UNSUPERVISED MACHINE LEARNING OF ICU MEDICATION USE PATTERNS TO PREDICT FLUID OVERLOAD

被引：0
|
作者：
Keats, Kelli [1 ]
Deng, Shiyuan [2 ]
Chen, Xianyan [3 ]
Zhang, Tianyi [3 ]
Devlin, John [4 ]
Murphy, David [5 ]
Smith, Susan [2 ]
Murray, Brian [6 ]
Kamaleswaran, Rishikesan [5 ]
Newsome, Andrea Sikora [7 ]
机构：
[1] Augusta Univ, Med Ctr, Augusta, GA USA
[2] Univ Georgia, Athens, GA 30602 USA
[3] UGA, Athens, GA 30602 USA
[4] Northeastern Univ, Boston, MA USA
[5] Emory Univ, Sch Med, Atlanta, GA USA
[6] Univ Colorado Denver, Chapel Hill, NC USA
[7] Univ Georgia, Coll Pharm, Augusta, GA USA
来源：
CRITICAL CARE MEDICINE | 2024年 / 52卷
关键词：
D O I：
暂无
中图分类号：
R4 [临床医学];
学科分类号：
1002 ; 100602 ;
摘要：
362
引用
收藏
页数：1
相关论文
共 50 条
  • [1] Unsupervised machine learning analysis to identify patterns of ICU medication use for fluid overload prediction
    Henry, Kelli
    Deng, Shiyuan
    Chen, Xianyan
    Zhang, Tianyi
    Devlin, John
    Murphy, David
    Smith, Susan
    Murray, Brian
    Kamaleswaran, Rishikesan
    Most, Amoreena
    Sikora, Andrea
    PHARMACOTHERAPY, 2025, 45 (02): : 76 - 86
  • [2] Machine learning vs. traditional regression analysis for fluid overload prediction in the ICU
    Sikora, Andrea
    Zhang, Tianyi
    Murphy, David J.
    Smith, Susan E.
    Murray, Brian
    Kamaleswaran, Rishikesan
    Chen, Xianyan
    Buckley, Mitchell S.
    Rowe, Sandra
    Devlin, John W.
    SCIENTIFIC REPORTS, 2023, 13 (01):
  • [3] Machine learning vs. traditional regression analysis for fluid overload prediction in the ICU
    Andrea Sikora
    Tianyi Zhang
    David J. Murphy
    Susan E. Smith
    Brian Murray
    Rishikesan Kamaleswaran
    Xianyan Chen
    Mitchell S. Buckley
    Sandra Rowe
    John W. Devlin
    Scientific Reports, 13 (1)
  • [4] Adopting machine learning to predict ICU delirium
    Bangash, Ali Haider
    Chaurasia, Bipin
    NEUROSURGICAL REVIEW, 2024, 47 (01)
  • [5] Using Machine Learning to Predict Treatment Adherence in Patients on Medication for Opioid Use Disorder
    Burgess-Hull, Albert J. J.
    Brooks, Caleb
    Epstein, David H. H.
    Gandhi, Devang
    Oviedo, Enrique
    JOURNAL OF ADDICTION MEDICINE, 2023, 17 (01) : 28 - 34
  • [6] Medication Use as a Contributor to Fluid Overload in the PICU: A Prospective Observational Study
    Fuhrman, Dana
    Crowley, Kelli
    Vetterly, Carol
    Hoshitsuki, Keito
    Koval, Alaina
    Carcillo, Joseph
    JOURNAL OF PEDIATRIC INTENSIVE CARE, 2018, 7 (02) : 69 - 74
  • [7] Combining supervised and unsupervised machine learning algorithms to predict the learners' learning styles
    El Aissaoui, Ouafae
    El Alami El Madani, Yasser
    Oughdir, Lahcen
    El Allioui, Youssouf
    SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING IN DATA SCIENCES (ICDS2018), 2019, 148 : 87 - 96
  • [8] MEDICATION REGIMEN COMPLEXITY SCORE (MRC-ICU) PREDICTS FLUID OVERLOAD IN THE CRITICALLY ILL
    Chase, Aaron
    Olney, William
    Smith, Susan
    Newsome, Andrea
    Hannah, Sarah
    CRITICAL CARE MEDICINE, 2021, 49 (01) : 267 - 267
  • [9] Machine Learning to Predict COVID-19 and ICU Requirement
    Podder, Prajoy
    Mondal, M. Rubaiyat Hossain
    PROCEEDINGS OF 2020 11TH INTERNATIONAL CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (ICECE), 2020, : 483 - 486
  • [10] Using machine learning algorithms to predict medication initiations and discontinuations
    Le, Hoa V.
    Chi Truong
    PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2019, 28 : 233 - 233
12345