Semi-supervised detection of intracranial pressure alarms using waveform dynamics

Physiological Measurement

Volumn 34, Issue 4, 2013, Pages 465-478

  Scalzo, Fabien ^a   Hu, Xiao ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

alarm detection; brain injuries; false alarm; ICP; intensive care unit; patient monitoring; semi supervised learning; smart alarms

Indexed keywords

ERRORS; IMAGE RESOLUTION; INTENSIVE CARE UNITS; PATIENT MONITORING; SUPPORT VECTOR MACHINES;

ALARM DETECTION; BRAIN INJURY; FALSEALARMS; INTRACRANIAL PRESSURE; PATIENT MONITORING SYSTEMS; PRESSURE SIGNAL; SEMI-SUPERVISED; SMART ALARM; SUPPORT VECTORS MACHINE; WAVEFORMS;

ALARM SYSTEMS;

EID: 84875670202     PISSN: 09673334     EISSN: 13616579     Source Type: Journal    
DOI: 10.1088/0967-3334/34/4/465     Document Type: Article

References (33)

1. Aboukhalil A, Nielsen L, Saeed M, Mark R G and Clifford G D 2008 Reducing false alarm rates for critical arrhythmias using the arterial blood pressure waveform J. Biomed. Inform. 41 442-51
2. Cai D, He X and Han J 2007 Semi-supervised discriminant analysis ICCV: IEEE 11th Int. Conf. on Computer Vision (Rio de Janeiro, Brazil, 14-21 Oct. 2007) pp 1-7
3. Cai D, He X and Han J 2011 Speed up kernel discriminant analysis VLDB J. 20 21-33
4. Chambrin M C, Ravaux P, Calvelo-Aros D, Jaborska A, Chopin C and Boniface B 1999 Multicentric study of monitoring alarms in the adult intensive care unit (ICU): a descriptive analysis Intensive Care Med. 25 1360-6 (Pubitemid 30021161)
5. Clifford G, Aboukhalil A, Sun J, Zong W, Janz B, Moody G and Mark R 2006 Using the blood pressure waveform to reduce critical false ECG alarms Computers in Cardiology pp 829-32
6. DeLong E R, DeLong D M and Clarke-Pearson D L 1988 Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach Biometrics 44 837-45
7. Drews F 2008 Patient monitors in critical care: lessons for improvement Advances in Patient Safety: New Directions and Alternative Approaches vol 4 (Rockville, MD: Agency for Healthcare Research and Quality) p 1
8. Eide P K and Sorteberg W 2006 Intracranial pressure levels and single wave amplitudes, Glasgow Coma Score and Glasgow Outcome Score after subarachnoid haemorrhage Acta Neurochir. (Wien) 148 1267-75
9. Fukunaga K 1990 Introduction to Statistical Pattern Recognition 2nd edn (New York: Academic)
10. Hu X, Xu P, Scalzo F, Vespa P and Bergsneider M 2009 Morphological clustering and analysis of continuous intracranial pressure IEEE Trans. Biomed. Eng. 56 696-705
11. Joachims T 1999 Transductive inference for text classification using support vector machines ICML: Int. Conf. on Machine Learning (San Francisco, CA: Morgan Kaufmann Publishers) pp 200-9
12. Laramee C B, Lesperance L, Gause D and McLeod K 2006 Intelligent alarm processing into clinical knowledge Proc. IEEE Conf. on Engineering Medicine and Biology Society pp 6657-9 (Pubitemid 46521453)
13. Lawless S T 1994 Crying wolf: false alarms in a pediatric intensive care unit Crit. Care Med. 22 981-5 (Pubitemid 24182730)
14. Leite C R, Sizilio G R, Neto A D, Valentim R A and Guerreiro A M 2011 A fuzzy model for processing and monitoring vital signs in ICU patients Biomed. Eng. 10 68
15. Li Q and Clifford G 2008 Suppression of false arrhythmia alarms from ICU monitors using heart rate based on combined arterial blood pressure and ECG analysis ICBBE: Int. Conf. on Bioinformatics and Biomedical Engineering pp 2185-7
16. Li Q and Clifford G D 2012a Dynamic time warping and machine learning for signal quality assessment of pulsatile signals Physiol. Meas. 33 1491-501
17. Li Q and Clifford G D 2012b Signal quality and data fusion for false alarm reduction in the intensive care unit J. Electrocardiol. 45 596-603
18. Liu W, He J and Chang S f 2010 Large graph construction for scalable semi-supervised learning ICML: Int. Conf. on Machine Learning pp 679-86
19. Lu C W, Czosnyka M, Shieh J S, Smielewska A, Pickard J D and Smielewski P 2012 Complexity of intracranial pressure correlates with outcome after traumatic brain injury Brain 135 2399-408
20. Meredith C and Edworthy J 1995 Are there too many alarms in the intensive care unit? An overview of the problems J. Adv. Nurs. 21 15-20
21. Otero A, Felix P, Barro S and Palacios F 2009 Addressing the flaws of current critical alarms: a fuzzy constraint satisfaction approach Artif. Intell. Med. 47 219-38
22. Sayadi O and Shamsollahi M B 2011 Life-threatening arrhythmia verification in ICU patients using the joint cardiovascular dynamical model and a Bayesian filter IEEE Trans. Biomed. Eng. 58 2748-57
23. Scalzo F, Asgari S, Kim S, Bergsneider M and Hu X 2010 Robust peak recognition in intracranial pressure signals Biomed. Eng. 9 61
24. Scalzo F, Asgari S, Kim S, Bergsneider M and Hu X 2012a Bayesian tracking of intracranial pressure signal morphology Artif. Intell. Med. 54 115-23
25. Scalzo F, Hamilton R, Asgari S, Kim S and Hu X 2012b Intracranial hypertension prediction using extremely randomized decision trees Med. Eng. Phys. 34 1058-65
26. Scalzo F, Liebeskind D and Hu X 2013 Reducing false intracranial pressure alarms using morphological waveform features IEEE Trans. Biomed. Eng. 60 235-39
27. Scalzo F, Xu P, Asgari S, Bergsneider M and Hu X 2009 Regression analysis for peak designation in pulsatile pressure signals Med. Biol. Eng. Comput. 47 967-77
28. Siebig S, Kuhls S, Imhoff M, Gather U, Scholmerich J and Wrede C E 2010 Intensive care unit alarms - how many do we need? Crit. Care Med. 38 451-6
29. Sindhwani V and Keerthi S S 2006 Large scale semi-supervised linear SVMs SIGIR: 29th Annu. Int. Conf. on Research and Development on Information Retrieval (Seattle,) pp 477-84 (Pubitemid 350164817)
30. Tsien C L and Fackler J C 1997 Poor prognosis for existing monitors in the intensive care unit Crit. Care Med. 25 614-9 (Pubitemid 27193973)
31. Wallis L 2010 Alarm fatigue linked to patient's death Am. J. Nurs. 110 16
32. Zhu X 2008 Semi-supervised learning literature survey Technical Report TR 1530 (Wisconsin, MD: Computer Sciences, University of Wisconsin)
33. Zong W, Moody G B and Mark R G 2004 Reduction of false arterial blood pressure alarms using signal quality assessment and relationships between the electrocardiogram and arterial blood pressure Med. Biol. Eng. Comput. 42 698-706 (Pubitemid 39386952)