自我选择进入流行病学研究和调查的危险与潜力

Perils and Potentials of Self-Selected Entry to Epidemiological Studies and Surveys

Journal of the Royal Statistical Society. Series A: Statistics in Society · 2016
被引 190 · 同刊同年前 3%
ABS 3

中文导读

本文讨论了网络调查中自我选择样本对研究外部有效性的影响,指出统计学家、流行病学家和调查研究者需合作解决因果结构兼容性问题,以将样本结论推广到目标人群。

Abstract

Summary Low front-end cost and rapid accrual make Web-based surveys and enrolment in studies attractive, but participants are often self-selected with little reference to a well-defined study base. Of course, high quality studies must be internally valid (validity of inferences for the sample at hand), but Web-based enrolment reactivates discussion of external validity (generalization of within-study inferences to a target population or context) in epidemiology and clinical trials. Survey research relies on a representative sample produced by a sampling frame, prespecified sampling process and weighting that maps results to an intended population. In contrast, recent analytical epidemiology has shifted the focus away from survey-type representativity to internal validity in the sample. Against this background, it is a good time for statisticians to take stock of our role and position regarding surveys, observational research in epidemiology and clinical studies. The central issue is whether conditional effects in the sample (the study population) may be transported to desired target populations. Success depends on compatibility of causal structures in study and target populations, and will require subject matter considerations in each concrete case. Statisticians, epidemiologists and survey researchers should work together to increase understanding of these challenges and to develop improved tools to handle them.

流行病学统计学调查研究因果推断外部有效性