Machine Learning and Artificial Intelligence in Neurocritical Care: a Specialty-Wide Disruptive Transformation or a Strategy for Success.
Artificial intelligence
Closed-loop system
Multimodality monitoring
Neurocritical care
Journal
Current neurology and neuroscience reports
ISSN: 1534-6293
Titre abrégé: Curr Neurol Neurosci Rep
Pays: United States
ID NLM: 100931790
Informations de publication
Date de publication:
13 11 2019
13 11 2019
Historique:
entrez:
14
11
2019
pubmed:
14
11
2019
medline:
2
6
2020
Statut:
epublish
Résumé
Neurocritical care combines the complexity of both medical and surgical disease states with the inherent limitations of assessing patients with neurologic injury. Artificial intelligence (AI) has garnered interest in the basic management of these complicated patients as data collection becomes increasingly automated. In this opinion article, we highlight the potential AI has in aiding the clinician in several aspects of neurocritical care, particularly in monitoring and managing intracranial pressure, seizures, hemodynamics, and ventilation. The model-based method and data-driven method are currently the two major AI methods for analyzing critical care data. Both are able to analyze the vast quantities of patient data that are accumulated in the neurocritical care unit. AI has the potential to reduce healthcare costs, minimize delays in patient management, and reduce medical errors. However, these systems are an aid to, not a replacement for, the clinician's judgment.
Identifiants
pubmed: 31720867
doi: 10.1007/s11910-019-0998-8
pii: 10.1007/s11910-019-0998-8
doi:
Types de publication
Journal Article
Review
Langues
eng
Sous-ensembles de citation
IM
Pagination
89Références
IEEE Eng Med Biol Mag. 2010 Mar-Apr;29(2):18-25
pubmed: 20659837
Best Pract Res Clin Anaesthesiol. 2009 Mar;23(1):81-93
pubmed: 19449618
J Neurosurg. 1988 Dec;69(6):923-7
pubmed: 3142972
Stat Med. 2006 Nov 15;25(21):3589-631
pubmed: 16947924
PLoS One. 2013 May 02;8(5):e62754
pubmed: 23658768
Crit Care Med. 2014 Nov;42(11):2429-36
pubmed: 25080052
Comput Biol Med. 2012 Nov;42(11):1150-6
pubmed: 23058098
Intensive Care Med. 2019 Jul;45(7):1046-1051
pubmed: 30874824
J Biomed Inform. 2010 Apr;43(2):273-86
pubmed: 19874913
Anaesth Intensive Care. 2007 Jun;35(3):357-62
pubmed: 17591128
J Trauma. 1996 Oct;41(4):599-605
pubmed: 8858016
Crit Care Clin. 2007 Apr;23(2):223-40, ix
pubmed: 17368167
Nat Med. 2018 Nov;24(11):1716-1720
pubmed: 30349085
Chest. 2005 May;127(5):1812-27
pubmed: 15888864
Philos Trans A Math Phys Eng Sci. 2009 Jul 13;367(1898):2679-90
pubmed: 19487204
Anesth Analg. 2005 Sep;101(3):758-64, table of contents
pubmed: 16115988
Sci Data. 2018 Sep 11;5:180178
pubmed: 30204154
Neurol Clin. 2008 May;26(2):521-41, x
pubmed: 18514825
Anaesthesia. 2011 Dec;66(12):1112-20
pubmed: 21950720
Can J Neurol Sci. 2004 Feb;31(1):80-6
pubmed: 15038475
Acta Neurochir Suppl. 1998;71:306-9
pubmed: 9779215
Crit Care Clin. 2019 Jul;35(3):483-495
pubmed: 31076048
IEEE Trans Biomed Eng. 2005 Oct;52(10):1671-80
pubmed: 16235653
Methods Inf Med. 2001;40(5):373-9
pubmed: 11776734
Crit Care Med. 2015 Jan;43(1):168-76
pubmed: 25318385
J Hosp Med. 2016 Nov;11 Suppl 1:S18-S24
pubmed: 27805795
J Trauma. 2005 Mar;58(3):571-6
pubmed: 15761353
J Neurosci Methods. 2010 Aug 15;191(1):101-9
pubmed: 20595035
Acta Neurochir Suppl. 2008;102:105-8
pubmed: 19388298
Chest. 2014 Mar 1;145(3):500-507
pubmed: 24306581
Chest. 2017 Feb;151(2):286-297
pubmed: 27932050
Anesthesiology. 2006 Apr;104(4):686-95
pubmed: 16571963
Crit Care. 2010;14(2):127
pubmed: 20236462
Curr Opin Anaesthesiol. 2019 Apr;32(2):129-135
pubmed: 30817384
Crit Care. 2010;14(1):R10
pubmed: 20122274
Anesth Analg. 2013 Nov;117(5):1110-8
pubmed: 23835454
Artif Intell Med. 2013 Jan;57(1):9-19
pubmed: 23287490
Neurocrit Care. 2012 Aug;17(1):3-23
pubmed: 22528274
Zentralbl Neurochir. 2000;61(1):2-6
pubmed: 10859794
J Neurosurg. 2004 Sep;101(3):408-16
pubmed: 15352597
Crit Care Clin. 2007 Jul;23(3):507-38
pubmed: 17900483
Anesth Analg. 2012 Jan;114(1):130-43
pubmed: 21965362
J Trauma. 2008 Apr;64(4 Suppl):S333-41
pubmed: 18385585
Neurol Res Int. 2013;2013:256713
pubmed: 23862061
Cardiol Clin. 2006 Feb;24(1):135-46
pubmed: 16326263
JAMA. 2011 Jun 1;305(21):2175-83
pubmed: 21576622
Anesth Analg. 2011 Mar;112(3):546-57
pubmed: 21233500
Crit Care Med. 2018 Mar;46(3):361-367
pubmed: 29474321
J Crit Care. 2009 Sep;24(3):371-8
pubmed: 19592202
Crit Care Med. 2002 Apr;30(4):733-8
pubmed: 11940737
Stroke. 2009 Mar;40(3):815-9
pubmed: 19131652
Conf Proc IEEE Eng Med Biol Soc. 2011;2011:7111-4
pubmed: 22255977
PLoS One. 2012;7(11):e48758
pubmed: 23144958
Ann Intensive Care. 2013 Jun 27;3(1):17
pubmed: 23806076
J R Soc Interface. 2005 Sep 22;2(4):267-80
pubmed: 16849185
Clin Neurophysiol. 2011 Oct;122(10):2100-9
pubmed: 21474372
J Clin Monit Comput. 2004 Apr;18(2):111-29
pubmed: 15362273
Crit Care Med. 2001 Feb;29(2):427-35
pubmed: 11269246