Machine Learning of Physiologic Waveforms and Electronic Health Record Data A Large Perioperative Data Set of High-Fidelity Physiologic Waveforms

被引：1
作者：
Kim, Sungsoo [1 ,2 ]
Kwon, Sohee [1 ]
Rudas, Akos [3 ]
Pal, Ravi [1 ]
Markey, Mia K. [4 ]
Bovik, Alan C. [2 ]
Cannesson, Maxime [1 ,5 ]
机构：
[1] Univ Calif Los Angeles, Dept Anesthesiol & Perioperat Med, Los Angeles, CA 90095 USA
[2] Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX USA
[3] Univ Calif Los Angeles, Dept Computat Med, Los Angeles, CA 90095 USA
[4] Univ Texas Austin, Dept Biomed Engn, Austin, TX USA
[5] UCLA, David Geffen Sch Med, Dept Anesthesiol & Perioperat Med, 757 Westwood Plaza, Los Angeles, CA 90095 USA
来源：
CRITICAL CARE CLINICS | 2023年 / 39卷 / 04期
关键词：
Machine learning; Physiologic waveforms; Deep neuronal networks; Perioperative medicine; Surgery; Prediction; MEAN ARTERIAL-PRESSURE; NONCARDIAC SURGERY; GLOBAL VOLUME; HYPOTENSION; MORTALITY;
D O I：
10.1016/j.ccc.2023.03.003
中图分类号：
R4 [临床医学];
学科分类号：
1002 ; 100602 ;
摘要：
[No abstract available]
引用
收藏
页码：675 / 687
页数：13
相关论文
共 33 条
  • [11] Graves A, 2013, INT CONF ACOUST SPEE, P6645, DOI 10.1109/ICASSP.2013.6638947
  • [12] Machine-learning Algorithm to Predict Hypotension Based on High-fidelity Arterial Pressure Waveform Analysis
    Hatib, Feras
    Jian, Zhongping
    Buddi, Sai
    Lee, Christine
    Settels, Jos
    Sibert, Karen
    Rinehart, Joseph
    Cannesson, Maxime
    [J]. ANESTHESIOLOGY, 2018, 129 (04) : 663 - 674
  • [13] A Systematic Approach to Creation of a Perioperative Data Warehouse
    Hofer, Ira S.
    Gabel, Eilon
    Pfeffer, Michael
    Mahbouba, Mohammed
    Mahajan, Aman
    [J]. ANESTHESIA AND ANALGESIA, 2016, 122 (06) : 1880 - 1884
  • [14] Johnson A, 2021, MIMIC-IV-ED
  • [15] Johnson A., 2020, Mimic-iv. PhysioNet
  • [16] Deep learning
    LeCun, Yann
    Bengio, Yoshua
    Hinton, Geoffrey
    [J]. NATURE, 2015, 521 (7553) : 436 - 444
  • [17] Epidemiology of Anesthesia-related Mortality in the United States, 1999-2005
    Li, Guohua
    Warner, Margaret
    Lang, Barbara H.
    Huang, Lin
    Sun, Lena S.
    [J]. ANESTHESIOLOGY, 2009, 110 (04) : 759 - 765
  • [18] Intraoperative Mean Arterial Pressure Variability and 30-day Mortality in Patients Having Noncardiac Surgery
    Mascha, Edward J.
    Yang, Dongsheng
    Weiss, Stephanie
    Sessler, Daniel I.
    [J]. ANESTHESIOLOGY, 2015, 123 (01) : 79 - 91
  • [19] Preoperative Risk and the Association between Hypotension and Postoperative Acute Kidney Injury
    Mathis, Michael R.
    Naik, Bhiken I.
    Freundlich, Robert E.
    Shanks, Amy M.
    Heung, Michael
    Kim, Minjae
    Burns, Michael L.
    Colquhoun, Douglas A.
    Rangrass, Govind
    Janda, Allison
    Engoren, Milo C.
    Saager, Leif
    Tremper, Kevin K.
    Kheterpal, Sachin
    [J]. ANESTHESIOLOGY, 2020, 132 (03) : 461 - 475
  • [20] Global Surgery 2030: evidence and solutions for achieving health, welfare, and economic development
    Meara, John G.
    Leather, Andrew J. M.
    Hagander, Lars
    Alkire, Blake C.
    Alonso, Nivaldo
    Ameh, Emmanuel A.
    Bickler, Stephen W.
    Conteh, Lesong
    Dare, Anna J.
    Davies, Justine
    Merisier, Eunice Derivois
    El-Halabi, Shenaaz
    Farmer, Paul E.
    Gawande, Atul
    Gillies, Rowan
    Greenberg, Sarah L. M.
    Grimes, Caris E.
    Gruen, Russell L.
    Ismail, Edna Adan
    Kamara, Thaim Buya
    Lavy, Chris
    Lundeg, Ganbold
    Mkandawire, Nyengo C.
    Raykar, Nakul P.
    Riesel, Johanna N.
    Rodas, Edgar
    Rose, John
    Roy, Nobhojit
    Shrime, Mark G.
    Sullivan, Richard
    Verguet, Stephane
    Watters, David
    Weiser, Thomas G.
    Wilson, Iain H.
    Yamey, Gavin
    Yip, Winnie
    [J]. LANCET, 2015, 386 (9993) : 569 - 624
1234