Designing Human-Centered AI for Mental Health: Developing Clinically Relevant Applications for Online CBT Treatment

The promise of machine learning in predicting treatment outcomes in psychiatry

(2021) Adam M. Chekroud et al.   World Psychiatry

Internet-Delivered Cognitive Behavior Therapy as a Prequel to Face-To-Face Therapy for Depression and Anxiety: A Naturalistic Observation

(2020) Daniel Duffy et al.   Frontiers in Psychiatry

Machine Learning in Mental Health: A Systematic Review of the HCI Literature to Support Effective ML System Design

(2020) Anja Thieme et al.   ACM Transactions on Computer-Human Interaction

Precision Medicine, AI, and the Future of Personalized Health Care

(2020) Kevin B. Johnson et al.   CTS-Clinical and Translational Science

Machine learning in mental health: a scoping review of methods and applications

(2019) Adrian B. R. Shatte et al.   PSYCHOLOGICAL MEDICINE

Proof of Concept for an Adaptive Treatment Strategy to Prevent Failures in Internet-Delivered CBT: A Single-Blind Randomized Clinical Trial With Insomnia Patients

(2019) Erik Forsell et al.   AMERICAN JOURNAL OF PSYCHIATRY

Practitioners' positive attitudes promote shared decision‐making in mental health care

(2019) Karin Drivenes et al.   JOURNAL OF EVALUATION IN CLINICAL PRACTICE

Key Considerations for Incorporating Conversational AI in Psychotherapy

(2019) Adam S. Miner et al.   Frontiers in Psychiatry

Behavioral Modeling for Mental Health using Machine Learning Algorithms

(2018) M. Srividya et al.   JOURNAL OF MEDICAL SYSTEMS

Applications of machine learning algorithms to predict therapeutic outcomes in depression: A meta-analysis and systematic review

(2018) Yena Lee et al.   JOURNAL OF AFFECTIVE DISORDERS

An Empathy-Driven, Conversational Artificial Intelligence Agent (Wysa) for Digital Mental Well-Being: Real-World Data Evaluation Mixed-Methods Study

(2018) Becky Inkster et al.   JMIR mHealth and uHealth

Artificial intelligence in healthcare

(2018) Kun-Hsing Yu et al.   Nature Biomedical Engineering

A prognostic index (PI) as a moderator of outcomes in the treatment of depression: A proof of concept combining multiple variables to inform risk-stratified stepped care models

(2017) Lorenzo Lorenzo-Luaces et al.   JOURNAL OF AFFECTIVE DISORDERS

Real-time prediction of mortality, readmission, and length of stay using electronic health record data

(2015) Xiongcai Cai et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Using linguistic and topic analysis to classify sub-groups of online depression communities

(2015) Thin Nguyen et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Impact factor analysis: combining prediction with parameter ranking to reveal the impact of behavior on health outcome

(2014) Afsaneh Doryab et al.   Personal and Ubiquitous Computing

Internet-based psychological treatments for depression

(2012) Robert Johansson et al.   Expert Review of Neurotherapeutics

Visualizing Uncertainty About the Future

(2011) D. Spiegelhalter et al.   SCIENCE

Validation and Standardization of the Generalized Anxiety Disorder Screener (GAD-7) in the General Population

(2009) Bernd Löwe et al.   MEDICAL CARE