AIMC Topic: Psychotherapy
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Considering the Role of Human Empathy in AI-Driven Therapy.
JMIR mental health
Jun 11, 2024
Recent breakthroughs in artificial intelligence (AI) language models have elevated the vision of using conversational AI support for mental health, with a growing body of literature indicating varying degrees of efficacy. In this paper, we ask when, ...
The Artificial Third: A Broad View of the Effects of Introducing Generative Artificial Intelligence on Psychotherapy.
JMIR mental health
May 23, 2024
This paper explores a significant shift in the field of mental health in general and psychotherapy in particular following generative artificial intelligence's new capabilities in processing and generating humanlike language. Following Freud, this li...
Study of a PST-trained voice-enabled artificial intelligence counselor for adults with emotional distress (SPEAC-2): Design and methods.
Contemporary clinical trials
May 18, 2024
BACKGROUND: Novel and scalable psychotherapies are urgently needed to address the depression and anxiety epidemic. Leveraging artificial intelligence (AI), a voice-based virtual coach named Lumen was developed to deliver problem solving treatment (PS...
Using machine learning to increase access to and engagement with trauma-focused interventions for posttraumatic stress disorder.
The British journal of clinical psychology
May 7, 2024
BACKGROUND: Post-traumatic stress disorder (PTSD) poses a global public health challenge. Evidence-based psychotherapies (EBPs) for PTSD reduce symptoms and improve functioning (Forbes et al., Guilford Press, 2020, 3). However, a number of barriers t...
A machine learning personalized treatment rule to optimize assignment to psychotherapies for grief among veterans.
Journal of affective disorders
May 7, 2024
BACKGROUND: Complex grief patterns are associated with significant suffering, functional impairments, health and mental health problems, and increased healthcare use. This burden may be even more pronounced among veterans. Behavioral Activation and T...
Predicting post-treatment symptom severity for adults receiving psychological therapy in routine care for generalised anxiety disorder: a machine learning approach.
Psychiatry research
Apr 9, 2024
Approximately half of generalised anxiety disorder (GAD) patients do not recover from first-line treatments, and no validated prediction models exist to inform individuals or clinicians of potential treatment benefits. This study aimed to develop and...
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...
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...
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...
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...
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