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Genomic data and biomedical imaging data are undergoing exponential growth. However, our understanding of the phenotype-genotype connection linking the two types of data is lagging behind. While there are many types of software that enable…

Genomics · Quantitative Biology 2013-01-09 Andrew T. Oberlin , Dominika A. Jurkovic , Mitchell F. Balish , Iddo Friedberg

Patient triage plays a crucial role in emergency departments, ensuring timely and appropriate care based on correctly evaluating the emergency grade of patient conditions. Triage methods are generally performed by human operator based on…

Machine Learning · Computer Science 2024-03-13 Annamaria Defilippo , Pierangelo Veltri , Pietro Lio' , Pietro Hiram Guzzi

In order to associate complex traits with genetic polymorphisms, genome-wide association studies process huge datasets involving tens of thousands of individuals genotyped for millions of polymorphisms. When handling these datasets, which…

Computational Engineering, Finance, and Science · Computer Science 2013-05-02 Elmar Peise , Diego Fabregat , Yurii Aulchenko , Paolo Bientinesi

This paper presents a comprehensive synthesis of major breakthroughs in artificial intelligence (AI) over the past fifteen years, integrating historical, theoretical, and technological perspectives. It identifies key inflection points in…

Artificial Intelligence · Computer Science 2025-05-23 Beyazit Bestami Yuksel , Ayse Yilmazer Metin

Data commons collate data with cloud computing infrastructure and commonly used software services, tools and applications to create biomedical resources for the large-scale management, analysis, harmonization, and sharing of biomedical…

Genomics · Quantitative Biology 2018-12-27 Robert L. Grossman

Aim: provide a methodological framework for the process of clinical tests, clinical acceptance, and scientific assessment of algorithms and software based on the artificial intelligence (AI) technologies. Clinical tests are considered as a…

New technologies have enabled the investigation of biology and human health at an unprecedented scale and in multiple dimensions. These dimensions include a myriad of properties describing genome, epigenome, transcriptome, microbiome,…

Quantitative Methods · Quantitative Biology 2018-10-22 Marinka Zitnik , Francis Nguyen , Bo Wang , Jure Leskovec , Anna Goldenberg , Michael M. Hoffman

Artificial intelligence (AI) is rapidly advancing in healthcare, enhancing the efficiency and effectiveness of services across various specialties, including cardiology, ophthalmology, dermatology, emergency medicine, etc. AI applications…

This paper examines how Data Readiness for AI (DRAI) principles apply to leadership-scale scientific datasets used to train foundation models. We analyze archetypal workflows across four representative domains - climate, nuclear fusion,…

Artificial Intelligence · Computer Science 2025-08-01 Wesley Brewer , Patrick Widener , Valentine Anantharaj , Feiyi Wang , Tom Beck , Arjun Shankar , Sarp Oral

The rising prevalence of type 2 diabetes mellitus (T2DM) necessitates the development of predictive models for T2DM risk assessment. Artificial intelligence (AI) models are being extensively used for this purpose, but a comprehensive review…

Machine Learning · Computer Science 2023-05-29 Farida Mohsen , Hamada R. H. Al-Absi , Noha A. Yousri , Nady El Hajj , Zubair Shah

Artificial Intelligence (AI) has already made a huge impact on our current technological trends. Through AI developments, machines are now given power and intelligence to behave and work like human mind. In this research project, we propose…

Computers and Society · Computer Science 2018-08-07 Rida Sara Khan , Asad Ali Zardar , Zeeshan Bhatti

A tool that could suggest new personalized research directions and ideas by taking insights from the scientific literature could significantly accelerate the progress of science. A field that might benefit from such an approach is…

Artificial intelligence (AI)-driven methods can vastly improve the historically costly drug design process, with various generative models already in widespread use. Generative models for de novo drug design, in particular, focus on the…

Biomolecules · Quantitative Biology 2024-06-27 Xiangru Tang , Howard Dai , Elizabeth Knight , Fang Wu , Yunyang Li , Tianxiao Li , Mark Gerstein

Advances in data collecting technologies in genomics have significantly increased the need for tools designed to study the genetic basis of many diseases. Effective statistical methods should excel in both prediction accuracy and biomarker…

Methodology · Statistics 2025-11-13 Anthony-Alexander Christidis , Stefan Van Aelst , Ruben Zamar

In recent years, we have witnessed a dramatic data explosion in genomics, thanks to the improvement in sequencing technologies and the drastically decreasing costs. We are entering the era of millions of available genomes. Notably, each…

Other Quantitative Biology · Quantitative Biology 2018-03-28 Ka-Chun Wong

Generative AI holds great potentials to automate and enhance data synthesis in nuclear medicine. However, the high-stakes nature of biomedical imaging necessitates robust mechanisms to detect and manage unexpected or erroneous model…

Computer Vision and Pattern Recognition · Computer Science 2025-08-12 Jakub Binda , Valentina Paneta , Vasileios Eleftheriadis , Hongkyou Chung , Panagiotis Papadimitroulas , Neo Christopher Chung

As digital threats continue to grow, organizations must find ways to enhance security while protecting user privacy. This paper explores how artificial intelligence (AI) plays a crucial role in achieving this balance. AI technologies can…

Cryptography and Security · Computer Science 2026-01-23 Binu V P , Deepthy K Bhaskar , Minimol B

Sharing clinical research data is key for increasing the pace of medical discoveries that improve human health. However, concern about study participants' privacy, confidentiality, and safety is a major factor that deters researchers from…

The U.S. Medicaid program is experiencing critical challenges that include rapidly increasing healthcare costs, uneven care accessibility, and the challenge associated with addressing a varied set of population health needs. This paper…

Computers and Society · Computer Science 2024-10-30 Balaji Shesharao Ingole , Vishnu Ramineni , Manjunatha Sughaturu Krishnappa , Vivekananda Jayaram
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