Journal of Healthcare Engineering

Artificial Intelligence in Disease Diagnosis


Publishing date
01 Nov 2022
Status
Published
Submission deadline
01 Jul 2022

Lead Editor

1Chinese Academy of Sciences, Beijing, China

2Eye and Ear, Nose, and Throat Hospital of Fudan University, Shanghai, China

3First Affiliated Hospital of Huzhou University, Nanjing, China

4Institute for Infocomm Research, A*STAR, Singapore


Artificial Intelligence in Disease Diagnosis

Description

Accurate diagnosis of diseases is crucial for treatment planning and ensuring the well-being of patients. Human errors limit the diagnosis accuracy and efficiency, especially in general clinical practice and rural areas, as interpreting medical knowledge is a complex and cognitively challenging task. Artificial intelligence (AI) techniques, such as convolutional neural networks, knowledge graphs, and transformers, are validated as powerful and promising tools to assist and improve the diagnosis and even treatment of various diseases. The application of AI within the diagnostic process supports medical specialists to improve the level of diagnostic accuracy and efficiency, thus providing emergent digitalized healthcare services.

However, significant challenges remain in terms of reliability and validation, number and type of conditions considered, cross-modality analysis, novel examination technologies, and the effective transfer of advanced computer vision and machine learning technologies.

This Special Issue focuses on artificial intelligence research and applications for disease diagnosis. We welcome original research and review articles.

Potential topics include but are not limited to the following:

  • Artificial intelligence tools for healthcare management
  • Artificial intelligence applications for clinical decision support
  • Novel artificial intelligence theory and algorithm
  • Disease biomarker identification for systemic conditions
  • Clinical validation of artificial intelligence applications for disease diagnosis
  • Combined analysis of multiple organs using artificial intelligence
  • Knowledge graphs for healthcare
  • Medical image analysis for computer-aided diagnosis
  • Multimodal fusion for disease detection and treatment
  • Computer-assisted surgery
  • New public datasets and baselines

Articles

  • Special Issue
  • - Volume 2023
  • - Article ID 3715603
  • - Research Article

Multi-Layer Perceptron Classifier with the Proposed Combined Feature Vector of 3D CNN Features and Lung Radiomics Features for COPD Stage Classification

Yingjian Yang | Nanrong Zeng | ... | Yan Kang
  • Special Issue
  • - Volume 2023
  • - Article ID 7139560
  • - Research Article

Development and Application of a Standardized Testset for an Artificial Intelligence Medical Device Intended for the Computer-Aided Diagnosis of Diabetic Retinopathy

Hao Wang | Xiangfeng Meng | ... | Jiage Li
  • Special Issue
  • - Volume 2023
  • - Article ID 3617318
  • - Research Article

An End-to-End Data-Adaptive Pancreas Segmentation System with an Image Quality Control Toolbox

Yan Zhu | Peijun Hu | ... | Jingsong Li
  • Special Issue
  • - Volume 2022
  • - Article ID 3942110
  • - Research Article

Pterygium Screening and Lesion Area Segmentation Based on Deep Learning

Shaojun Zhu | Xinwen Fang | ... | Junyang Song
  • Special Issue
  • - Volume 2022
  • - Article ID 7387174
  • - Research Article

Comparing Conventional and Deep Feature Models for Classifying Fundus Photography of Hemorrhages

Tamoor Aziz | Chalie Charoenlarpnopparut | Srijidtra Mahapakulchai
  • Special Issue
  • - Volume 2022
  • - Article ID 9635526
  • - Research Article

Machine Learning-Based Prediction Model of Preterm Birth Using Electronic Health Record

Qi Sun | Xiaoxuan Zou | ... | Xu Ma
  • Special Issue
  • - Volume 2022
  • - Article ID 2722608
  • - Research Article

Multiview Volume and Temporal Difference Network for Angle-Closure Glaucoma Screening from AS-OCT Videos

Luoying Hao | Yan Hu | ... | Jiang Liu
  • Special Issue
  • - Volume 2022
  • - Article ID 4246239
  • - Research Article

Augmentation-Consistent Clustering Network for Diabetic Retinopathy Grading with Fewer Annotations

Guanghua Zhang | Keran Li | ... | Xueping Pan

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