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Empowering Mental Health Monitoring Using a Macro-Micro Personalization Framework for Multimodal-Multitask Learning: Descriptive Study
Empowering Mental Health Monitoring Using a Macro-Micro Personalization Framework for Multimodal-Multitask Learning: Descriptive Study
Background: The field of mental health technology presently has significant gaps that need addressing, particularly in the...
Large Language Models for Mental Health Applications: Systematic Review
Large Language Models for Mental Health Applications: Systematic Review
Background: Large language models (LLMs) are advanced artificial neural networks trained on extensive datasets to accurate...
Digital Phenotyping of Mental and Physical Conditions: Remote Monitoring of Patients Through RADAR-Base Platform
Digital Phenotyping of Mental and Physical Conditions: Remote Monitoring of Patients Through RADAR-Base Platform
Background: The integration of digital biomarkers and remote patient monitoring offers valuable and timely insights into a...
Automated Real-Time Tool for Promoting Crisis Resource Use for Suicide Risk (ResourceBot): Development and Usability Study
Automated Real-Time Tool for Promoting Crisis Resource Use for Suicide Risk (ResourceBot): Development and Usability Study
Background: Real-time monitoring captures information about suicidal thoughts and behaviors (STBs) as they occur and offer...
Social Media Use in Adolescents: Bans, Benefits, and Emotion Regulation Behaviors
Social Media Use in Adolescents: Bans, Benefits, and Emotion Regulation Behaviors
Social media is an integral part of adolescent’s daily lives, but the significant time adolescents invest in social media ...
Virtual Reality Exposure Therapy for Reducing School Anxiety in Adolescents: Pilot Study
Virtual Reality Exposure Therapy for Reducing School Anxiety in Adolescents: Pilot Study
Background: Virtual reality exposure therapy (VRET) is a promising treatment approach for anxiety disorders. However, whil...
Technologies for Supporting Individuals and Caregivers Living With Fetal Alcohol Spectrum Disorder: Scoping Review
Technologies for Supporting Individuals and Caregivers Living With Fetal Alcohol Spectrum Disorder: Scoping Review
Background: Fetal alcohol spectrum disorder (FASD) is a common developmental disability that requires lifelong and ongoing...
Reliability and Validity of Ecological Momentary Assessment Response Time–Based Measures of Emotional Clarity: Secondary Data Analysis
Reliability and Validity of Ecological Momentary Assessment Response Time–Based Measures of Emotional Clarity: Secondary Data Analysis
Background: Emotional clarity has often been assessed with self-report measures, but efforts have also been made to measur...
Exploring the Efficacy of Large Language Models in Summarizing Mental Health Counseling Sessions: Benchmark Study
Exploring the Efficacy of Large Language Models in Summarizing Mental Health Counseling Sessions: Benchmark Study
Background: Comprehensive session summaries enable effective continuity in mental health counseling, facilitating informed...
Impact of Digital Inclusion Initiative to Facilitate Access to Mental Health Services: Service User Interview Study
Impact of Digital Inclusion Initiative to Facilitate Access to Mental Health Services: Service User Interview Study
Background: Digital exclusion, characterized by a lack of access to digital technology, connectivity, or digital skills, d...
The Opportunities and Risks of Large Language Models in Mental Health
The Opportunities and Risks of Large Language Models in Mental Health
Global rates of mental health concerns are rising and there is increasing realization that existing models of mental healt...
Acceptability and Engagement of a Smartphone-Delivered Interpretation Bias Intervention in a Sample of Black and Latinx Adults: Open Trial
Acceptability and Engagement of a Smartphone-Delivered Interpretation Bias Intervention in a Sample of Black and Latinx Adults: Open Trial
Background: Access to evidence-based interventions is urgently required, especially for individuals of minoritized identit...
Behavior Change Techniques Within Digital Interventions for the Treatment of Eating Disorders: Systematic Review and Meta-Analysis
Behavior Change Techniques Within Digital Interventions for the Treatment of Eating Disorders: Systematic Review and Meta-Analysis
Background: Previous systematic reviews of digital eating disorder interventions have demonstrated effectiveness at improv...
Large Language Models Versus Expert Clinicians in Crisis Prediction Among Telemental Health Patients: Comparative Study
Large Language Models Versus Expert Clinicians in Crisis Prediction Among Telemental Health Patients: Comparative Study
Background: Due to recent advances in artificial intelligence, large language models (LLMs) have emerged as a powerful too...
The Effect of Explicit Suicide Language in Engagement With a Suicide Prevention Search Page Help-Seeking Prompt: Nonrandomized Trial
The Effect of Explicit Suicide Language in Engagement With a Suicide Prevention Search Page Help-Seeking Prompt: Nonrandomized Trial
Background: Given that signage, messaging, and advertisements (ads) are the gateway to many interventions in suicide preve...
The Urgent Need for an Evidence-Based Digital Mental Health Practice Model of Care for Youth
The Urgent Need for an Evidence-Based Digital Mental Health Practice Model of Care for Youth
Australian providers of mental health services and support for young people include private and public allied health provi...
Translating Suicide Safety Planning Components Into the Design of mHealth App Features: Systematic Review
Translating Suicide Safety Planning Components Into the Design of mHealth App Features: Systematic Review
Background: Suicide safety planning is an evidence-based approach used to help individuals identify strategies to keep the...
Effectiveness of Virtual Reality–Based Well-Being Interventions for Stress Reduction in Young Adults: Systematic Review
Effectiveness of Virtual Reality–Based Well-Being Interventions for Stress Reduction in Young Adults: Systematic Review
Background: Adolescents can be especially vulnerable to various stressors as they are still in their formative years and t...
The Implementation of Recommender Systems for Mental Health Recovery Narratives: Evaluation of Use and Performance
The Implementation of Recommender Systems for Mental Health Recovery Narratives: Evaluation of Use and Performance
Background: Recommender systems help narrow down a large range of items to a smaller, personalized set. NarraGive is a fir...
Digital Tools to Facilitate the Detection and Treatment of Bipolar Disorder: Key Developments and Future Directions
Digital Tools to Facilitate the Detection and Treatment of Bipolar Disorder: Key Developments and Future Directions
Bipolar disorder (BD) impacts over 40 million people around the world, often manifesting in early adulthood and substantia...
Studies of Social Anxiety Using Ambulatory Assessment: Systematic Review
Studies of Social Anxiety Using Ambulatory Assessment: Systematic Review
Background: There has been an increased interest in understanding social anxiety (SA) and SA disorder (SAD) antecedents an...
Digital Cognitive Assessment Tests for Older Adults: Systematic Literature Review
Digital Cognitive Assessment Tests for Older Adults: Systematic Literature Review
Background: The global health pandemic has affected the increasing older adult population, especially those with mental il...
Self-Guided Mental Health Apps Targeting Racial and Ethnic Minority Groups: Scoping Review
Self-Guided Mental Health Apps Targeting Racial and Ethnic Minority Groups: Scoping Review
Background: The use of mental health apps (MHAs) is increasing rapidly. However, little is known about the use of MHAs by ...