Giles Barton‐Owen

A machine learning algorithm to differentiate bipolar disorder from major depressive disorder using an online mental health questionnaire and blood biomarker data

Jakub Tomasik, Sung Yeon Sarah Han, Giles Barton‐Owen et al. · Translational Psychiatry · 2021 · 71 citations · Full text

Medicine, Behavioral Sciences, Psychiatry +17

Metabolomic Biomarker Signatures for Bipolar and Unipolar Depression

Jakub Tomasik, Scott J. Harrison, Nitin Rustogi et al. · JAMA Psychiatry · 2023 · 51 citations · Full text

Life Sciences, Biochemistry, Psychiatry +15

A Combined Digital and Biomarker Diagnostic Aid for Mood Disorders (the Delta Trial): Protocol for an Observational Study

Tony Olmert, Jason D. Cooper, Sung Yeon Sarah Han et al. · JMIR Research Protocols · 2020 · 20 citations · Full text

Medicine, Health Sciences, Psychiatry +17

Diagnostic prediction model development using data from dried blood spot proteomics and a digital mental health assessment to identify major depressive disorder among individuals presenting with low mood

Sung Yeon Sarah Han, Jakub Tomasik, Nitin Rustogi et al. · Brain Behavior and Immunity · 2020 · 17 citations · Full text

Medicine, Clinical Sciences, Psychiatry +17

Identification of Predictors of Mood Disorder Misdiagnosis and Subsequent Help-Seeking Behavior in Individuals With Depressive Symptoms: Gradient-Boosted Tree Machine Learning Approach

Jiří Benáček, Nimotalai Lawal, T. Ong et al. · JMIR Mental Health · 2024 · 15 citations · Full text

Nursing, Psychiatry, Psychology +17