Department of Zoology, University of Melbourne, Melbourne, Victoria, Australia.
PLoS One. 2013;8(1):e53548. doi: 10.1371/journal.pone.0053548. Epub 2013 Jan 23.
Confirmation bias is a tendency of people to interpret information in a way that confirms their expectations. A long recognized phenomenon in human psychology, confirmation bias can distort the results of a study and thus reduce its reliability. While confirmation bias can be avoided by conducting studies blind to treatment groups, this practice is not always used. Surprisingly, this is true of research in animal behaviour, and the extent to which confirmation bias influences research outcomes in this field is rarely investigated. Here we conducted a meta-analysis, using studies on nestmate recognition in ants, to compare the outcomes of studies that were conducted blind with those that were not. Nestmate recognition studies typically perform intra- and inter colony aggression assays, with the a priori expectation that there should be little or no aggression among nestmates. Aggressive interactions between ants can include subtle behaviours such as mandible flaring and recoil, which can be hard to quantify, making these types of assays prone to confirmation bias. Our survey revealed that only 29% of our sample of 79 studies were conducted blind. These studies were more likely to report aggression among nestmates if they were conducted blind (73%) than if they were not (21%). Moreover, we found that the effect size between nestmate and non-nestmate treatment means is significantly lower in experiments conducted blind than those in which colony identity is known (1.38 versus 2.76). We discuss the implications of the impact of confirmation bias for research that attempts to obtain quantitative synthesises of data from different studies.
确认偏误是人们倾向于以符合其预期的方式解释信息的一种现象。这是人类心理学中早已认识到的现象,确认偏误会扭曲研究结果,从而降低其可靠性。虽然通过对治疗组进行盲法研究可以避免确认偏误,但这种做法并不总是被采用。令人惊讶的是,动物行为研究也是如此,而且确认偏误对该领域研究结果的影响程度很少被调查。在这里,我们使用蚂蚁的巢内识别研究进行了荟萃分析,比较了进行盲法和非盲法研究的结果。巢内识别研究通常进行内群和外群攻击测定,其先验期望是巢内个体之间应该几乎没有或没有攻击性。蚂蚁之间的攻击相互作用可能包括微妙的行为,如下颚张开和反弹,这些行为很难量化,因此这些类型的测定容易受到确认偏误的影响。我们的调查显示,在我们的 79 项研究样本中,只有 29%是进行盲法研究的。与非盲法研究(21%)相比,如果进行盲法研究,这些研究更有可能报告巢内个体之间的攻击性(73%)。此外,我们发现,在进行盲法研究的实验中,巢内和非巢内处理平均值之间的效应大小明显低于已知群体身份的实验(1.38 与 2.76)。我们讨论了确认偏误对试图从不同研究中获得数据定量综合的研究的影响。