Source:http://linkedlifedata.com/resource/pubmed/id/17595237
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Predicate | Object |
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rdf:type | |
lifeskim:mentions | |
pubmed:issue |
7
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pubmed:dateCreated |
2007-6-27
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pubmed:abstractText |
In part 1 of this series, the authors describe the importance of incomplete data in clinical research, and provide a conceptual framework for handling incomplete data by describing typical mechanisms and patterns of censoring, and detailing a variety of relatively simple methods and their limitations. In part 2, the authors will explore multiple imputation (MI), a more sophisticated and valid method for handling incomplete data in clinical research. This article will provide a detailed conceptual framework for MI, comparative examples of MI versus naive methods for handling incomplete data (and how different methods may impact subsequent study results), plus a practical user's guide to implementing MI, including sample statistical software MI code and a deidentified precoded database for use with the sample code.
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pubmed:language |
eng
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pubmed:journal | |
pubmed:citationSubset |
IM
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pubmed:status |
MEDLINE
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pubmed:month |
Jul
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pubmed:issn |
1553-2712
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pubmed:author | |
pubmed:issnType |
Electronic
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pubmed:volume |
14
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pubmed:owner |
NLM
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pubmed:authorsComplete |
Y
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pubmed:pagination |
669-78
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pubmed:dateRevised |
2007-11-15
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pubmed:meshHeading |
pubmed-meshheading:17595237-Accidents, Traffic,
pubmed-meshheading:17595237-Biomedical Research,
pubmed-meshheading:17595237-Data Interpretation, Statistical,
pubmed-meshheading:17595237-Humans,
pubmed-meshheading:17595237-Logistic Models,
pubmed-meshheading:17595237-Research Design,
pubmed-meshheading:17595237-Software,
pubmed-meshheading:17595237-Statistics as Topic
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pubmed:year |
2007
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pubmed:articleTitle |
Advanced statistics: missing data in clinical research--part 2: multiple imputation.
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pubmed:affiliation |
Center for Policy and Research in Emergency Medicine, Department of Emergency Medicine, Oregon Health & Science University, Portland, OR, USA. newgardc@ohsu.edu
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pubmed:publicationType |
Journal Article
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