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  • 标题:Analysis of periodontal data using mixed effects models
  • 本地全文:下载
  • 作者:Cho, Young Il ; Kim, Hae-Young
  • 期刊名称:The Journal of the Korean Academy of Periodontology
  • 印刷版ISSN:0250-3352
  • 出版年度:2015
  • 卷号:45
  • 期号:1
  • 页码:2-7
  • DOI:10.5051/jpis.2015.45.1.2
  • 语种:English
  • 出版社:Korean Academy of Periodontology
  • 摘要:

    A fundamental problem in analyzing complex multilevel-structured periodontal data is the violation of independency among the observations, which is an assumption in traditional statistical models (e.g., analysis of variance and ordinary least squares regression). In many cases, aggregation (i.e., mean or sum scores) has been employed to overcome this problem. However, the aggregation approach still exhibits certain limitations, such as a loss of power and detailed information, no cross-level relationship analysis, and the potential for creating an ecological fallacy. In order to handle multilevel-structured data appropriately, mixed effects models have been introduced and employed in dental research using periodontal data. The use of mixed effects models might account for the potential bias due to the violation of the independency assumption as well as provide accurate estimates.

    Graphical Abstract

  • 关键词:Linear Models; Statistics; Statistical data interpretation
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