MACHINE LEARNING-BASED PREDICTION OF FOUR TYPES OF OUTCOMES AFTER TRAUMATIC BRAIN INJURY USING DATA AT ADMISSION: A MULTICENTER STUDY

被引：0
|
作者：
Matsuo, Kazuya [1 ,2 ,3 ]
Aihara, Hideo
Hara, Yoshie [1 ,4 ]
Morishita, Akitsugu [5 ]
Sakagami, Yoshio [6 ]
Miyake, Shigeru [7 ]
Tatsumi, Shotaro [8 ]
Ishihara, Satoshi [9 ]
Tohma, Yoshiki [10 ]
Yamashita, Haruo [1 ,2 ]
Sasayama, Takashi [3 ]
机构：
[1] Hyogo Emergency Med Ctr, Dept Neurosurg, Kobe, Hyogo, Japan
[2] Kobe Red Cross Hosp, Kobe, Hyogo, Japan
[3] Kobe Univ, Grad Sch Med, Dept Neurosurg, Kobe, Hyogo, Japan
[4] Hyogo Prefectural Harima Himeji Gen Med Ctr, Dept Neurosurg, Himeji, Hyogo, Japan
[5] Hyogo Prefectural Kakogawa Med Ctr, Dept Neurosurg, Kakogawa, Hyogo, Japan
[6] Hyogo Prefectural Awaji Med Ctr, Dept Neurosurg, Awaji, Japan
[7] Kita Harima Med Ctr, Dept Neurosurg, Ono, Hokkaido, Japan
[8] Hirohata Steel Mem Hosp, Dept Neurosurg, Himeji, Hyogo, Japan
[9] Hyogo Emergency Med Ctr, Dept Emergency & Crit Care Med, Kobe, Hyogo, Japan
[10] Hyogo Prefectural Kakogawa Med Ctr, Acute Care Med Ctr, Kakogawa, Hyogo, Japan
来源：
JOURNAL OF NEUROTRAUMA | 2023年 / 40卷 / 15-16期
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：
P04.049
引用
收藏
页码：A47 / A48
页数：2
相关论文
共 50 条
  • [21] Prognosis prediction in traumatic brain injury patients using machine learning algorithms
    Khalili, Hosseinali
    Rismani, Maziyar
    Nematollahi, Mohammad Ali
    Masoudi, Mohammad Sadegh
    Asadollahi, Arefeh
    Taheri, Reza
    Pourmontaseri, Hossein
    Valibeygi, Adib
    Roshanzamir, Mohamad
    Alizadehsani, Roohallah
    Niakan, Amin
    Andishgar, Aref
    Islam, Sheikh Mohammed Shariful
    Acharya, U. Rajendra
    SCIENTIFIC REPORTS, 2023, 13 (01)
  • [22] Traumatic Brain Injury Rehabilitation Outcome Prediction Using Machine Learning Methods
    Balaji, Nitin Nikamanth Appiah
    Beaulieu, Cynthia L.
    Bogner, Jennifer
    Ning, Xia
    ARCHIVES OF REHABILITATION RESEARCH AND CLINICAL TRANSLATION, 2023, 5 (04)
  • [23] Prognosis prediction in traumatic brain injury patients using machine learning algorithms
    Miri, MirMohammad
    Cone, Jamie
    ARCHIVES OF TRAUMA RESEARCH, 2023, 12 (04) : 217 - 219
  • [24] Prognosis prediction in traumatic brain injury patients using machine learning algorithms
    Hosseinali Khalili
    Maziyar Rismani
    Mohammad Ali Nematollahi
    Mohammad Sadegh Masoudi
    Arefeh Asadollahi
    Reza Taheri
    Hossein Pourmontaseri
    Adib Valibeygi
    Mohamad Roshanzamir
    Roohallah Alizadehsani
    Amin Niakan
    Aref Andishgar
    Sheikh Mohammed Shariful Islam
    U. Rajendra Acharya
    Scientific Reports, 13
  • [25] Using Machine Learning to Examine Suicidal Ideation After Traumatic Brain Injury A Traumatic Brain Injury Model Systems National Database Study
    Fisher, Lauren B.
    Curtiss, Joshua E.
    Klyce, Daniel W.
    Perrin, Paul B.
    Juengst, Shannon B.
    Gary, Kelli W.
    Niemeier, Janet P.
    Hammond, Flora M.
    Bergquist, Thomas F.
    Wagner, Amy K.
    Rabinowitz, Amanda R.
    Giacino, Joseph T.
    Zafonte, Ross D.
    AMERICAN JOURNAL OF PHYSICAL MEDICINE & REHABILITATION, 2023, 102 (02) : 137 - 143
  • [26] MACHINE LEARNING-BASED PREDICTION OF ICU COMPLICATIONS USING MEDICATION DATA: A VALIDATION STUDY
    Smith, Susan
    Zhao, Bokai
    Deng, Shiyuan
    Hu, Mengxuan
    Zhang, Tianyi
    Kong, Yanlei
    Shen, Ye
    Li, Sheng
    Murphy, David
    Murray, Brian
    Kamaleswaran, Rishikesan
    Chen, Xianyan
    Devlin, John
    Sikora, Andrea
    CRITICAL CARE MEDICINE, 2025, 53 (01)
  • [27] Prediction of Mortality Among Patients With Isolated Traumatic Brain Injury Using Machine Learning Models in Asian Countries: An International Multicenter Cohort Study
    Song, J.
    Kim, S-J
    Lee, S.
    Lim, H.
    Ahn, S.
    Kim, J.
    Park, J.
    Cho, H-J
    Moon, S.
    Jeon, E-T
    ANNALS OF EMERGENCY MEDICINE, 2022, 80 (04) : S21 - S23
  • [28] Using machine learning to predict mortality and morbidity after Traumatic Brain Injury
    Vasileios, Theiou
    Salapatas-Gkinis, Aris
    Theofanopoulos, Athanasios
    Giannakopoulos, George
    Tsitsipanis, Christos
    PROCEEDINGS OF THE 12TH HELLENIC CONFERENCE ON ARTIFICIAL INTELLIGENCE, SETN 2022, 2022,
  • [29] Prediction of Mortality in Geriatric Traumatic Brain Injury Patients Using Machine Learning Algorithms
    Wang, Ruoran
    Zeng, Xihang
    Long, Yujuan
    Zhang, Jing
    Bo, Hong
    He, Min
    Xu, Jianguo
    BRAIN SCIENCES, 2023, 13 (01)
  • [30] Mortality Prediction in Severe Traumatic Brain Injury Using Traditional and Machine Learning Algorithms
    Wu, Xiang
    Sun, Yuyao
    Xu, Xiao W.
    Steyerberg, Ewout
    Helmrich, Isabel R. A. Retel
    Lecky, Fiona
    Guo, Jianying
    Li, Xiang
    Feng, Junfeng
    Mao, Qing
    Xie, Guotong
    Maas, Andrew I. R.
    Gao, Guoyi
    Jiang, Jiyao
    JOURNAL OF NEUROTRAUMA, 2023, 40 (13-14) : 1366 - 1375
12345