Identifying associated risk factors for severity of diabetic retinopathy from ordinal logistic regression models

V. Kulothungan, M. Subbiah, R. Ramakrishnan, R. Raman
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引用次数: 2

Abstract

ABSTRACT The realm of medical statistics or epidemiology encourages the repeated application of few variants of generalized linear model. This work has identified a situation in understanding the risk factor modelling for diabetic retinopathy, major source for blindness in adults and associated with Type II diabetes. Main objective of this study is to retain the ordinal nature of the response variable, one of the main concerns in ordinal regression procedures; and to emphasize the need for applying stereotype regression for bio medical data. Analysis plan envisaged in this study has shown the relevance and scope to extend the use of ordinal regression models.
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从有序logistic回归模型中识别糖尿病视网膜病变严重程度的相关危险因素
医学统计或流行病学领域鼓励重复应用广义线性模型的少数变体。这项工作已经确定了了解糖尿病视网膜病变风险因素建模的情况,糖尿病视网膜病变是成人失明的主要来源,并与II型糖尿病相关。本研究的主要目的是保留响应变量的序数性质,这是序数回归过程中主要关注的问题之一;并强调了将刻板印象回归应用于生物医学数据的必要性。本研究设想的分析计划显示了扩展有序回归模型使用的相关性和范围。
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来源期刊
Biostatistics and Epidemiology
Biostatistics and Epidemiology Medicine-Health Informatics
CiteScore
1.80
自引率
0.00%
发文量
23
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