Aubin Le Quéré Marianne, Matias J Nathan
Cornell Tech, New York City, NY, 10044, USA.
Cornell University, Ithaca, NY, 14850, USA.
Sci Rep. 2025 Jan 6;15(1):994. doi: 10.1038/s41598-024-81575-9.
The selection of information by individuals is a basic process in democratic institutions, including journalism. Publishers attempt to attract readers with "curiosity gap" headlines that offer vague descriptions rather than summarize an article. Lab and field experiments that compare the influence of these two styles have found conflicting results on their efficacy. In this registered report, we propose a theory, based on the psychology of curiosity, to harmonize these results. We introduce and validate an automated linear scale of headline concreteness to differentiate summary and curiosity gap headlines. In a meta-analysis of 8977 headline experiments, we confirm that the effects of headline concreteness on clickthrough rates vary with the overall concreteness of other headlines. When the baseline headline is too vague, higher headline concreteness increases clickthrough rates. When headlines are too concrete, higher headline concreteness decreases clickthrough rates. These findings suggest a curvilinear relationship between information selection decisions and the amount of information conveyed in text, implying that headlines that convey just the right amount of information maximize clickthrough rates at scale. PROTOCOL REGISTRATION: The protocol for this study was pre-registered following in-principle acceptance at https://osf.io/fbzvw/ on September 21st, 2023. The stage 1 protocol for this Registered Report was accepted in principle on 30/08/23. The protocol, as accepted by the journal, can be found at: https://doi.org/10.17605/OSF.IO/FBZVW .
个体对信息的选择是民主机构(包括新闻业)中的一个基本过程。出版商试图用“好奇心缺口”标题吸引读者,这类标题提供模糊描述而非总结文章内容。比较这两种风格影响力的实验室和实地实验,在其效果方面得出了相互矛盾的结果。在本预注册报告中,我们基于好奇心心理学提出一种理论,以协调这些结果。我们引入并验证了一种自动的标题具体性线性量表,用于区分总结性标题和好奇心缺口标题。在对8977个标题实验的荟萃分析中,我们证实标题具体性对点击率的影响会因其他标题的总体具体性而有所不同。当基线标题过于模糊时,更高的标题具体性会提高点击率。当标题过于具体时,更高的标题具体性会降低点击率。这些发现表明信息选择决策与文本中传达的信息量之间存在曲线关系,这意味着传达适量信息的标题能在大规模范围内使点击率最大化。协议注册:本研究的协议在2023年9月21日原则上被接受后在https://osf.io/fbzvw/进行了预注册。本预注册报告的第一阶段协议于2023年8月30日原则上被接受。该期刊接受的协议可在https://doi.org/10.17605/OSF.IO/FBZVW 上找到。