University of Colorado School of Medicine, Aurora, United States.
Elife. 2024 May 28;12:RP84855. doi: 10.7554/eLife.84855.
Science journalism is a critical way for the public to learn about and benefit from scientific findings. Such journalism shapes the public's view of the current state of science and legitimizes experts. Journalists can only cite and quote a limited number of sources, who they may discover in their research, including recommendations by other scientists. Biases in either process may influence who is identified and ultimately included as a source. To examine potential biases in science journalism, we analyzed 22,001 non-research articles published by Nature and compared these with Nature-published research articles with respect to predicted gender and name origin. We extracted cited authors' names and those of quoted speakers. While citations and quotations within a piece do not reflect the entire information-gathering process, they can provide insight into the demographics of visible sources. We then predicted gender and name origin of the cited authors and speakers. We compared articles with a comparator set made up of first and last authors within primary research articles in Nature and a subset of Springer Nature articles in the same time period. In our analysis, we found a skew toward quoting men in Nature science journalism. However, quotation is trending toward equal representation at a faster rate than authorship rates in academic publishing. Gender disparity in Nature quotes was dependent on the article type. We found a significant over-representation of names with predicted Celtic/English origin and under-representation of names with a predicted East Asian origin in both in extracted quotes and journal citations but dampened in citations.
科学新闻是公众了解和受益于科学发现的重要途径。这种新闻塑造了公众对当前科学状况的看法,并使专家合法化。记者只能引用和引用他们在研究中发现的有限数量的来源,包括其他科学家的建议。这两个过程中的任何偏见都可能影响到被确定和最终被确定为来源的人。为了研究科学新闻中的潜在偏见,我们分析了《自然》杂志发表的 22001 篇非研究文章,并将这些文章与《自然》杂志发表的研究文章进行了比较,比较了预测的性别和名字来源。我们提取了被引用作者的姓名和被引述发言者的姓名。虽然一篇文章中的引用和引述并不能反映整个信息收集过程,但它们可以深入了解可见来源的人口统计数据。然后,我们预测了被引述作者和发言者的性别和名字来源。我们将文章与一个比较器集进行了比较,该比较器集由《自然》杂志主要研究文章中的第一作者和最后作者以及同一时期斯普林格自然杂志的一个子集组成。在我们的分析中,我们发现《自然》科学新闻中引用男性的倾向。然而,引用的趋势是代表率的平等,而不是学术出版中的作者率。《自然》杂志引文中的性别差距取决于文章类型。我们发现,在提取的引语和期刊引文中,预测的凯尔特/英语起源的名字存在显著的过度代表,而预测的东亚起源的名字则存在代表性不足,但在引文中有所减弱。