One of the more challenging issues in epidemiological research is being able to provide an unbiased estimate of the causal exposure-disease effect, to assess the possible etiological mechanisms and the implication for public health. A major source of bias is confounding, which can spuriously create or mask the causal relationship. In the last ten years, methodological research has been developed to better de_ne the concept of causation in epidemiology and some important achievements have resulted in new statistical models. In this review, we aim to show how a technique the well known by statisticians, i.e. standardization, can be seen as a method to estimate causal e_ects, equivalent under certain conditions to the inverse probability treatment weight procedure.

Romio, S., Bellocco, R., Corrao, G. (2010). Introductive remarks on Causal Inference. STATISTICA, 70(3), 353-362 [10.6092/issn.1973-2201/3591].

Introductive remarks on Causal Inference

ROMIO, SILVANA ANTONIETTA;BELLOCCO, RINO;CORRAO, GIOVANNI
2010

Abstract

One of the more challenging issues in epidemiological research is being able to provide an unbiased estimate of the causal exposure-disease effect, to assess the possible etiological mechanisms and the implication for public health. A major source of bias is confounding, which can spuriously create or mask the causal relationship. In the last ten years, methodological research has been developed to better de_ne the concept of causation in epidemiology and some important achievements have resulted in new statistical models. In this review, we aim to show how a technique the well known by statisticians, i.e. standardization, can be seen as a method to estimate causal e_ects, equivalent under certain conditions to the inverse probability treatment weight procedure.
Articolo in rivista - Articolo scientifico
Causal Inference
English
2010
70
3
353
362
none
Romio, S., Bellocco, R., Corrao, G. (2010). Introductive remarks on Causal Inference. STATISTICA, 70(3), 353-362 [10.6092/issn.1973-2201/3591].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/26833
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