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A Deep Learning Approach for Infant Pain Assessment Using Facial Expressions Through Convolutional Neural Network 期刊论文

编号：

3336CF397602320A8338D7317368D226
作者：

Zhang, Long#^[1]Zhu, Ting Yan^[2];Zhang, Ying(张颖)*^[3,4]
语种：

英文
期刊：

CIN-COMPUTERS INFORMATICS NURSING ISSN：1538-2931 2025 年 43 卷 7 期 ; JUL
收录：
关键词：

Computer Deep learning Infant Neural networks Nursing assessment Pain measurement
摘要：

This study presents a deep learning-based approach for assessing infant pain through facial expression analysis using Convolutional Neural Networks (CNNs). Given infants'' inability to verbally articulate pain, reliable assessment methods are crucial in clinical nursing. To address this need, we developed a CNN model utilizing the COPE (Classification of Pain Expression) database. Our model achieved a test accuracy of 90.24%, with an average precision and recall of 87.58%, and an F1 score of 0.8758. Additionally, the model demonstrated high performance with an area under the curve of 0.9818 on the receiver operating characteristic curve. These results underscore the potential utility of CNNs for providing an objective pain assessment in clinical settings. However, the study acknowledges limitations, including a small sample size, the need for external validation, and ethical considerations. Future research should focus on expanding the dataset, conducting external validation, refining model architectures, and addressing ethical considerations to enhance performance and applicability. These efforts will advance infant pain management, ensure ethical integrity, and improve the overall quality of care.
推荐引用方式
GB/T 7714：

Zhang Long,Zhu Ting Yan,Zhang Ying, et al. A Deep Learning Approach for Infant Pain Assessment Using Facial Expressions Through Convolutional Neural Network [J].CIN-COMPUTERS INFORMATICS NURSING,2025,43(7).
APA：

Zhang Long,Zhu Ting Yan,Zhang Ying.(2025).A Deep Learning Approach for Infant Pain Assessment Using Facial Expressions Through Convolutional Neural Network .CIN-COMPUTERS INFORMATICS NURSING,43(7).
MLA：

Zhang Long, et al. "A Deep Learning Approach for Infant Pain Assessment Using Facial Expressions Through Convolutional Neural Network" .CIN-COMPUTERS INFORMATICS NURSING 43,7(2025).
入库时间：

2025/7/28 21:19:09
更新时间：

2025/8/27 23:53:00

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