Application of automated face coding (AFC) in older adults: A pilot study

IF 4.8 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE Journal of dentistry Pub Date : 2025-02-01 DOI:10.1016/j.jdent.2025.105555
Elena Mshael , Angela Stillhart , Claudio Rodrigues Leles , Murali Srinivasan
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Abstract

Objectives

The study aimed to assess the prevalence and nature of emotional expressions in care-dependent older adults, using an automated face coding (AFC) software. By examining the seven fundamental emotions, the study sought to understand how these emotions manifest and their potential implications for dental care in this population.

Methods

Fifty care-dependent older adults’ (mean-age: 78.90 ± 10.83 years; n = 50, men = 25, women = 25) emotional expressions were analyzed using an AFC software. The study measured the prevalence of the seven fundamental emotions including neutral, happy, sad, angry, surprised, scared, and disgusted. Correlations were explored between these expressions and demographic variables such as sex, age, Mini-Mental State Examination (MMSE) scores, as well as the use of sedation. Descriptive statistics, non-parametric tests and Spearman's rho correlations were applied for statistical analysis (p < 0.05).

Results

Neutral expression was the most common emotion (0.732 ± 0.23), with other emotions largely inactive. A trace of happiness was detected in women (0.110 ± 0.23), though not statistically significant (p = 0.061). Significant correlations were found between happy expressions and left eye opening (p = 0.021), and a negative correlation was observed between mouth opening and sad expressions (p = 0.049). No significant associations were found with age, MMSE scores, or sedation use.

Conclusions

This study found that AFC software can detect and quantify emotions from facial expressions of dependent older adults and that they predominantly exhibited neutral expressions, with few signs of other emotions. Future research should explore these influences to inform personalized care approaches.
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自动面部编码(AFC)在老年人中的应用:一项试点研究。
目的:本研究旨在利用自动面部编码(AFC)软件评估依赖护理的老年人情绪表达的普遍性和性质。通过检查七种基本情绪,该研究试图了解这些情绪是如何表现出来的,以及它们对这一人群的牙科护理的潜在影响。方法:老年人50例(平均年龄:78.90±10.83岁;n = 50,男性= 25,女性= 25)使用AFC软件分析情绪表达。该研究测量了七种基本情绪的流行程度,包括中性、快乐、悲伤、愤怒、惊讶、害怕和厌恶。探讨了这些表达与人口统计学变量(如性别、年龄、最小精神状态检查(MMSE)分数以及镇静剂的使用)之间的相关性。采用描述性统计、非参数检验和Spearman’s rho相关进行统计学分析(p < 0.05)。结果:中性表情是最常见的情绪(0.732±0.23),其他情绪基本不活跃。在女性中发现了一丝快乐(0.110±0.23),尽管没有统计学意义(p = 0.061)。快乐表情与左眼张开呈显著相关(p = 0.021),而开口与悲伤表情呈负相关(p = 0.049)。未发现与年龄、MMSE评分或镇静使用有显著关联。结论:本研究发现,AFC软件可以从依赖老年人的面部表情中检测和量化情绪,并且他们主要表现为中性表情,几乎没有其他情绪的迹象。未来的研究应探讨这些影响,以告知个性化护理方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of dentistry
Journal of dentistry 医学-牙科与口腔外科
CiteScore
7.30
自引率
11.40%
发文量
349
审稿时长
35 days
期刊介绍: The Journal of Dentistry has an open access mirror journal The Journal of Dentistry: X, sharing the same aims and scope, editorial team, submission system and rigorous peer review. The Journal of Dentistry is the leading international dental journal within the field of Restorative Dentistry. Placing an emphasis on publishing novel and high-quality research papers, the Journal aims to influence the practice of dentistry at clinician, research, industry and policy-maker level on an international basis. Topics covered include the management of dental disease, periodontology, endodontology, operative dentistry, fixed and removable prosthodontics, dental biomaterials science, long-term clinical trials including epidemiology and oral health, technology transfer of new scientific instrumentation or procedures, as well as clinically relevant oral biology and translational research. The Journal of Dentistry will publish original scientific research papers including short communications. It is also interested in publishing review articles and leaders in themed areas which will be linked to new scientific research. Conference proceedings are also welcome and expressions of interest should be communicated to the Editor.
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