Suppr超能文献

特拉华疼痛数据库:一组疼痛表情及相应的常模数据。

The Delaware Pain Database: a set of painful expressions and corresponding norming data.

作者信息

Mende-Siedlecki Peter, Qu-Lee Jennie, Lin Jingrun, Drain Alexis, Goharzad Azaadeh

机构信息

University of Delaware, Newark, Delaware, USA.

New York University, New York City, New York, USA.

出版信息

Pain Rep. 2020 Oct 21;5(6):e853. doi: 10.1097/PR9.0000000000000853. eCollection 2020 Nov-Dec.

Abstract

INTRODUCTION

Facial expressions of pain serve an essential social function by communicating suffering and soliciting aid. Accurate visual perception of painful expressions is critical because the misperception of pain signals can have serious clinical and social consequences. Therefore, it is essential that researchers have access to high-quality, diverse databases of painful expressions to better understand accuracy and bias in pain perception.

OBJECTIVES

This article describes the development of a large-scale face stimulus database focusing on expressions of pain.

METHODS

We collected and normed a database of images of models posing painful facial expressions. We also characterized these stimuli in terms of the presence of a series of pain-relevant facial action units. In addition to our primary database of posed expressions, we provide a separate database of computer-rendered expressions of pain that may be applied to any neutral face photograph.

RESULTS

The resulting database comprises 229 unique (and now publicly available) painful expressions. To the best of our knowledge, there are no existing databases of this size, quality, or diversity in terms of race, gender, and expression intensity. We provide evidence for the reliability of expressions and evaluations of pain within these stimuli, as well as a full characterization of this set along dimensions relevant to pain such as perceived status, strength, and dominance. Moreover, our second database complements the primary set in terms of experimental control and precision.

CONCLUSION

These stimuli will facilitate reproducible research in both experimental and clinical domains into the mechanisms supporting accuracy and bias in pain perception and care.

摘要

引言

疼痛的面部表情通过传达痛苦和寻求帮助发挥着重要的社会功能。准确视觉感知痛苦表情至关重要,因为对疼痛信号的错误感知可能会产生严重的临床和社会后果。因此,研究人员能够获取高质量、多样化的痛苦表情数据库对于更好地理解疼痛感知的准确性和偏差至关重要。

目的

本文描述了一个专注于疼痛表情的大规模面部刺激数据库的开发。

方法

我们收集并规范了一组模特摆出痛苦面部表情的图像数据库。我们还根据一系列与疼痛相关的面部动作单元的存在情况对这些刺激进行了特征描述。除了我们的主要摆拍表情数据库外,我们还提供了一个单独的计算机渲染疼痛表情数据库,该数据库可应用于任何中性面部照片。

结果

最终的数据库包含229种独特的(现已公开可用的)痛苦表情。据我们所知,在种族、性别和表情强度方面,不存在如此规模、质量或多样性的现有数据库。我们提供了这些刺激中表情和疼痛评估可靠性的证据,以及沿着与疼痛相关的维度(如感知状态、强度和主导性)对这组表情的全面特征描述。此外,我们的第二个数据库在实验控制和精度方面对主要数据集起到了补充作用。

结论

这些刺激将促进实验和临床领域对支持疼痛感知和护理准确性及偏差机制的可重复研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3504/7587421/9c00fb122c07/painreports-5-e853-g001.jpg

相似文献

1
The Delaware Pain Database: a set of painful expressions and corresponding norming data.
Pain Rep. 2020 Oct 21;5(6):e853. doi: 10.1097/PR9.0000000000000853. eCollection 2020 Nov-Dec.
2
The many faces of a face: Comparing stills and videos of facial expressions in eight dimensions (SAVE database).
Behav Res Methods. 2017 Aug;49(4):1343-1360. doi: 10.3758/s13428-016-0790-5.
5
Valence, arousal, and dominance ratings for facial stimuli.
Q J Exp Psychol (Hove). 2019 Aug;72(8):2046-2055. doi: 10.1177/1747021819829012. Epub 2019 Feb 13.
6
Human and machine validation of 14 databases of dynamic facial expressions.
Behav Res Methods. 2021 Apr;53(2):686-701. doi: 10.3758/s13428-020-01443-y.
8
Pain communication through body posture: the development and validation of a stimulus set.
Pain. 2014 Nov;155(11):2282-90. doi: 10.1016/j.pain.2014.08.019. Epub 2014 Aug 26.
9
Denver pain authenticity stimulus set (D-PASS).
Behav Res Methods. 2024 Apr;56(4):2992-3008. doi: 10.3758/s13428-023-02283-2. Epub 2023 Nov 22.

