Utilization of machine learning for prediction of post-traumatic stress: a re-examination of cortisol in the prediction and pathways to non-remitting PTSD

[1]  D. Steinley,et al.  Extracting Spurious Latent Classes in Growth Mixture Modeling With Nonnormal Errors , 2016, Educational and psychological measurement.

[2]  K. Ressler,et al.  Dexamethasone Treatment Leads to Enhanced Fear Extinction and Dynamic Fkbp5 Regulation in Amygdala , 2016, Neuropsychopharmacology.

[3]  Tanja Jovanovic,et al.  Diagnostic Biomarkers for Posttraumatic Stress Disorder: Promising Horizons from Translational Neuroscience Research , 2015, Biological Psychiatry.

[4]  A. Statnikov,et al.  Quantitative forecasting of PTSD from early trauma responses: a Machine Learning application. , 2014, Journal of psychiatric research.

[5]  I. Galatzer-Levy.  Empirical characterization of heterogeneous posttraumatic stress responses is necessary to improve the science of posttraumatic stress. , 2014, The Journal of clinical psychiatry.

[6]  C. Marmar,et al.  Cortisol response to an experimental stress paradigm prospectively predicts long-term distress and resilience trajectories in response to active police service. , 2014, Journal of psychiatric research.

[7]  Mikael Henaff,et al.  Information content and analysis methods for Multi-Modal High-Throughput Biomedical Data , 2014, Scientific Reports.

[8]  Aixia Guo,et al.  Gene Selection for Cancer Classification using Support Vector Machines , 2014 .

[9]  Isaac R Galatzer-Levy,et al.  636,120 Ways to Have Posttraumatic Stress Disorder , 2013, Perspectives on psychological science : a journal of the Association for Psychological Science.

[10]  A. Shalev,et al.  Early PTSD Symptom Trajectories: Persistence, Recovery, and Response to Treatment: Results from the Jerusalem Trauma Outreach and Prevention Study (J-TOPS) , 2013, PloS one.

[11]  J. Talbott,et al.  Trajectories of trauma symptoms and resilience in deployed US military service members: prospective cohort study , 2013 .

[12]  B. Bradley,et al.  Allele-specific FKBP5 DNA demethylation mediates gene–childhood trauma interactions , 2012, Nature Neuroscience.

[13]  Kerry J Ressler,et al.  EARLY INTERVENTIONS FOR PTSD: A REVIEW , 2012, Depression and anxiety.

[14]  Isaac R Galatzer-Levy,et al.  Trajectories of resilience, depression, and anxiety following spinal cord injury. , 2012, Rehabilitation psychology.

[15]  B. Bradley,et al.  Estrogen Levels Are Associated with Extinction Deficits in Women with Posttraumatic Stress Disorder , 2012, Biological Psychiatry.

[16]  G. Bonanno,et al.  Beyond normality in the study of bereavement: heterogeneity in depression outcomes following loss in older adults. , 2012, Social science & medicine.

[17]  J. Boscarino,et al.  Higher FKBP5, COMT, CHRNA5, and CRHR1 allele burdens are associated with PTSD and interact with trauma exposure: implications for neuropsychiatric research and treatment , 2012, Neuropsychiatric disease and treatment.

[18]  D. Weiss,et al.  The Peritraumatic Dissociative Experiences Questionnaire. , 2011 .

[19]  Constantin F. Aliferis,et al.  A Gentle Introduction to Support Vector Machines in Biomedicine: Case Studies , 2011 .

[20]  C. Marmar,et al.  Peritraumatic and trait dissociation differentiate police officers with resilient versus symptomatic trajectories of posttraumatic stress symptoms. , 2011, Journal of traumatic stress.

[21]  Lisa M. Hooper,et al.  Development, Use, and Psychometric Properties of the Trauma History Questionnaire , 2011 .

[22]  B. Bradley,et al.  Post-traumatic stress disorder is associated with PACAP and the PAC1 receptor , 2011, Nature.

[23]  Constantin F. Aliferis,et al.  A gentle introduction to support vector machines in biomedicine: Volume 1: Theory and methods , 2011 .

[24]  Constantin F. Aliferis,et al.  Local Causal and Markov Blanket Induction for Causal Discovery and Feature Selection for Classification Part II: Analysis and Extensions , 2010, J. Mach. Learn. Res..

[25]  Constantin F. Aliferis,et al.  Local Causal and Markov Blanket Induction for Causal Discovery and Feature Selection for Classification Part I: Algorithms and Empirical Evaluation , 2010, J. Mach. Learn. Res..

[26]  Helena Motlagh,et al.  Impact of Event Scale-revised. , 2010, Journal of physiotherapy.

[27]  R. Yehuda,et al.  Stress hormones and post-traumatic stress disorder in civilian trauma victims: a longitudinal study. Part I: HPA axis responses. , 2008, The international journal of neuropsychopharmacology.

[28]  K. Ressler,et al.  Association of FKBP5 polymorphisms and childhood abuse with risk of posttraumatic stress disorder symptoms in adults. , 2008, JAMA.

[29]  R. Yehuda,et al.  Stress hormones and post-traumatic stress disorder in civilian trauma victims: a longitudinal study. Part II: the adrenergic response. , 2008, The international journal of neuropsychopharmacology.

[30]  B. Muthén,et al.  Deciding on the Number of Classes in Latent Class Analysis and Growth Mixture Modeling: A Monte Carlo Simulation Study , 2007 .

[31]  David S. Wishart,et al.  Applications of Machine Learning in Cancer Prediction and Prognosis , 2006, Cancer informatics.

[32]  C. Tang,et al.  Cross-cultural assessment of psychological trauma and PTSD , 2007 .

[33]  Bengt Muthén,et al.  The potential of growth mixture modelling , 2006 .

[34]  Mark Goadrich,et al.  The relationship between Precision-Recall and ROC curves , 2006, ICML.

[35]  Constantin F. Aliferis,et al.  Causal Explorer: A Causal Probabilistic Network Learning Toolkit for Biomedical Discovery , 2003, METMBS.

[36]  Bengt Muthén,et al.  Statistical and substantive checking in growth mixture modeling: comment on Bauer and Curran (2003). , 2003, Psychological methods.

[37]  Tom Burr,et al.  Causation, Prediction, and Search , 2003, Technometrics.

[38]  C. Brewin,et al.  Meta-analysis of risk factors for posttraumatic stress disorder in trauma-exposed adults. , 2000, Journal of consulting and clinical psychology.

[39]  Robert L. Leahy,et al.  The Use of Psychological Testing for Treatment Planning and Outcome Assessment , 2000, Journal of Cognitive Psychotherapy.

[40]  J. Pearl.  Causality: Models, Reasoning and Inference , 2000 .

[41]  D. Charney,et al.  The development of a Clinician-Administered PTSD Scale , 1995, Journal of traumatic stress.

[42]  J A Swets,et al.  Measuring the accuracy of diagnostic systems. , 1988, Science.

[43]  A. Beck,et al.  An inventory for measuring depression. , 1961, Archives of general psychiatry.