Humans Machine Learning
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Improvements to PTSD quality metrics with natural language processing.

Journal of evaluation in clinical practice May 24, 2021
RATIONALE AIMS AND OBJECTIVES: As quality measurement becomes increasingly reliant on the availability of structured electronic medical record (EMR) data, clinicians are asked to perform documentation using tools that facilitate data capture. These t...
Psychotherapy United States Department of Veterans Affairs United States Natural Language Processing Electronic Health Records Stress Disorders, Post-Traumatic Humans
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Machine Learning in Clinical Psychology and Psychotherapy Education: A Mixed Methods Pilot Survey of Postgraduate Students at a Swiss University.

Frontiers in public health Apr 9, 2021
There is increasing use of psychotherapy apps in mental health care. This mixed methods pilot study aimed to explore postgraduate clinical psychology students' familiarity and formal exposure to topics related to artificial intelligence and machine...
Psychotherapy Pilot Projects Humans Psychology, Clinical Universities Artificial Intelligence Machine Learning Surveys and Questionnaires Switzerland
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How do you feel? Using natural language processing to automatically rate emotion in psychotherapy.

Behavior research methods Mar 22, 2021
Emotional distress is a common reason for seeking psychotherapy, and sharing emotional material is central to the process of psychotherapy. However, systematic research examining patterns of emotional exchange that occur during psychotherapy sessions...
Machine Learning Language Natural Language Processing Psychotherapy Emotions Humans
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