A novel approach to exploring infant gaze patterns with AI-manipulated videos.

IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Charlotte Viktorsson, Tobias Lundman, Kim Astor
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Abstract

Eye tracking is a widely used tool to study infant development, but creating diverse stimuli while maintaining high control over confounding variables can be challenging. In this proof-of-concept study, we examined an innovative way to generate ecologically valid stimuli using AI technology, in order to create videos that can be used in culturally diverse settings. Using the eye-mouth-index (EMI), a commonly used paradigm in infant eye tracking, we examined the consistency of eye tracking measures across original videos and two types of AI-manipulated videos in a sample of 46 infants aged 12-14 months. We found a very strong correlation of the EMI across original and AI videos (r = 0.873-0.874), and there were no statistically significant differences between mean EMI in the original and AI conditions. Additionally, we created culturally diverse videos to measure gaze following, and found that children followed the gaze of the people in the AI-manipulated videos in an expected manner. In conclusion, AI technology provides promising tools to create ecologically valid and culturally diverse stimuli, that can be used to conduct studies in a wide range of settings and to examine the generalizability of earlier findings in the field of developmental psychology.

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用人工智能操纵的视频探索婴儿凝视模式的新方法。
眼动追踪是研究婴儿发育的一种广泛使用的工具,但在保持对混杂变量的高度控制的同时创造多种刺激可能具有挑战性。在这项概念验证研究中,我们研究了一种利用人工智能技术产生生态有效刺激的创新方法,以便创建可在不同文化背景下使用的视频。使用眼口指数(EMI),这是婴儿眼球追踪中常用的范例,我们在46个12-14个月的婴儿样本中检查了原始视频和两种类型的人工智能操纵视频的眼球追踪测量的一致性。我们发现原始视频和人工智能视频的EMI之间存在很强的相关性(r = 0.873-0.874),并且原始和人工智能条件下的平均EMI之间没有统计学上的显著差异。此外,我们制作了不同文化的视频来衡量目光跟随,发现孩子们在人工智能操纵的视频中以预期的方式跟随人们的目光。总之,人工智能技术为创造生态有效和文化多样化的刺激提供了有前途的工具,可用于在广泛的环境中进行研究,并检查发展心理学领域早期发现的普遍性。
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来源期刊
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
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