Predicting the neurodevelopmental outcome in newborns with hypoxic-ischaemic injury

2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC'10

Volumn , Issue , 2010, Pages 1370-1373

  Doyle, O M ^a   Temko, A ^a   Murray, D M ^a   Lightbody, G ^a   Marnane, W ^a   Boylan, G B ^a  

^a UNIVERSITY COLLEGE CORK   (Ireland)

Author keywords

HIE; Neonatal EEG; Prognosis; SVM

Indexed keywords

CLINICAL INFORMATION; ECG RECORDING; HEART RATES; HIE; HYPOXIC ISCHEMIC ENCEPHALOPATHIES; MULTI-MODAL DATA; NEONATAL EEG; PROGNOSIS; SVM;

ELECTROCARDIOGRAPHY; ELECTROCHROMIC DEVICES; PEDIATRICS;

FORECASTING;

ARTICLE; COMPUTER ASSISTED DIAGNOSIS; DECISION SUPPORT SYSTEM; DEVELOPMENTAL DISORDER; ELECTROCARDIOGRAPHY; ELECTROENCEPHALOGRAPHY; FEMALE; HUMAN; HYPOXIC ISCHEMIC ENCEPHALOPATHY; MALE; METHODOLOGY; NEUROLOGIC DISEASE; NEWBORN; PATHOPHYSIOLOGY; PROGNOSIS; RISK ASSESSMENT; RISK FACTOR;

DECISION SUPPORT SYSTEMS, CLINICAL; DEVELOPMENTAL DISABILITIES; DIAGNOSIS, COMPUTER-ASSISTED; ELECTROCARDIOGRAPHY; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; HYPOXIA-ISCHEMIA, BRAIN; INFANT, NEWBORN; MALE; NERVOUS SYSTEM DISEASES; PROGNOSIS; RISK ASSESSMENT; RISK FACTORS;

EID: 78650825063     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2010.5626736     Document Type: Conference Paper

References (15)

1. J.J. Volpe. Neurology of the newborn. Philadelphia : W.B. Saunders, 2001.
2. D.M. Murray, M.N. O'Riordan, R. Horgan, G.B. Boylan, J.R. Higgins, and C.A. Ryan. Fetal heart rate patterns in neonatal hypoxicischaemic encephalopathy: realtionship with early cerebral activity and neurodevelopmental outcome. Am J Perinatol, 26:605-12, 2009.
3. J.A. Spencer, N. Badawi, P. Burton, J. Keogh, P. Pemberton, and F. Stanley. The intrapartum CTG prior to neonatal encephalopathy at term: a case-control study. Br J Gynaecol, 104:25-38, 1997.
4. V. Apgar. A proposal for a new evaluation of the newborn infant. Curr Res Anesth Analg, 32:260-7, 1953.
5. B.M. Casey, D.D. McIntire, and K.J. Leveno. The continuing value of the apgar score for the assessment of newborn infants. N Engl J Med, 344:467-71, 2001.
6. Committee on Fetus, American Academy of Pediatrics Newborn, American College of Obstetricians Committee on Obstetric Practice, and Gynecologists. Use and abuse of the apgar score. Pediatrics, 98:141-2, 1996.
7. R.M. Pressler, G.B. Boylan, M. Morton, C.D. Binnie, and J.M. Rennie. Early serial EEG in hypoxic ischaemic encephalopathy. Clin Neurophysiol, 112:31-7, 2001.
8. C. Amiel-Tison. Update of the Amiel-Tison neurological assessment for the term neonate or at 40 weeks corrected age. Pediatr Neurol, 27:196-212, 2002.
9. R. Griffths. The Abilities of Babies. University of London Press, 1954.
10. O.M. Doyle, I. Korotchikova, G. Lightbody, W. Marnane, D. Kerins, and G.B. Boylan. Heart rate variability during sleep in healthy term newborns in the early postnatal period. Physiol Meas, 30:847-60, 2009.
11. C.J.C. Burges. A tutorial on support vector machines for pattern recognition. Data Min Knowl Disc, 2:121-67, 1998.
12. J. Platt. Advances in Large Margin Classifiers, chapter Probabilistic outputs from SVM and comparison to Regularized likelihood methods., pages 61-74. MIT Press, 1999.
13. A. Niculescu-Mizil and R. Caruana. Predicting good probabilities with supervised learning. In Proc. Conf. on Machine Learning, pages 625-32, 2005. (Pubitemid 43183386)
14. M.H. Zweig and G. Campbell. Receiver-operating characteristic (ROC) plots: A fundamental evalutation tool in clinical medicine. Clin Chem, 39:561-77, 1993.
15. D.M. Murray, G.B. Boylan, C.A. Ryan, and S.Connolly. Early EEG findinds in hypoxic-ischemic encephalopathy predict outcome at 2 years. Pediatrics, 124:459-467, 2009.