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The healthcare sector is an important pillar of every community, numerous research studies have been carried out in this context to optimize medical processes and improve care quality and facilitate patient management. In this article we…

机器学习 · 计算机科学 2023-04-04 Chaimae Taoussi , Imad Hafidi , Abdelmoutalib Metrane

Pathology deals with the practice of discovering the reasons for disease by analyzing the body samples. The most used way in this field, is to use histology which is basically studying and viewing microscopic structures of cell and tissues.…

图像与视频处理 · 电气工程与系统科学 2021-11-08 Virender Ranga , Shivam Gupta , Priyansh Agrawal , Jyoti Meena

The application of new artificial intelligence (AI) discoveries is transforming healthcare research. However, the standards of reporting are variable in this still evolving field, leading to potential research waste. The aim of this work is…

计算机与社会 · 计算机科学 2023-01-25 Clare McGenity , Darren Treanor

[Purpose] The pathology is decisive for disease diagnosis, but relies heavily on the experienced pathologists. Recently, pathological artificial intelligence (PAI) is thought to improve diagnostic accuracy and efficiency. However, the high…

图像与视频处理 · 电气工程与系统科学 2022-05-25 Yuanqing Yang , Kai Sun , Yanhua Gao , Kuangsong Wang , Gang Yu

Medical errors are a major public health concern and a leading cause of death worldwide. Many healthcare centers and hospitals use reporting systems where medical practitioners write a preliminary medical report and the report is later…

信息检索 · 计算机科学 2020-05-01 Sean MacAvaney , Arman Cohan , Nazli Goharian , Ross Filice

The histological assessment of human tissue has emerged as the key challenge for detection and treatment of cancer. A plethora of different data sources ranging from tissue microarray data to gene expression, proteomics or metabolomics data…

计算机视觉与模式识别 · 计算机科学 2016-01-05 Thomas J. Fuchs , Joachim M. Buhmann

Pathology has played a crucial role in the diagnosis and evaluation of patient tissue samples obtained from surgeries and biopsies for many years. The advent of Whole Slide Scanners and the development of deep learning technologies have…

计算机视觉与模式识别 · 计算机科学 2024-08-07 Mieko Ochi , Daisuke Komura , Shumpei Ishikawa

Extraction of relevant pathological terms from radiology reports is important for correct image label generation and disease population studies. In this letter, we compare the performance of some known application program interface (APIs)…

信息检索 · 计算机科学 2018-12-08 Tahsin Mostafiz , Khalid Ashraf

Digital pathology is not only one of the most promising fields of diagnostic medicine, but at the same time a hot topic for fundamental research. Digital pathology is not just the transfer of histopathological slides into digital…

Pathology laboratories are increasingly using digital workflows. This has the potential of increasing lab efficiency, but the digitization process also involves major challenges. Several reports have been published describing the individual…

人机交互 · 计算机科学 2023-09-25 Lars Ole Schwen , Tim-Rasmus Kiehl , Rita Carvalho , Norman Zerbe , André Homeyer

Artificial intelligence (AI) solutions that automatically extract information from digital histology images have shown great promise for improving pathological diagnosis. Prior to routine use, it is important to evaluate their predictive…

The combination of data analysis methods, increasing computing capacity, and improved sensors enable quantitative granular, multi-scale, cell-based analyses. We describe the rich set of application challenges related to tissue…

人工智能 · 计算机科学 2022-06-16 Rajarsi Gupta , Jakub Kaczmarzyk , Soma Kobayashi , Tahsin Kurc , Joel Saltz

Artificial Intelligence (AI) brings advancements to support pathologists in navigating high-resolution tumor images to search for pathology patterns of interest. However, existing AI-assisted tools have not realized this promised potential…

Recent developments in AI have provided assisting tools to support pathologists' diagnoses. However, it remains challenging to incorporate such tools into pathologists' practice; one main concern is AI's insufficient workflow integration…

Radiology reporting generative AI holds significant potential to alleviate clinical workloads and streamline medical care. However, achieving high clinical accuracy is challenging, as radiological images often feature subtle lesions and…

计算机视觉与模式识别 · 计算机科学 2024-11-19 Yijian Gao , Dominic Marshall , Xiaodan Xing , Junzhi Ning , Giorgos Papanastasiou , Guang Yang , Matthieu Komorowski

Health informatics can inform decisions that practitioners, patients, policymakers, and researchers need to make about health and disease. Health informatics is built upon patient health data leading to the need to codify patient health…

计算机与社会 · 计算机科学 2023-04-14 Jacob S. Zelko , Sarah Gasman , Shenita R. Freeman , Dong Yun Lee , Jaan Altosaar , Azza Shoaibi , Gowtham Rao

More than 144 000 Australians were diagnosed with cancer in 2019. The majority will first present to their GP symptomatically, even for cancer for which screening programs exist. Diagnosing cancer in primary care is challenging due to the…

机器学习 · 计算机科学 2020-12-21 Goce Ristanoski , Jon Emery , Javiera Martinez-Gutierrez , Damien Mccarthy , Uwe Aickelin

Disease Intelligence (DI) is based on the acquisition and aggregation of fragmented knowledge of diseases at multiple sources all over the world to provide valuable information to doctors, researchers and information seeking community. Some…

人工智能 · 计算机科学 2012-11-16 Prabath Chaminda Abeysiriwardana , Saluka R Kodituwakku

Machine Learning has been applied to pathology images in research and clinical practice with promising outcomes. However, standard ML models often lack the rigorous evaluation required for clinical decisions. Machine learning techniques for…

图像与视频处理 · 电气工程与系统科学 2022-04-19 Syed Ashar Javed , Dinkar Juyal , Zahil Shanis , Shreya Chakraborty , Harsha Pokkalla , Aaditya Prakash

In modern dynamic constantly developing society, more and more people suffer from chronic and serious diseases and doctors and patients need special and sophisticated medical and health support. Accordingly, prominent health stakeholders…

计算机与社会 · 计算机科学 2022-08-10 Mirjana Ivanovic , Serge Autexier , Miltiadis Kokkonidis
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