The Opportunities and Challenges for Artificial Intelligence to Improve Sepsis Outcomes in the Paediatric Intensive Care Unit

被引:3
|
作者
Aslan, Abdullah Tarik [1 ]
Permana, Budi [2 ,3 ]
Harris, Patrick N. A. [1 ,4 ]
Naidoo, Kuban D. [5 ,6 ]
Pienaar, Michael A. [7 ]
Irwin, Adam D. [1 ,8 ]
机构
[1] Univ Queensland, Fac Med, UQ Ctr Clin Res, Bldg 71-918 Bowen Bridge Rd Herston, Brisbane, Qld, Australia
[2] Univ Queensland, Sch Chem & Mol Biosci, Brisbane, Qld, Australia
[3] Metro North Hlth, Herston Infect Dis Inst HeIDI, Brisbane, Qld, Australia
[4] Royal Brisbane & Womens Hosp, Cent Microbiol, Pathol Queensland, Brisbane, Qld, Australia
[5] Univ Witwatersrand, Div Crit Care, Sch Med, Johannesburg, South Africa
[6] Univ Witwatersrand, Chris Hani Baragwanath Acad Hosp, Sch Med, Paediat Intens Care Unit, Johannesburg, South Africa
[7] Univ Free State, Dept Paediat & Child Hlth, Paediat Crit Care Unit, Bloemfontein, South Africa
[8] Queensland Childrens Hosp, Infect Management & Prevent Serv, Brisbane, Qld, Australia
关键词
Artificial intelligence; Sepsis; Children; Intensive care unit; Low- and middle-income countries; EARLY WARNING SYSTEM; PREDICTION; HEALTH; GUIDELINES; MORTALITY; ALARMS;
D O I
10.1007/s11908-023-00818-4
中图分类号
R51 [传染病];
学科分类号
100401 ;
摘要
Purpose of Review To describe existing applications of artificial intelligence (AI) in sepsis management and the opportunities and challenges associated with its implementation in the paediatric intensive care unit. Recent Findings Over the last decade, significant advances have occurred in the use of AI techniques, particularly in relation to medical image analysis. Increasingly, these techniques are being applied to a broad array of datasets. The availability of both structured and unstructured data from electronic health records, omics data and digital technologies (for example, portable sensors) is rapidly extending the range of applications for AI. These techniques offer the exciting potential to improve the recognition of sepsis and to help us understand the pathophysiological pathways and therapeutic targets of sepsis. Summary Although AI has great potential to improve sepsis management in children, significant challenges need to be overcome before it can be successfully implemented to change healthcare delivery.
引用
收藏
页码:243 / 253
页数:11
相关论文
共 50 条
  • [31] Revolutionising Acute Cardiac Care With Artificial Intelligence: Opportunities and Challenges
    Doolub, Gemina
    Khurshid, Shaan
    Theriault-Lauzier, Pascal
    Lapalme, Alexis Nolin
    Tastet, Olivier
    So, Derek
    Langlais, Elodie Labrecque
    Cobin, Denis
    Avram, Robert
    CANADIAN JOURNAL OF CARDIOLOGY, 2024, 40 (10) : 1813 - 1827
  • [32] Artificial Intelligence in Point-of-Care Biosensing: Challenges and Opportunities
    Flynn, Connor D.
    Chang, Dingran
    DIAGNOSTICS, 2024, 14 (11)
  • [33] Outcomes of Older Adults With Sepsis at Admission to an Intensive Care Unit
    Rowe, Theresa
    Araujo, Katy L. B.
    Van Ness, Peter H.
    Pisani, Margaret A.
    Juthani-Mehta, Manisha
    OPEN FORUM INFECTIOUS DISEASES, 2016, 3 (01):
  • [34] How paediatric nursing can leverage the age of artificial intelligence to improve health outcomes and quality of care?
    Bende, Pranay
    CLINICAL AND TRANSLATIONAL DISCOVERY, 2024, 4 (01):
  • [35] A novel artificial intelligence based intensive care unit monitoring system: using physiological waveforms to identify sepsis
    Mollura, Maximiliano
    Lehman, Li-Wei H.
    Mark, Roger G.
    Barbieri, Riccardo
    PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2021, 379 (2212):
  • [36] Opportunities to improve diagnosis in emergency transfers to the pediatric intensive care unit
    Mehta, Sanjiv D.
    Congdon, Morgan
    Phillips, Charles A.
    Galligan, Meghan
    Hann, Christina M.
    Muthu, Naveen
    Ruiz, Jenny
    Stinson, Hannah
    Shaw, Kathy
    Sutton, Robert M.
    Rasooly, Irit R.
    JOURNAL OF HOSPITAL MEDICINE, 2023, 18 (06) : 509 - 518
  • [37] OUTCOMES AND COSTS OF PATIENTS WITH SEPSIS TRANSFERRED TO A TERTIARY CARE INTENSIVE CARE UNIT
    Fernando, Shannon
    Reardon, Peter
    Van Katwyk, Sasha
    Thavorn, Kednapa
    Tanuseputro, Peter
    Rosenberg, Erin
    Perry, Jeffrey
    Seely, Andrew
    Kyeremanteng, Kwadwo
    CRITICAL CARE MEDICINE, 2018, 46 (01) : 690 - 690
  • [38] Artificial intelligence in paediatric radiology: Future opportunities
    Davendralingam, Natasha
    Sebire, Neil J.
    Arthurs, Owen J.
    Shelmerdine, Susan C.
    BRITISH JOURNAL OF RADIOLOGY, 2021, 94 (1117):
  • [39] Inter-professional collaboration in an Intensive Care Unit: Challenges and opportunities
    da Silva Barros, Eveline Rodrigues
    Lima Ellery, Ana Ecilda
    REV RENE, 2016, 17 (01) : 10 - 19
  • [40] Influence of a dedicated paediatric cardiac intensive care unit on patient outcomes
    Eldadah, Maher
    Leo, Sheryl
    Kovach, Kristina
    Morales, Ivan Ricardo Argueta
    Pepe, Julie
    Fakioglu, Harun
    DeCampli, William
    NURSING IN CRITICAL CARE, 2011, 16 (06) : 281 - 286