Can Big Data guide prognosis and clinical decisions in epilepsy

作者: Licong Cui , Samden D Lhatoo , Guo-Qiang Zhang , Xiaojin Li

DOI: 10.1111/EPI.16786

关键词: Scale (social sciences)Scope (project management)Big dataPhenomeArtificial intelligenceHealth careClinical decision support systemDeep learningEpilepsyData scienceComputer science

摘要: … Epilepsy is a disorder with wide heterogeneity in both clinical … our understanding of prognosis and mortality in epilepsy. The … systems for epilepsy care, prognostication, and discovery. …

参考文章(83)
Satya S. Sahoo, Licong Cui, Alireza Bozorgi, Samden D. Lhatoo, Guo Qiang Zhang, EpiDEA: Extracting Structured Epilepsy and Seizure Information from Patient Discharge Summaries for Cohort Identification american medical informatics association annual symposium. ,vol. 2012, pp. 1191- 1200 ,(2012)
Alan R. Aronson, Effective mapping of biomedical text to the UMLS Metathesaurus: the MetaMap program american medical informatics association annual symposium. pp. 17- 21 ,(2001)
Benno Mahler, Sofia Carlsson, Tomas Andersson, Cecilia Adelöw, Anders Ahlbom, Torbjörn Tomson, Unprovoked seizures after traumatic brain injury: A population-based case-control study. Epilepsia. ,vol. 56, pp. 1438- 1444 ,(2015) , 10.1111/EPI.13096
Dina Demner-Fushman, Sameer Antani, Matthew Simpson, George R. Thoma, Annotation and retrieval of clinically relevant images. International Journal of Medical Informatics. ,vol. 78, pp. 59- 67 ,(2009) , 10.1016/J.IJMEDINF.2009.05.003
D. Al-Jumeily, Khaled Abdel-Aziz, Hani Hamdan, P. Fergus, A. Hussain, David Hignett, A machine learning system for automated whole-brain seizure detection Applied Computing and Informatics. ,vol. 12, pp. 70- 89 ,(2016) , 10.1016/J.ACI.2015.01.001
Ross Shegog, Yvan A. Bamps, Archna Patel, Jody Kakacek, Cam Escoffery, Erica K. Johnson, Ukwuoma O. Ilozumba, Managing Epilepsy Well: Emerging e-Tools for epilepsy self-management Epilepsy & Behavior. ,vol. 29, pp. 133- 140 ,(2013) , 10.1016/J.YEBEH.2013.07.002
John F. Annegers, W. Allen Hauser, Sally B. Shirts, Leonard T. Kurland, Factors Prognostic of Unprovoked Seizures after Febrile Convulsions The New England Journal of Medicine. ,vol. 316, pp. 493- 498 ,(1987) , 10.1056/NEJM198702263160901
Lena Nilsson, Anders Ahlbom, Bahman Y. Farahmand, Torbjōrn Tomson, Mortality in a Population-based Cohort of Epilepsy Surgery Patients Epilepsia. ,vol. 44, pp. 575- 581 ,(2003) , 10.1046/J.1528-1157.2003.03302.X
Dina Demner-Fushman, Wendy W. Chapman, Clement J. McDonald, Methodological Review: What can natural language processing do for clinical decision support? Journal of Biomedical Informatics. ,vol. 42, pp. 760- 772 ,(2009) , 10.1016/J.JBI.2009.08.007