Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls (Q33476068)

27 July 2017

Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls (English)

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27 July 2017

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James R Carpenter

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Patrick Royston

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5

object named as

Patrick Royston

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27 July 2017

6

Michael G Kenward

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27 July 2017

2

Ian R White

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27 July 2017

1

Jonathan A C Sterne

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27 July 2017

John B Carlin

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27 July 2017

Michael Spratt

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4

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27 July 2017

Angela M Wood

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27 July 2017

language of work or name

English

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publication date

29 June 2009

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27 July 2017

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27 July 2017

338

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27 July 2017

b2393

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Use of multiple imputation in the epidemiologic literature

27 July 2017

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2714692

Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) statement: guidelines for reporting observational studies

14 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2714692

Sensitivity analysis after multiple imputation under missing at random: a weighting approach

14 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2714692

Derivation and validation of QRISK, a new cardiovascular disease risk score for the United Kingdom: prospective open cohort study.

14 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2714692

Cost-effectiveness in clinical trials: using multiple imputation to deal with incomplete cost data

14 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2714692

Much ado about nothing: A comparison of missing data methods and software to fit incomplete data regression models

14 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2714692

Robustness of a multivariate normal approximation for imputation of incomplete binary data

14 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2714692

Are missing outcome data adequately handled? A review of published randomized controlled trials in major medical journals

14 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2714692

On the performance of random-coefficient pattern-mixture models for non-ignorable drop-out.

14 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2714692

A comparison of inclusive and restrictive strategies in modern missing data procedures

14 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2714692

Biased estimation of the odds ratio in case-control studies due to the use of ad hoc methods of correcting for missing values for confounding variables.

14 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2714692

Using the outcome for imputation of missing predictor values was preferred.

14 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2714692

Imputation is beneficial for handling missing data in predictive models

31 October 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=2714692

Multiple imputation of missing blood pressure covariates in survival analysis

31 October 2018

1 reference

PubMed

https://pubmed.ncbi.nlm.nih.gov/19564179

inferred from PubMed ID database lookup

12 December 2020

based on heuristic

Identifiers

DOI

10.1136/BMJ.B2393

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27 July 2017

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27 July 2017

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