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Although interest in synthetic medical data (SMD) for training and testing AI methods is growing, the absence of a standardized framework to evaluate its quality and applicability hinders its wider adoption. Here, we outline an evaluation…

Artificial Intelligence · Computer Science 2024-12-05 Ghada Zamzmi , Adarsh Subbaswamy , Elena Sizikova , Edward Margerrison , Jana Delfino , Aldo Badano

Artificial intelligence (AI) and deep learning techniques have gained significant attraction in recent years, owing to their remarkable capability of achieving high performance across a broad range of applications. However, a crucial…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-07-03 Abdulrezzak Zekiye , Öznur Özkasap

Social science research increasingly demands data-driven insights, yet researchers often face barriers such as lack of technical expertise, inconsistent data formats, and limited access to reliable datasets.Social science research…

Databases · Computer Science 2025-12-03 Puneet Arya , Ojas Sahasrabudhe , Adwaiya Srivastav , Partha Pratim Das , Maya Ramanath

With the increase in Artificial Intelligence driven approaches, researchers are requesting unprecedented volumes of medical imaging data which far exceed the capacity of traditional on-premise client-server approaches for making the data…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-06 Joseph Mesterhazy , Garrick Olson , Somalee Datta

With the advent of blockchain technology, multiple research avenues and platforms for dialogue have opened up. However technology transfer to the pubic has not been implemented, such that regular public can access and make use of secure and…

Computers and Society · Computer Science 2019-09-04 Projjal Gupta

Artificial intelligence (AI) has shown great promise in revolutionizing the field of digital health by improving disease diagnosis, treatment, and prevention. This paper describes the Health Guardian platform, a non-commercial, scientific…

Systems and Control · Electrical Eng. & Systems 2023-10-04 Vince S. Siu , Kuan Yu Hsieh , Italo Buleje , Takashi Itoh , Tian Hao , Ben Civjan , Nigel Hinds , Bing Dang , Jeffrey L. Rogers , Bo Wen

Nowadays, science has been coming into a new paradigm, called data-intensive science. While current studies of the new phenomenon focused on building up infrastructure for this new paradigm, yet a few studies concern users of scientific…

Instrumentation and Methods for Astrophysics · Physics 2011-02-08 Jian Zhang , Chaomei Chen , Michael S. Vogeley

Exponential growth in heterogeneous healthcare data arising from electronic health records (EHRs), medical imaging, wearable sensors, and biomedical research has accelerated the adoption of data lakes and centralized architectures capable…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-08 Ritesh Chandra , Sonali Agarwal , Navjot Singh , Sadhana Tiwari

One of the biggest challenges of building artificial intelligence (AI) model in the healthcare area is the data sharing. Since healthcare data is private, sensitive, and heterogeneous, collecting sufficient data for modelling is exhausting,…

Machine Learning · Computer Science 2025-10-10 Rui Sun , Zhipeng Wang , Hengrui Zhang , Ming Jiang , Yizhe Wen , Jiahao Sun , Erwu Liu , Kezhi Li

The healthcare system collects extensive data, encompassing patient administrative information, clinical measurements, and home-monitored health metrics. To support informed decision-making in patient care and treatment management, it is…

Human-Computer Interaction · Computer Science 2024-09-18 Faisal Zaki Roshan , Abhishek Ahuja , Fateme Rajabiyazdi

Blockchain has the potential to revolutionize the way we store, use, and process data. Information on most blockchains can be viewed by every node hosting the blockchain, which means that most blockchains cannot handle private data.…

Cryptography and Security · Computer Science 2018-10-30 Sabine Bertram , Co-Pierre Georg

The rapid evolution of artificial intelligence (AI) technologies holds transformative potential for the healthcare sector. In critical situations requiring immediate decision-making, healthcare professionals can leverage machine learning…

The significant increase in the number of individuals with chronic ailments (including the elderly and disabled) has dictated an urgent need for an innovative model for healthcare systems. The evolved model will be more personalized and…

Computers and Society · Computer Science 2021-07-09 Mahmoud Nasr , MD. Milon Islam , Shady Shehata , Fakhri Karray , Yuri Quintana

Artificial Intelligence (AI) incorporating genetic and medical information have been applied in disease risk prediction, unveiling disease mechanism, and advancing therapeutics. However, AI training relies on highly sensitive and private…

Healthcare data is increasing in size at an unprecedented speed with much attention on big data analysis and Artificial Intelligence application for quality assurance, clinical training, severity triaging, and decision support. Radiology is…

Information Retrieval · Computer Science 2020-07-08 Ningcheng Li , Guy Maresh , Maxwell Cretcher , Khashayar Farsad , Ramsey Al-Hakim , John Kaufman , Judy Gichoya

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…

Regulated industries, such as Healthcare and Finance, are starting to move parts of their data and workloads to the public cloud. However, they are still reluctant to trust the public cloud with their most sensitive records, and hence leave…

Cryptography and Security · Computer Science 2023-12-05 Maya Anderson , Gidon Gershinsky , Eliot Salant , Salvador Garcia

The advancement of biomedical research heavily relies on access to large amounts of medical data. In the case of histopathology, Whole Slide Images (WSI) and clinicopathological information are valuable for developing Artificial…

Artificial Intelligence · Computer Science 2023-08-09 Neel Kanwal , Emiel A. M. Janssen , Kjersti Engan

With the rapid development of computer software and hardware technologies, more and more healthcare data are becoming readily available from clinical institutions, patients, insurance companies and pharmaceutical industries, among others.…

Machine Learning · Computer Science 2020-08-24 Jie Xu , Benjamin S. Glicksberg , Chang Su , Peter Walker , Jiang Bian , Fei Wang

The increasing popularity of machine learning approaches and the rising awareness of data protection and data privacy presents an opportunity to build truly secure and trustworthy healthcare systems. Regulations such as GDPR and HIPAA…

Cryptography and Security · Computer Science 2020-11-17 Goutham Ramakrishnan , Aditya Nori , Hannah Murfet , Pashmina Cameron