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Covariate Selection for Observational Comparative Effectiveness Research

Slides: 1–12 of 17
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Covariate Selection for Observational Comparative Effectiveness Research

Keywords: comparative effectiveness research | covariate selection | observational | background
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Outline of Material

Keywords: comparative effectiveness research | covariate selection | key considerations | outline
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Introduction

Keywords: introduction | covariate selection | confounding | causal graphs
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Causal Models and the Structural Relationship of Variables (1 of 7)

Keywords: causal models | treatment effects | risk factors
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Confounding (2 of 7)

Keywords: causal models | confounding
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Sources of Confounding

Keywords: confounding | provider actions | patient actions | environmental factors | social factors
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Causal Models and the Structural Relationship of Variables (3 of 7)

Keywords: causal models | intermediate variables
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Causal Models and the Structural Relationship of Variables (4 of 7)

Keywords: intermediate variables | causal models
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Causal Models and the Structural Relationship of Variables (5 of 7) Time-varying confounding Causal Models and the Structural Relationship of Variables (5 of 7)

Keywords: causal models | time-varying confounding
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Causal Models and the Structural Relationship of Variables (6 of 7)

Keywords: causal models | collider variables
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Causal Models and the Structural Relationship of Variables (7 of 7)

Keywords: instrumental variables | causal models
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Proxy Confounders and Mismeasured and Unmeasured Confounders

Keywords: proxy confounders | mismeasured and unmeasured confounders | sensitivity analysis
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