Ordinal logistic regression in medical research

被引:2
|
作者
Bender, R [1 ]
Grouven, U [1 ]
机构
[1] HANNOVER MED SCH, DEPT ANAESTHESIOL, HANNOVER, GERMANY
关键词
D O I
暂无
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Medical research workers are making increasing use of logistic regression analysis for binary and ordinal data. The purpose of this paper is to give a non-technical introduction to logistic regression models for ordinal response variables. We address issues such as the global concept and interpetation of logistic models, the model building procedure from a practical point of view, and the assessment of the model adequacy. For illustrative purposes we apply these methods to real data of a study investigating the association between glycosylated haemoglobin and retinopathy. We give some recommendations for the use and assessment of ordinal logistic regression models in medical research.
引用
收藏
页码:546 / 551
页数:6
相关论文
共 50 条
  • [1] Ordinal logistic regression
    Warner, Pamela
    [J]. JOURNAL OF FAMILY PLANNING AND REPRODUCTIVE HEALTH CARE, 2008, 34 (03): : 169 - 170
  • [2] Ordinal logistic regression
    Koletsi, Despina
    Pandis, Nikolaos
    [J]. AMERICAN JOURNAL OF ORTHODONTICS AND DENTOFACIAL ORTHOPEDICS, 2018, 153 (01) : 157 - 158
  • [3] Logistic Regression in Medical Research
    Schober, Patrick
    Vetter, Thomas R.
    [J]. ANESTHESIA AND ANALGESIA, 2021, 132 (02): : 365 - 366
  • [4] Multinomial and ordinal logistic regression
    Sainani, Kristin L.
    [J]. PM&R, 2021, 13 (09) : 1050 - 1055
  • [5] Ordinal logistic regression in epidemiological studies
    Silva Abreu, Mery Natali
    Siqueira, Arminda Lucia
    Caiaffa, Waleska Teixeira
    [J]. REVISTA DE SAUDE PUBLICA, 2009, 43 (01): : 183 - 194
  • [6] CLASSIFICATION EFFICIENCY OF MULTINOMIAL LOGISTIC-REGRESSION RELATIVE TO ORDINAL LOGISTIC-REGRESSION
    CAMPBELL, MK
    DONNER, A
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1989, 84 (406) : 587 - 591
  • [7] Ordinal Logistic Regression for Affective Product Design
    Zhou, F.
    Wu, D.
    Yang, X.
    Jiao, J.
    [J]. IEEM: 2008 INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS 1-3, 2008, : 1986 - +
  • [8] ALTERNATIVE MODELS FOR ORDINAL LOGISTIC-REGRESSION
    GREENLAND, S
    [J]. STATISTICS IN MEDICINE, 1994, 13 (16) : 1665 - 1677
  • [9] Ordinal Regression Analysis: Using Generalized Ordinal Logistic Regression Models to Estimate Educational Data
    Liu, Xing
    Koirala, Hari
    [J]. JOURNAL OF MODERN APPLIED STATISTICAL METHODS, 2012, 11 (01) : 242 - 254
  • [10] Genomic-Enabled Prediction of Ordinal Data with Bayesian Logistic Ordinal Regression
    Montesinos-Lopez, Osval A.
    Montesinos-Lopez, Abelardo
    Crossa, Jose
    Burgueno, Juan
    Eskridge, Kent
    [J]. G3-GENES GENOMES GENETICS, 2015, 5 (10): : 2113 - 2126