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In this paper, we proposed two different approaches, a rule-based approach and a machine-learning based approach, to identify active heart failure cases automatically by analyzing electronic health records (EHR). For the rule-based…

计算与语言 · 计算机科学 2016-09-07 Shu Dong , R Kannan Mutharasan , Siddhartha Jonnalagadda

Background Clinical trials are essential to advancing cancer treatments, yet fewer than 10% of adults with cancer enroll in trials, and many studies fail to meet accrual targets. Artificial intelligence (AI) could improve identification of…

Deep Neural Networks (DNNs) have been extensively used in many areas including image processing, medical diagnostics, and autonomous driving. However, DNNs can exhibit erroneous behaviours that may lead to critical errors, especially when…

软件工程 · 计算机科学 2023-04-21 Zohreh Aghababaeyan , Manel Abdellatif , Lionel Briand , Ramesh S , Mojtaba Bagherzadeh

High throughput immune repertoire sequencing is promising to lead to new statistical diagnostic tools for medicine and biology. Successful implementations of these methods require a correct characterization, analysis and interpretation of…

基因组学 · 定量生物学 2018-04-13 Quentin Marcou , Thierry Mora , Aleksandra M Walczak

Data cleaning consumes about 80% of the time spent on data analysis for clinical research projects. This is a much bigger problem in the era of big data and machine learning in the field of medicine where large volumes of data are being…

医学物理 · 物理学 2018-01-03 Timothy Rozario , Troy Long , Mingli Chen , Weiguo Lu , Steve Jiang

Breast cancer screening policies attempt to achieve timely diagnosis by the regular screening of apparently healthy women. Various clinical decisions are needed to manage the screening process; those include: selecting the screening tests…

机器学习 · 计算机科学 2016-02-02 Ahmed M. Alaa , Kyeong H. Moon , William Hsu , Mihaela van der Schaar

Inferring the structure of gene regulatory networks (GRN) from gene expression data has many applications, from the elucidation of complex biological processes to the identification of potential drug targets. It is however a notoriously…

机器学习 · 统计学 2012-05-08 Anne-Claire Haury , Fantine Mordelet , Paola Vera-Licona , Jean-Philippe Vert

Effective treatment of cancer requires early diagnosis which involves the patient's awareness of the early signs and symptoms, leading to a consultation with a health provider, who would then promptly refer the patient for confirmation of…

软件工程 · 计算机科学 2025-11-11 Davis Byamugisha , Francis Kamuganga , Adones Rukundo , John Businge

The new generation of dedicated Engineering Strain Scanners at neutron facilities such as ENGIN-X at ISIS and SMARTS at LANSCE offer considerable increases in both the throughput of samples and the density of measurements which are feasible…

材料科学 · 物理学 2007-05-23 J. A. James , J. R. Santistiban , M. R. Daymond , L. Edwards

In the last years, especially since the COVID-19 pandemic, precision medicine platforms emerged as useful tools for supporting new tests like the ones that detect the presence of antibodies and antigens with better sensitivity and…

Artificial neural networks (ANNs) have been successfully applied to solve a variety of classification and function approximation problems. Although ANNs can generally predict better than decision trees for pattern classification problems,…

神经与进化计算 · 计算机科学 2010-09-28 S. M. Kamruzzaman , Md. Monirul Islam

Large Language Models (LLMs) hold significant promise for improving clinical decision support and reducing physician burnout by synthesizing complex, longitudinal cancer Electronic Health Records (EHRs). However, their implementation in…

计算与语言 · 计算机科学 2026-01-12 Dongchen Li , Jitao Liang , Wei Li , Xiaoyu Wang , Longbing Cao , Kun Yu

In recent years, the field of medicine has been increasingly adopting artificial intelligence (AI) technologies to provide faster and more accurate disease detection, prediction, and assessment. In this study, we propose an interpretable AI…

Robotic ultrasound (US) has recently attracted increasing attention as a means to overcome the limitations of conventional US examinations, such as the strong operator dependence. However, the decision-making process of existing methods is…

机器人学 · 计算机科学 2026-03-03 Dianye Huang , Ziping Cong , Nassir Navab , Zhongliang Jiang

Recently, Convolutional Neural Network (CNN) has achieved excellent performance in the classification task. It is widely known that CNN is deemed as a 'black-box', which is hard for understanding the prediction mechanism and debugging the…

计算机视觉与模式识别 · 计算机科学 2021-12-10 Zunlei Feng , Jiacong Hu , Sai Wu , Xiaotian Yu , Jie Song , Mingli Song

The rapid evolution of the telecommunication industry necessitates efficient troubleshooting processes to maintain network reliability, software maintainability, and service quality. Trouble Reports (TRs), which document issues in…

软件工程 · 计算机科学 2025-11-24 Soroush Javdan , Pragash Krishnamoorthy , Olga Baysal

This study deliberates on the application of advanced AI techniques for brain tumor classification through MRI, wherein the training includes the present best deep learning models to enhance diagnosis accuracy and the potential of usability…

Medical imaging techniques, especially Magnetic Resonance Imaging (MRI), are accepted as the gold standard in the diagnosis and treatment planning of neurological diseases. However, the manual analysis of MRI images is a time-consuming…

图像与视频处理 · 电气工程与系统科学 2026-04-03 Okan Uçar , Murat Kurt

Convolutional neural networks (CNNs) have been widely applied in many safety-critical domains, such as autonomous driving and medical diagnosis. However, concerns have been raised with respect to the trustworthiness of these models: The…

计算机视觉与模式识别 · 计算机科学 2023-04-04 Xin Zhang , Yuqi Song , Xiaofeng Wang , Fei Zuo

The rapid development in Internet of Medical Things (IoMT) boosts the opportunity for real-time health monitoring using various data types such as electroencephalography (EEG) and electrocardiography (ECG). Security issues have…

密码学与安全 · 计算机科学 2023-03-24 Guanhong Miao , A. Adam Ding , Samuel S. Wu