Testing and Visualization of Associations in Three-Way Contingency Tables: A Study of the Gender Gap in Patients with Type 1 Diabetes and Cardiovascular Complications

被引:0
|
作者
Lombardo, Rosaria [1 ]
Beh, Eric J. [2 ,3 ]
Prattichizzo, Francesco [4 ]
Lucisano, Giuseppe [5 ]
Nicolucci, Antonio [5 ]
Eliasson, Bjorn [6 ]
Carlsen, Hanne Krage [7 ]
La Grotta, Rosalba [4 ]
Pellegrini, Valeria [4 ]
Ceriello, Antonio [4 ]
机构
[1] Univ Campania Luigi Vanvitelli, Dept Econ, I-81043 Capua, CE, Italy
[2] Univ Wollongong, Natl Inst Appl Stat Res Australia NIASRA, Wollongong, NSW 2522, Australia
[3] Stellenbosch Univ, Ctr Multidimens Data Visualisat MuViSU, ZA-7602 Stellenbosch, South Africa
[4] IRCCS Multimed, I-20138 Milan, Italy
[5] Ctr Outcomes Res & Clin Epidemiol, CORESEARCH, I-65122 Pescara, Italy
[6] Sahlgrens Univ Hosp, Dept Med, S-41345 Gothenburg, Sweden
[7] Ctr Registers Reg Vastra Gotaland, Gothenburg, Sweden
关键词
cardiovascular complication; Pearson's three-way chi-squared statistic; partitioning; three-way correspondence analysis; 3-MODE; CORE; RISK;
D O I
10.3390/math12142186
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Using data from the Swedish National Diabetes Register, this study examines the gender disparity among patients with type 1 diabetes who have experienced a specific cardiovascular complication, while exploring the association between their weight variability, age group, and gender. Fourteen cardiovascular complications have been considered. This analysis is conducted using three-way correspondence analysis (CA), which allows for the partitioning and decomposition of Pearson's three-way chi-squared statistic. The dataset comprises information organized in a data cube, detailing how weight variability among these patients correlates with a cardiovascular complication, age group, and gender. The three-way CA method presented in this paper allows one to assess the statistical significance of the association between these variables and to visualize this association, highlighting the gender gap among these patients. From this analysis, we find that the association between weight variability, age group, and gender varies among different types of cardiovascular complications.
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页数:13
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