Mood Prediction of Patients With Mood Disorders by Machine Learning Using Passive Digital Phenotypes Based on the Circadian Rhythm: Prospective Observational Cohort Study

Could Digital Therapeutics be a Game Changer in Psychiatry?

(2019) Chul-Hyun Cho et al.   Psychiatry Investigation

Why Do Mania and Suicide Occur Most Often in the Spring?

(2018) Chul-Hyun Cho et al.   Psychiatry Investigation

Variability in phase and amplitude of diurnal rhythms is related to variation of mood in bipolar and borderline personality disorder

(2018) O. Carr et al.   Scientific Reports

Detecting Bipolar Depression From Geographic Location Data

(2017) N. Palmius et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Design and Methods of the Mood Disorder Cohort Research Consortium (MDCRC) Study

(2017) Chul-Hyun Cho et al.   Psychiatry Investigation

Comparison of Wearable Activity Tracker with Actigraphy for Sleep Evaluation and Circadian Rest-Activity Rhythm Measurement in Healthy Young Adults

(2017) Hyun-Ah Lee et al.   Psychiatry Investigation

Adapting to Artificial Intelligence

(2016) Saurabh Jha et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Machine Learning and the Profession of Medicine

(2016) Alison M. Darcy et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Effectiveness of activity trackers with and without incentives to increase physical activity (TRIPPA): a randomised controlled trial

(2016) Eric A Finkelstein et al.   Lancet Diabetes & Endocrinology

Advanced Circadian Phase in Mania and Delayed Circadian Phase in Mixed Mania and Depression Returned to Normal after Treatment of Bipolar Disorder

(2016) Joung-Ho Moon et al.   EBioMedicine

Molecular circadian rhythm shift due to bright light exposure before bedtime is related to subthreshold bipolarity

(2016) Chul-Hyun Cho et al.   Scientific Reports

The digital phenotype

(2015) Sachin H Jain et al.   NATURE BIOTECHNOLOGY

Beyond Self-Report: Tools to Compare Estimated and Real-World Smartphone Use

(2015) Sally Andrews et al.   PLoS One

Seasonality and bipolar disorder: A systematic review, from admission rates to seasonality of symptoms

(2014) Pierre Alexis Geoffroy et al.   JOURNAL OF AFFECTIVE DISORDERS

The Relationship Between Bipolar Disorder and Biological Rhythms

(2014) Robert Gonzalez   JOURNAL OF CLINICAL PSYCHIATRY

Light as a central modulator of circadian rhythms, sleep and affect

(2014) Tara A. LeGates et al.   NATURE REVIEWS NEUROSCIENCE

Mobile phones as medical devices in mental disorder treatment: an overview

(2014) Franz Gravenhorst et al.   Personal and Ubiquitous Computing

Chronobiology of mood disorders

(2013) G. S. Malhi et al.   ACTA PSYCHIATRICA SCANDINAVICA

Differences in white matter abnormalities between bipolar I and II disorders

(2010) Jia-Xiu Liu et al.   JOURNAL OF AFFECTIVE DISORDERS

Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications

(2010) Rafael A Calvo et al.   IEEE Transactions on Affective Computing

The circadian basis of mood disorders: Recent developments and treatment implications

(2008) Palmiero Monteleone et al.   EUROPEAN NEUROPSYCHOPHARMACOLOGY