Exploring associations of clinical and social parameters with violent behaviors among psychiatric patients.

作者: Hong-Jie Dai , Emily Chia-Yu Su , Mohy Uddin , Jitendra Jonnagaddala , Chi-Shin Wu

DOI: 10.1016/J.JBI.2017.08.009

关键词:

摘要: Evidence has revealed interesting associations of clinical and social parameters with violent behaviors patients psychiatric disorders. Men are more preceding during hospitalization, whereas women than men throughout the 3days following a hospital admission. It also been proven that mental disorders may be consistent risk factor for occurrence violence. In order to better understand disorders, it is important investigate both symptoms psychosocial factors accompany violence in these patients. this study, we utilized dataset released by Partners Healthcare Neuropsychiatric Genome-scale RDoC Individualized Domains project Harvard Medical School develop unique text mining pipeline processes unstructured data recognize such asage, gender, history alcohol use, behaviors, explored between The aim our work was demonstrate feasibility strongly associated among from evaluation records using mining. Experiment results showed stimulants, followed family behavior, suicidal financial stress were behaviors. Key aspects explicated paper include employing extract linked generating association rules uncover possible lastly ranking top statistical analysis interpretation.

参考文章(37)
Magdalena Szumilas, Explaining odds ratios. Journal de l'Académie canadienne de psychiatrie de l'enfant et de l'adolescent. ,vol. 19, pp. 227- 229 ,(2010)
Ceslo Arango, Violence in schizophrenia. Dialogues in clinical neuroscience. ,vol. 2, pp. 392- 393 ,(2000)
Jeffrey A. Roth, Albert J. Reiss, Klaus A. Miczek, Understanding and Preventing Violence ,(1992)
Marie E Rueve, Randon S Welton, Violence and mental illness. Psychiatry (Edgmont (Pa. : Township)). ,vol. 5, pp. 34- 48 ,(2008)
Jitendra Jonnagaddala, Siaw-Teng Liaw, Pradeep Ray, Manish Kumar, Hong-Jie Dai, Chien-Yeh Hsu, None, Identification and Progression of Heart Disease Risk Factors in Diabetic Patients from Longitudinal Electronic Health Records BioMed Research International. ,vol. 2015, pp. 636371- 636371 ,(2015) , 10.1155/2015/636371
Nai-Wen Chang, Hong-Jie Dai, Jitendra Jonnagaddala, Chih-Wei Chen, Richard Tzong-Han Tsai, Wen-Lian Hsu, A context-aware approach for progression tracking of medical concepts in electronic medical records Journal of Biomedical Informatics. ,vol. 58, ,(2015) , 10.1016/J.JBI.2015.09.013
Eduardo Chachamovich, Sabrina Stefanello, Neury Botega, Gustavo Turecki, Which are the recent clinical findings regarding the association between depression and suicide Revista Brasileira de Psiquiatria. ,vol. 31, ,(2009) , 10.1590/S1516-44462009000500004
Marjolein H.B.M. Kobes, Henk H.L.I. Nijman, Erik B.H. Bulten, Assessing Aggressive Behavior in Forensic Psychiatric Patients: Validity and Clinical Utility of Combining Two Instruments Archives of Psychiatric Nursing. ,vol. 26, pp. 487- 494 ,(2012) , 10.1016/J.APNU.2012.04.004
Jan Volavka, Aggression in Psychoses Advances in Psychiatry. ,vol. 2014, pp. 1- 20 ,(2014) , 10.1155/2014/196281
Leanne C. Findlay, Alberta Girardi, Robert J. Coplan, Links between empathy, social behavior, and social understanding in early childhood Early Childhood Research Quarterly. ,vol. 21, pp. 347- 359 ,(2006) , 10.1016/J.ECRESQ.2006.07.009