引用本文的文献

2
Multimodal Biomedical Signal Acquisition Setup to Assess Chronic Pain in Older Adults With Alzheimer's Disease.
Annu Int Conf IEEE Eng Med Biol Soc. 2024 Jul;2024:1-4. doi: 10.1109/EMBC53108.2024.10782487.
3
Machine learning classification of active viewing of pain and non-pain images using EEG does not exceed chance in external validation samples.
Cogn Affect Behav Neurosci. 2025 Jun;25(3):814-831. doi: 10.3758/s13415-025-01268-2. Epub 2025 Feb 18.
4
Interracial contact shapes racial bias in the learning of person-knowledge.
Commun Psychol. 2025 Jan 21;3(1):6. doi: 10.1038/s44271-025-00187-9.
5
Validation of the Emotionally Congruent and Incongruent Face-Body Static Set (ECIFBSS).
Behav Res Methods. 2025 Jan 3;57(1):41. doi: 10.3758/s13428-024-02550-w.
6
Race and gender biases in assessing pain intensity and medication needs among Chinese observers.
Pain Rep. 2024 Dec 26;10(1):e1231. doi: 10.1097/PR9.0000000000001231. eCollection 2025 Feb.
7
Employing the Artificial Intelligence Object Detection Tool YOLOv8 for Real-Time Pain Detection: A Feasibility Study.
J Pain Res. 2024 Nov 9;17:3681-3696. doi: 10.2147/JPR.S491574. eCollection 2024.
9
Automated facial recognition system using deep learning for pain assessment in adults with cerebral palsy.
Digit Health. 2024 Jun 5;10:20552076241259664. doi: 10.1177/20552076241259664. eCollection 2024 Jan-Dec.
10
Racial Bias in Pediatric Pain Perception.
J Pain. 2024 Sep;25(9):104583. doi: 10.1016/j.jpain.2024.104583. Epub 2024 May 31.

本文引用的文献

1
The need for diversity in research on facial expressions of pain.
Pain. 2019 Aug;160(8):1901-1902. doi: 10.1097/j.pain.0000000000001593.
2
Perceptual contributions to racial bias in pain recognition.
J Exp Psychol Gen. 2019 May;148(5):863-889. doi: 10.1037/xge0000600.
3
Facial muscle movements encoding pain-a systematic review.
Pain. 2019 Mar;160(3):535-549. doi: 10.1097/j.pain.0000000000001424.
4
Distinct facial expressions represent pain and pleasure across cultures.
Proc Natl Acad Sci U S A. 2018 Oct 23;115(43):E10013-E10021. doi: 10.1073/pnas.1807862115. Epub 2018 Oct 8.
5
Racial bias in judgments of physical size and formidability: From size to threat.
J Pers Soc Psychol. 2017 Jul;113(1):59-80. doi: 10.1037/pspi0000092. Epub 2017 Mar 13.
6
Racial bias in pain assessment and treatment recommendations, and false beliefs about biological differences between blacks and whites.
Proc Natl Acad Sci U S A. 2016 Apr 19;113(16):4296-301. doi: 10.1073/pnas.1516047113. Epub 2016 Apr 4.
7
The Pain Experience of Hispanic Americans: A Critical Literature Review and Conceptual Model.
J Pain. 2016 May;17(5):513-28. doi: 10.1016/j.jpain.2015.10.022. Epub 2016 Jan 30.
8
Perceived trustworthiness shapes neural empathic responses toward others' pain.
Neuropsychologia. 2015 Dec;79(Pt A):97-105. doi: 10.1016/j.neuropsychologia.2015.10.028. Epub 2015 Oct 26.
9
PSYCHOLOGY. Estimating the reproducibility of psychological science.
Science. 2015 Aug 28;349(6251):aac4716. doi: 10.1126/science.aac4716.
10
Editors' Introduction to the Special Section on Replicability in Psychological Science: A Crisis of Confidence?
Perspect Psychol Sci. 2012 Nov;7(6):528-30. doi: 10.1177/1745691612465253.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验