Machine Learning Based Predictive Models Are More Accurate Than TNM Staging in Predicting Survival in Patients With Pancreatic Cancer

被引：2
|
作者：
Das, Amit [1 ]
Ngamruengphong, Saowanee [2 ]
机构：
[1] Brophy Coll Preparatory, Phoenix, AZ USA
[2] Johns Hopkins Med, Baltimore, MD USA
来源：
AMERICAN JOURNAL OF GASTROENTEROLOGY | 2019年 / 114卷
关键词：
D O I：
10.14309/01.ajg.0000589856.45106.e0
中图分类号：
R57 [消化系及腹部疾病];
学科分类号：
摘要：
81
引用
收藏
页码：S48 / S48
页数：1
相关论文
共 50 条
  • [1] MACHINE LEARNING-BASED PREDICTIVE MODELS ARE MORE ACCURATE THAN TNM STAGE IN PREDICTING SURVIVAL IN PATIENTS WITH GASTRIC CANCER
    Das, Amit
    Mohapatra, Sonmoon
    Ngamruengphong, Saowanee
    [J]. GASTROENTEROLOGY, 2020, 158 (06) : S782 - S783
  • [2] A NEW MACHINE LEARNING-BASED MODEL IS MORE ACCURATE THAN TRADITIONAL MODELS IN PREDICTING SURVIVAL OF PATIENTS WITH ESOPHAGEAL ADENOCARCINOMA
    Mohapatra, Sonmoon
    Das, Amit
    Ngamruengphong, Saowanee
    [J]. GASTROENTEROLOGY, 2021, 160 (06) : S378 - S378
  • [3] An HPV-based predictive model for oropharynx cancer yields more accurate predictions than TNM staging system
    Hoebers, F.
    Velazquez, E. Rios
    Aerts, H. J. W. L.
    Rietbergen, M. M.
    Brakenhoff, R. H.
    Speel, E. J.
    Straetmans, J.
    Kremer, B.
    Lambin, P.
    [J]. RADIOTHERAPY AND ONCOLOGY, 2014, 111 : S144 - S144
  • [4] Predictive machine learning models for survival outcomes in patients with pancreatic cancer.
    Shen, Yang-Chen
    Chen, Po-See
    Lin, Cheng-Feng
    Liu, Ping-Yen
    Lin, Peng-Chan
    Yen, Chia-Jui
    Shan, Yan-Shen
    [J]. JOURNAL OF CLINICAL ONCOLOGY, 2024, 42 (3_SUPPL) : 625 - 625
  • [5] A NEW MACHINE LEARNING-BASED PREDICTIVE MODEL IS MORE ACCURATE THAN TRADITIONAL ANALYTIC MODELS IN PREDICTING 1-YEAR SURVIVAL OF PATIENTS WITH ESOPHAGEAL SQUAMOUS CELL CARCINOMA
    Das, Amit
    Mohapatra, Sonmoon
    Ngamruengphong, Saowanee
    [J]. GASTROENTEROLOGY, 2021, 160 (06) : S601 - S601
  • [6] Tumor differentiation and extrapancreatic invasion are more predictive of survival than the TNM system in resected pancreatic cancer
    Helm, J.
    Centeno, B. A.
    Melis, M.
    Farma, J.
    Malafa, M. P.
    [J]. ANNALS OF SURGICAL ONCOLOGY, 2008, 15 : 88 - 88
  • [7] Pancreatic cancer survival prediction using machine learning and comparing its performance with TNM staging system and prognostic nomograms
    Osman, Mohamed H.
    [J]. CANCER RESEARCH, 2019, 79 (13)
  • [8] Machine Learning Models are More Accurate Than Regression-based Models for Predicting Functional Impairment Risk in Acute Ischemic Stroke.
    Alaka, Shakiru A.
    Brobbey, Anita
    Menon, Bijoy K.
    Williamson, Tyler
    Goyal, Mayank
    Demchuk, Andrew M.
    Hill, Michael D.
    Sajobi, Tolulope
    [J]. STROKE, 2019, 50
  • [9] Predicting survival of pancreatic cancer using supervised machine learning
    Osman, M. H.
    [J]. ANNALS OF ONCOLOGY, 2018, 29
  • [10] Are Machine Learning Algorithms More Accurate in Predicting Vegetable and Fruit Consumption Than Traditional Statistical Models? An Exploratory Analysis
    Cote, Melina
    Osseni, Mazid Abiodoun
    Brassard, Didier
    Carbonneau, Elise
    Robitaille, Julie
    Vohl, Marie-Claude
    Lemieux, Simone
    Laviolette, Francois
    Lamarche, Benoit
    [J]. FRONTIERS IN NUTRITION, 2022, 9
12345