Should We Strive to Make Science Bias-Free? A Philosophical Assessment of the Reproducibility Crisis.

Robert Hudson
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引用次数: 7

Abstract

Recently, many scientists have become concerned about an excessive number of failures to reproduce statistically significant effects. The situation has become dire enough that the situation has been named the 'reproducibility crisis'. After reviewing the relevant literature to confirm the observation that scientists do indeed view replication as currently problematic, I explain in philosophical terms why the replication of empirical phenomena, such as statistically significant effects, is important for scientific progress. Following that explanation, I examine various diagnoses of the reproducibility crisis, and argue that for the majority of scientists the crisis is due, at least in part, to a form of publication bias. This conclusion sets the stage for an assessment of the view that evidential relations in science are inherently value-laden, a view championed by Heather Douglas and Kevin Elliott. I argue, in response to Douglas and Elliott, and as motivated by the meta-scientific resistance scientists harbour to a publication bias, that if we advocate the value-ladenness of science the result would be a deepening of the reproducibility crisis.

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我们应该努力使科学无偏见吗?可重复性危机的哲学评价。
最近,许多科学家开始担心重现具有统计意义的效应的失败次数过多。这种情况已经变得非常可怕,以至于这种情况被称为“可再生危机”。在回顾了相关文献以证实科学家确实认为重复性是目前存在问题的观察之后,我用哲学术语解释了为什么经验现象的重复性,比如统计上显著的效应,对科学进步很重要。根据这一解释,我研究了对可重复性危机的各种诊断,并认为对大多数科学家来说,这种危机至少部分是由于某种形式的发表偏见。这一结论为对希瑟·道格拉斯(Heather Douglas)和凯文·埃利奥特(Kevin Elliott)倡导的一种观点的评估奠定了基础,这种观点认为,科学中的证据关系本身就充满了价值。作为对道格拉斯和艾略特的回应,我认为,如果我们提倡科学的价值负担,结果将是可重复性危机的加深,这是受到科学家对发表偏见的元科学抵制的激励。
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