Machine Learning for Acute Kidney Injury Prediction in the Intensive Care Unit

被引：13

作者：

Gottlieb, Eric R. ^{[1
,2
,3
,7
]}

Samuel, Mathew ^{[4
]}

Bonventre, Joseph V. ^{[1
,2
]}

Celi, Leo A. ^{[2
,3
,4
,5
,6
]}

Mattie, Heather ^{[5
]}

机构：

[1] Brigham & Womens Hosp, Renal Sect, Boston, MA USA

[2] Harvard Med Sch, Boston, MA USA

[3] MIT, Lab Computat Physiol, Cambridge, MA USA

[4] MIT Crit Data, Cambridge, MA USA

[5] Harvard TH Chan Sch Publ Hlth, Boston, MA USA

[6] Beth Israel Deaconess Med Ctr, Boston, MA USA

[7] 75 Francis St,MRB 4, Boston, MA 02114 USA

来源：

ADVANCES IN CHRONIC KIDNEY DISEASE | 2022年 / 29卷 / 05期

关键词：

Machine learning; AKI prediction; ICU Nephrology; Artificial intelligence; Algorithms; MODELS; ICU;

D O I：

10.1053/j.ackd.2022.06.005

中图分类号：

R5 [内科学]; R69 [泌尿科学（泌尿生殖系疾病）];

学科分类号：

1002 ; 100201 ;

摘要：

Machine learning is the field of artificial intelligence in which computers are trained to make predictions or to identify patterns in data through complex mathematical algorithms. It has great potential in critical care to predict outcomes, such as acute kidney injury, and can be used for prognosis and to suggest management strategies. Machine learning can also be used as a research tool to advance our clinical and biochemical understanding of acute kidney injury. In this review, we introduce basic concepts in machine learning and review recent research in each of these domains.(c) 2022 by the National Kidney Foundation, Inc. All rights reserved.

引用

页码：431 / 438

页数：8

共 50 条

[41] Acute kidney injury in a single neonatal intensive care unit in Turkey
Fatih Bolat
Serdar Comert
Guher Bolat
Oznur Kucuk
Emrah Can
Ali Bulbul
Hasan Sinan Uslu
Asiye Nuhoglu
World Journal of Pediatrics, 2013, 9 : 323 - 329
[42] Recognition of acute kidney injury diagnosis in the neonatal intensive care unit
Vincent, Katherine
Laney, Zegilor
Rutledge, Austin
Newman, Jill C.
Selewski, David T.
Steflik, Heidi J.
JOURNAL OF PERINATOLOGY, 2024, : 1792 - 1794
[43] Acute kidney injury in the intensive care unit: It's the gene, stupid!
Hoste, Eric A. J.
De Waele, Jan J.
CRITICAL CARE MEDICINE, 2008, 36 (12) : 3266 - 3267
[44] Acute kidney injury in a single neonatal intensive care unit in Turkey
Bolat, Fatih
Comert, Serdar
Bolat, Guher
Kucuk, Oznur
Can, Emrah
Bulbul, Ali
Uslu, Hasan Sinan
Nuhoglu, Asiye
WORLD JOURNAL OF PEDIATRICS, 2013, 9 (04) : 323 - 329
[45] Prevalence of acute kidney injury in cardiac patients in the Intensive Care Unit
Tarek A. Ghonemy
Hala M. Allam
Amir M. Elokely
Esam Lotfy
Sayed Elnahal
Amal F. Gharib
The Egyptian Journal of Internal Medicine, 2016, 28 (2) : 60 - 65
[46] Predictors of mortality in children with acute kidney injury in intensive care unit
Rakhmawati, Umi
Murni, Indah K.
Rusmawatiningtyas, Desy
PAEDIATRICA INDONESIANA, 2019, 59 (02) : 92 - 97
[47] COVID-19 and acute kidney injury in the intensive care unit
Hardenberg, Jan-Hendrik B.
Stockmann, Helena
Eckardt, Kai-Uwe
Schmidt-Ott, Kai M.
NEPHROLOGE, 2021, 16 (01): : 20 - 25
[48] Renal replacement therapy for acute kidney injury in the intensive care unit
Gaudry, Stephane
Chaibi, Khalil
Benichou, Nicolas
Verney, Charles
Hajage, David
Dreyfuss, Didier
NEPHROLOGIE & THERAPEUTIQUE, 2017, 13 : S13 - S21
[49] The effect of gender on acute kidney injury developing in the intensive care unit
Guzel, C.
Yesiltas, S.
Daskaya, H.
Uysal, H.
Sumer, I
Turkay, M.
HIPPOKRATIA, 2019, 23 (03) : 126 - 130
[50] EXAMINATION OF PATIENTS WITH ACUTE KIDNEY INJURY IN THE PEDIATRIC INTENSIVE CARE UNIT
Teber, Burcu Gizem
Telhan, Leyla
Kezer, Secil
Akgun, Cihangir
Yavascan, Onder
PEDIATRIC NEPHROLOGY, 2021, 36 (10) : 3330 - 3331

← 1 2 3 4 5 →