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邻里效应研究中的可忽略性与稳定性假设。

Ignorability and stability assumptions in neighborhood effects research.

作者信息

Vanderweele Tyler J

机构信息

Department of Health Studies, University of Chicago, 5841 South Maryland Avenue, Chicago, IL 60637, U.S.A.

出版信息

Stat Med. 2008 May 20;27(11):1934-43. doi: 10.1002/sim.3139.

Abstract

Two central assumptions concerning causal inference in the potential outcomes framework for estimating neighborhood effects are examined. The stable unit treatment value assumption in the context of neighborhood effects requires that an individual's outcome does not depend on the treatment assigned to neighborhoods other than the individual's own neighborhood. The assumption is important in that it makes estimation feasible, although some progress can be made even when the assumption is relaxed. Some discussion is given concerning the contexts in which the neighborhood-level stable unit treatment value assumption is likely to hold. The ignorability assumption allows the researcher to move from conclusions about association to conclusions about causation. In the context of neighborhood-wide interventions, the ignorability assumption for the individual-level potential outcomes framework can be easily adapted for neighborhood effects.

摘要

本文考察了在估计邻里效应的潜在结果框架中关于因果推断的两个核心假设。邻里效应背景下的稳定单位处理值假设要求个体的结果不依赖于除其自身邻里之外分配给其他邻里的处理。该假设很重要,因为它使估计变得可行,尽管即使放宽该假设也能取得一些进展。文中对邻里层面稳定单位处理值假设可能成立的背景进行了一些讨论。可忽略性假设使研究者能够从关于关联的结论转向关于因果关系的结论。在邻里范围干预的背景下,个体层面潜在结果框架的可忽略性假设可以很容易地适用于邻里效应。

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