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Machine Learning for Prediction of Posttraumatic Stress and Resilience Following Trauma: An Overview of Basic Concepts and Recent Advances

Journal of traumatic stress, 2019-04, Vol.32 (2), p.215-225

2019

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Introduction to the Special Issue on the 39th Annual Meeting of the International Society for Traumatic Stress Studies: Scalable strategies to address the impact of trauma worldwide

Journal of traumatic stress, 2024-10, Vol.37 (5), p.715-716

2024

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Trajectories of resilience and dysfunction following potential trauma: A review and statistical evaluation

Clinical psychology review, 2018-07, Vol.63, p.41-55

2018

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Marijuana and other cannabinoids as a treatment for posttraumatic stress disorder: A literature review

Depression and anxiety, 2017-03, Vol.34 (3), p.207-216

2017

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Identifying profiles of recovery from reward devaluation in rats

Behavioural brain research, 2014-12, Vol.275, p.212-218

2014

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Quantitative forecasting of PTSD from early trauma responses: A Machine Learning application

Journal of psychiatric research, 2014-12, Vol.59, p.68-76

2014

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PATTERNS OF LIFETIME PTSD COMORBIDITY: A LATENT CLASS ANALYSIS

Depression and anxiety, 2013-05, Vol.30 (5), p.489-496

2013

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Beyond normality in the study of bereavement: Heterogeneity in depression outcomes following loss in older adults

Social science & medicine (1982), 2012-06, Vol.74 (12), p.1987-1994

2012

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Utilization of Machine Learning-Based Computer Vision and Voice Analysis to Derive Digital Biomarkers of Cognitive Functioning in Trauma Survivors

Digital biomarkers, 2021-01, Vol.5 (1), p.16-23

2021

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Computer Vision-Based Assessment of Motor Functioning in Schizophrenia: Use of Smartphones for Remote Measurement of Schizophrenia Symptomatology

Digital biomarkers, 2021-01, Vol.5 (1), p.29-36

2021

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Early PTSD symptom trajectories: persistence, recovery, and response to treatment: results from the Jerusalem Trauma Outreach and Prevention Study (J-TOPS)

PloS one, 2013-08, Vol.8 (8), p.e70084-e70084

2013

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Utilization of machine learning to test the impact of cognitive processing and emotion recognition on the development of PTSD following trauma exposure

BMC psychiatry, 2020-06, Vol.20 (1), p.325-325, Article 325

2020

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Early identification of posttraumatic stress following military deployment: Application of machine learning methods to a prospective study of Danish soldiers

Journal of affective disorders, 2015-09, Vol.184, p.170-175

2015

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Elevated C-reactive protein and posttraumatic stress pathology among survivors of the 9/11 World Trade Center attacks

Journal of psychiatric research, 2017-06, Vol.89, p.14-21

2017

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Heterogeneous Patterns of Stress Over the Four Years of College: Associations With Anxious Attachment and Ego-Resiliency

Journal of personality, 2013-10, Vol.81 (5), p.476-486

2013

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Treatment Type and Demographic Characteristics as Predictors for Cancer Adjustment: Prospective Trajectories of Depressive Symptoms in a Population Sample

Health psychology, 2015-06, Vol.34 (6), p.602-609

2015

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636,120 Ways to Have Posttraumatic Stress Disorder

Perspectives on psychological science, 2013-11, Vol.8 (6), p.651-662

2013

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Peritraumatic and trait dissociation differentiate police officers with resilient versus symptomatic trajectories of posttraumatic stress symptoms

Journal of traumatic stress, 2011-10, Vol.24 (5), p.557-565

2011

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Remote Digital Measurement of Facial and Vocal Markers of Major Depressive Disorder Severity and Treatment Response: A Pilot Study

Frontiers in digital health, 2021-03, Vol.3, p.610006-610006

2021

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Is the Intensive Care Unit Traumatic? What We Know and Don't Know About the Intensive Care Unit and Posttraumatic Stress Responses

Rehabilitation psychology, 2016-05, Vol.61 (2), p.120-131

2016

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The impact of killing and injuring others on mental health symptoms among police officers

Journal of psychiatric research, 2011-10, Vol.45 (10), p.1332-1336

2011

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Positron Emission Tomography Shows Elevated Cannabinoid CB 1 Receptor Binding in Men with Alcohol Dependence

Alcoholism, clinical and experimental research, 2012-12, Vol.36 (12), p.2104-2109

2012

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Resilience and Disaster: Flexible Adaptation in the Face of Uncertain Threat

Annual review of psychology, 2024-01, Vol.75 (1), p.573-599

2024

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

Psychological medicine, 2022-04, Vol.52 (5), p.957-967

2022

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Discriminating Heterogeneous Trajectories of Resilience and Depression After Major Life Stressors Using Polygenic Scores

JAMA psychiatry (Chicago, Ill.), 2021-07, Vol.78 (7), p.744

2021

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Machine Learning for Prediction of Posttraumatic Stress and Resilience Following Trauma: An Overview of Basic Concepts and Recent Advances

Introduction to the Special Issue on the 39th Annual Meeting of the International Society for Traumatic Stress Studies: Scalable strategies to address the impact of trauma worldwide

Trajectories of resilience and dysfunction following potential trauma: A review and statistical evaluation

Marijuana and other cannabinoids as a treatment for posttraumatic stress disorder: A literature review

Identifying profiles of recovery from reward devaluation in rats

Quantitative forecasting of PTSD from early trauma responses: A Machine Learning application

PATTERNS OF LIFETIME PTSD COMORBIDITY: A LATENT CLASS ANALYSIS

Beyond normality in the study of bereavement: Heterogeneity in depression outcomes following loss in older adults

Utilization of Machine Learning-Based Computer Vision and Voice Analysis to Derive Digital Biomarkers of Cognitive Functioning in Trauma Survivors

Computer Vision-Based Assessment of Motor Functioning in Schizophrenia: Use of Smartphones for Remote Measurement of Schizophrenia Symptomatology

Early PTSD symptom trajectories: persistence, recovery, and response to treatment: results from the Jerusalem Trauma Outreach and Prevention Study (J-TOPS)

Utilization of machine learning to test the impact of cognitive processing and emotion recognition on the development of PTSD following trauma exposure

Early identification of posttraumatic stress following military deployment: Application of machine learning methods to a prospective study of Danish soldiers

Elevated C-reactive protein and posttraumatic stress pathology among survivors of the 9/11 World Trade Center attacks

Heterogeneous Patterns of Stress Over the Four Years of College: Associations With Anxious Attachment and Ego-Resiliency

Treatment Type and Demographic Characteristics as Predictors for Cancer Adjustment: Prospective Trajectories of Depressive Symptoms in a Population Sample

636,120 Ways to Have Posttraumatic Stress Disorder

Peritraumatic and trait dissociation differentiate police officers with resilient versus symptomatic trajectories of posttraumatic stress symptoms

Remote Digital Measurement of Facial and Vocal Markers of Major Depressive Disorder Severity and Treatment Response: A Pilot Study

Is the Intensive Care Unit Traumatic? What We Know and Don't Know About the Intensive Care Unit and Posttraumatic Stress Responses

The impact of killing and injuring others on mental health symptoms among police officers

Positron Emission Tomography Shows Elevated Cannabinoid CB 1 Receptor Binding in Men with Alcohol Dependence

Resilience and Disaster: Flexible Adaptation in the Face of Uncertain Threat

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

Discriminating Heterogeneous Trajectories of Resilience and Depression After Major Life Stressors Using Polygenic Scores

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