AIMC Topic: Psychotherapy

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Practice-Oriented Research: An Introduction to New Developments and Future Directions.

Administration and policy in mental health Apr 3, 2024
Aimed at understanding and improving psychological therapies as they are conducted in clinical routine, practice-oriented research (POR) is now a well-established approach to the scientific foundations of mental health care services. Resting on the a...
Humans Artificial Intelligence Mental Health Services Health Services Research Evidence-Based Practice Implementation Science Psychotherapy Program Evaluation
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Decoding emotions: Exploring the validity of sentiment analysis in psychotherapy.

Psychotherapy research : journal of the Society for Psychotherapy Research Feb 28, 2024
OBJECTIVE: Given the importance of emotions in psychotherapy, valid measures are essential for research and practice. As emotions are expressed at different levels, multimodal measurements are needed for a nuanced assessment. Natural Language Process...
Reproducibility of Results Young Adult Adult Humans Female Psychotherapy Emotions Natural Language Processing Male Middle Aged
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Qhali: A Humanoid Robot for Assisting in Mental Health Treatment.

Sensors (Basel, Switzerland) Feb 18, 2024
In recent years, social assistive robots have gained significant acceptance in healthcare settings, particularly for tasks such as patient care and monitoring. This paper offers a comprehensive overview of the expressive humanoid robot, Qhali, with a...
Robotics Psychotherapy Humans Mental Health Emotions Software
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Leveraging natural language processing to study emotional coherence in psychotherapy.

Psychotherapy (Chicago, Ill.) Jan 18, 2024
The association between emotional experience and expression, known as emotional coherence, is considered important for individual functioning. Recent advances in natural language processing (NLP) make it possible to automatically recognize verbally e...
Psychotherapy Professional-Patient Relations Expressed Emotion Emotions Natural Language Processing Humans
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Psychotherapy, artificial intelligence and adolescents: ethical aspects.

Journal of preventive medicine and hygiene Jan 1, 2024
Artificial intelligence (AI) has rapidly advanced in various domains, including its application in psychotherapy. AI-powered psychotherapy tools present promising solutions for increasing accessibility to mental health care. However, the integration ...
Psychotherapy Schools Humans Patient Safety Health Facilities Artificial Intelligence Adolescent
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Predicting treatment response using machine learning: A registered report.

The British journal of clinical psychology Dec 18, 2023
OBJECTIVE: Previous research on psychotherapy treatment response has mainly focused on outpatients or clinical trial data which may have low ecological validity regarding naturalistic inpatient samples. To reduce treatment failures by proactively scr...
Inpatients Psychotherapy Pre-Registration Publication Machine Learning Outcome Assessment, Health Care Female Severity of Illness Index Young Adult Treatment Outcome Male Adult Humans Middle Aged Aged
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Machine Learning Facial Emotion Classifiers in Psychotherapy Research: A Proof-of-Concept Study.

Psychopathology Nov 27, 2023
BACKGROUND: New advances in the field of machine learning make it possible to track facial emotional expression with high resolution, including micro-expressions. These advances have promising applications for psychotherapy research, since manual cod...
Borderline Personality Disorder Facial Expression Proof of Concept Study Emotions Psychotherapy Male Machine Learning Middle Aged Humans Female Young Adult Treatment Outcome Adult
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A Tutorial Introduction to Heterogeneous Treatment Effect Estimation with Meta-learners.

Administration and policy in mental health Nov 3, 2023
Psychotherapy has been proven to be effective on average, though patients respond very differently to treatment. Understanding which characteristics are associated with treatment effect heterogeneity can help to customize therapy to the individual pa...
Humans Psychotherapy Treatment Effect Heterogeneity Machine Learning Algorithms
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Psychotherapy and Artificial Intelligence.

Journal of psychiatric practice Nov 1, 2023
This column explores the challenges involved in providing psychotherapy through artificial intelligence. It reviews artificial intelligence's capacity across schools of therapy to address relevant issues related to privacy, the use of technical inter...
Humans Psychotherapy Artificial Intelligence
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[Digitization and Machine Learning in Psychotherapy Research and Clinical Practice - Potentials and Problems].

Psychotherapie, Psychosomatik, medizinische Psychologie Oct 4, 2023
Humans Psychotherapy Machine Learning
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