Deep learning-based classification of posttraumatic stress disorder and depression following trauma utilizing visual and auditory markers of arousal and mood

Direct Fit to Nature: An Evolutionary Perspective on Biological and Artificial Neural Networks

(2020) Uri Hasson et al.   NEURON

A validated predictive algorithm of post-traumatic stress course following emergency department admission after a traumatic stressor

(2020) Katharina Schultebraucks et al.   NATURE MEDICINE

Detecting PTSD in a traumatically injured population: The diagnostic utility of the PTSD Checklist for DSM-5

(2019) Timothy J. Geier et al.   DEPRESSION AND ANXIETY

Speech‐based markers for posttraumatic stress disorder in US veterans

(2019) Charles R. Marmar et al.   DEPRESSION AND ANXIETY

Determining the optimal clinical cutoff on the CES-D for depression in a community corrections sample

(2018) Samantha K. Henry et al.   JOURNAL OF AFFECTIVE DISORDERS

Dynamic Multimodal Measurement of Depression Severity Using Deep Autoencoding

(2018) Hamdi Dibeklioglu et al.   IEEE Journal of Biomedical and Health Informatics

Facebook language predicts depression in medical records

(2018) Johannes C. Eichstaedt et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Early Linguistic Markers of Trauma-Specific Processing Predict Post-trauma Adjustment

(2018) Birgit Kleim et al.   Frontiers in Psychiatry

Expressive flexibility in combat veterans with posttraumatic stress disorder and depression

(2017) Rebecca Rodin et al.   JOURNAL OF AFFECTIVE DISORDERS

Post-Traumatic Stress Disorder

(2017) Arieh Shalev et al.   NEW ENGLAND JOURNAL OF MEDICINE

Semantics derived automatically from language corpora contain human-like biases

(2017) Aylin Caliskan et al.   SCIENCE

Natural language processing in mental health applications using non-clinical texts

(2017) RAFAEL A. CALVO et al.   Natural Language Engineering

Nearest neighbor imputation algorithms: a critical evaluation

(2016) Lorenzo Beretta et al.   BMC Medical Informatics and Decision Making

Facial expression to emotional stimuli in non-psychotic disorders: A systematic review and meta-analysis

(2016) H. Davies et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Major depressive disorder

(2016) Christian Otte et al.   Nature Reviews Disease Primers

Deep learning

(2015) Yann LeCun et al.   NATURE

Updating the research domain criteria: the utility of a motor dimension

(2015) J. A. Bernard et al.   PSYCHOLOGICAL MEDICINE

Analysis of acoustic space variability in speech affected by depression

(2015) Nicholas Cummins et al.   SPEECH COMMUNICATION

A review of depression and suicide risk assessment using speech analysis

(2015) Nicholas Cummins et al.   SPEECH COMMUNICATION

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

The NIMH Research Domain Criteria (RDoC) Project: Precision Medicine for Psychiatry

(2014) Thomas R. Insel   AMERICAN JOURNAL OF PSYCHIATRY

The Glasgow Coma Scale at 40 years: standing the test of time

(2014) Graham Teasdale et al.   LANCET NEUROLOGY

Toward the future of psychiatric diagnosis: the seven pillars of RDoC

(2013) Bruce N Cuthbert et al.   BMC Medicine

Detecting Depression Severity from Vocal Prosody

(2013) Ying Yang et al.   IEEE Transactions on Affective Computing

Video-Based Analysis of Bodily Startle and Subsequent Emotional Facial Expression in Posttraumatic Stress Disorder

(2013) Jens Blechert et al.   Journal of Experimental Psychopathology

Face Recognition Performance: Role of Demographic Information

(2012) Brendan F. Klare et al.   IEEE Transactions on Information Forensics and Security

Screening for posttraumatic stress disorder using verbal features in self narratives: A text mining approach

(2012) Qiwei He et al.   PSYCHIATRY RESEARCH

To Explain or to Predict?

(2011) Galit Shmueli   STATISTICAL SCIENCE

Research Domain Criteria (RDoC): Toward a New Classification Framework for Research on Mental Disorders

(2010) Thomas Insel et al.   AMERICAN JOURNAL OF PSYCHIATRY

Aversive Imagery in Posttraumatic Stress Disorder: Trauma Recurrence, Comorbidity, and Physiological Reactivity

(2009) Lisa M. McTeague et al.   BIOLOGICAL PSYCHIATRY

Dynamic evoked facial expressions of emotions in schizophrenia

(2008) Christian G. Kohler et al.   SCHIZOPHRENIA RESEARCH

Recognition and discrimination of prototypical dynamic expressions of pain and emotions

(2007) Daniela Simon et al.   PAIN