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Estimating treatment effects with partially observed covariates using outcome regression with missing indicators.

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第一作者： Helen A,Blake

第一单位： Department of Medical Statistics, London School of Hygiene and Tropical Medicine, London, UK.;Department of Health Services Research and Policy, London School of Hygiene and Tropical Medicine, London, UK.

作者： Helen A,Blake ^[1] ; Clémence,Leyrat ^[2] ; Kathryn E,Mansfield ^[3] ; Laurie A,Tomlinson ^[3] ; James,Carpenter ^[4] ; Elizabeth J,Williamson ^[5]

作者单位： Department of Medical Statistics, London School of Hygiene and Tropical Medicine, London, UK.;Department of Health Services Research and Policy, London School of Hygiene and Tropical Medicine, London, UK. ^[1] Department of Medical Statistics, London School of Hygiene and Tropical Medicine, London, UK.;Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK. ^[2] Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK. ^[3] Department of Medical Statistics, London School of Hygiene and Tropical Medicine, London, UK.;MRC Clinical Trials Unit at UCL, Institute of Clinical Trials and Methodology, London, UK. ^[4] Department of Medical Statistics, London School of Hygiene and Tropical Medicine, London, UK.;Health Data Research UK, London, UK. ^[5]

关键词 average treatment effect missing confounder data missing covariate data missing indicator outcome regression

医学主题词生物测量学(Biometry);人类(Humans);多元分析(Multivariate Analysis);回归分析(Regression Analysis);治疗结果(Treatment Outcome)

DOI 10.1002/bimj.201900041

PMID 31994239

发布时间 2025-05-30

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