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Medflex: An R package for flexible mediation analysis using natural effect models
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نویسنده
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steen j. ,loeys t. ,moerkerke b. ,vansteelandt s.
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منبع
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journal of statistical software - 2017 - دوره : 76 - شماره : 1
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چکیده
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Mediation analysis is routinely adopted by researchers from a wide range of applied disciplines as a statistical tool to disentangle the causal pathways by which an exposure or treatment affects an outcome. the counterfactual framework provides a language for clearly defining path-specific effects of interest and has fostered a principled extension of mediation analysis beyond the context of linear models. this paper describes medflex,an r package that implements some recent developments in mediation analysis embedded within the counterfactual framework. the medflex package offers a set of ready-made functions for fitting natural effect models,a novel class of causal models which directly parameterize the path-specific effects of interest,thereby adding flexibility to existing software packages for mediation analysis,in particular with respect to hypothesis testing and parsimony. in this paper,we give a comprehensive overview of the functionalities of the medflex package. © 2017,american statistical association. all rights reserved.
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کلیدواژه
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Causal inference; Direct effect; Indirect effect; Medflex; Mediation analysis; Natural effect models; R
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آدرس
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department of applied mathematics,computer science and statistics,faculty of sciences,ghent university,krijgslaan 281,s9,gent,9000, Belgium, department of data analysis,faculty of psychology and educational sciences,ghent university,henri dunantlaan 1,gent,9000, Belgium, department of data analysis,faculty of psychology and educational sciences,ghent university,henri dunantlaan 1,gent,9000, Belgium, department of applied mathematics,computer science and statistics,faculty of sciences,ghent university,krijgslaan 281,s9,gent,9000, Belgium
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Authors
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