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Artificial intelligence in medicine is built to serve the average patient. By minimizing error across large datasets, most systems deliver strong aggregate accuracy yet falter at the margins: patients with rare variants, multimorbidity, or…

Artificial Intelligence · Computer Science 2025-10-29 Pedram Fard , Alaleh Azhir , Neguine Rezaii , Jiazi Tian , Hossein Estiri

Purpose: Proton therapy provides superior dose conformity compared to photon therapy, but its treatment planning is challenged by sensitivity to anatomical changes, setup/range uncertainties, and computational complexity. This review…

Artificial intelligence (AI) has potential to revolutionize the field of oncology by enhancing the precision of cancer diagnosis, optimizing treatment strategies, and personalizing therapies for a variety of cancers. This review examines…

Artificial Intelligence · Computer Science 2025-01-28 Muhammad Aftab , Faisal Mehmood , Chengjuan Zhang , Alishba Nadeem , Zigang Dong , Yanan Jiang , Kangdongs Liu

With the increasing availability of structured and unstructured data and the swift progress of analytical techniques, Artificial Intelligence (AI) is bringing a revolution to the healthcare industry. With the increasingly indispensable role…

Machine Learning · Computer Science 2020-11-09 Devam Dave , Het Naik , Smiti Singhal , Pankesh Patel

Autism Spectrum Disorder (ASD) represents a multifaceted neurodevelopmental condition marked by difficulties in social interaction, communication impediments, and repetitive behaviors. Despite progress in understanding ASD, its diagnosis…

Artificial Intelligence · Computer Science 2024-07-15 Hossein Mohammadi Rouzbahani , Hadis Karimipour

America has one of the best medical systems in the world. The medical treatment care options offered by the medical system make it sophisticated. However, many American patients are not receiving health care on a regular basis, and at the…

Computers and Society · Computer Science 2022-07-05 Seongwoo Choi

Motivation: Many researchers with domain expertise are unable to easily apply machine learning to their bioinformatics data due to a lack of machine learning and/or coding expertise. Methods that have been proposed thus far to automate…

Machine Learning · Computer Science 2020-04-29 William La Cava , Heather Williams , Weixuan Fu , Steve Vitale , Durga Srivatsan , Jason H. Moore

AI is a magnificent field that directly and profoundly touches on numerous disciplines ranging from philosophy, computer science, engineering, mathematics, decision and data science and economics, to cognitive science, neuroscience and…

Computers and Society · Computer Science 2024-10-16 Simon Kasif

As artificial intelligence (AI) becomes increasingly embedded in healthcare delivery, this chapter explores the critical aspects of developing reliable and ethical Clinical Decision Support Systems (CDSS). Beginning with the fundamental…

Artificial Intelligence · Computer Science 2025-02-18 Muhammet Alkan , Idris Zakariyya , Samuel Leighton , Kaushik Bhargav Sivangi , Christos Anagnostopoulos , Fani Deligianni

The COVID-19 crisis has brought about new clinical questions, new workflows, and accelerated distributed healthcare needs. While artificial intelligence (AI)-based clinical decision support seemed to have matured, the application of…

Computers and Society · Computer Science 2020-06-08 Mathias Unberath , Kimia Ghobadi , Scott Levin , Jeremiah Hinson , Gregory D Hager

Artificial intelligence (AI) has become increasingly central to precision medicine by enabling the integration and interpretation of multimodal data, yet implementation in clinical settings remains limited. This paper provides a scoping…

Artificial Intelligence · Computer Science 2025-10-17 Göktuğ Bender , Samer Faraj , Anand Bhardwaj

Artificial intelligence (AI)-based methods are showing promise in multiple medical-imaging applications. Thus, there is substantial interest in clinical translation of these methods, requiring in turn, that they be evaluated rigorously. In…

Drug discovery is adapting to novel technologies such as data science, informatics, and artificial intelligence (AI) to accelerate effective treatment development while reducing costs and animal experiments. AI is transforming drug…

Artificial Intelligence · Computer Science 2023-07-14 Catrin Hasselgren , Tudor I. Oprea

Artificial intelligence (AI) is broadly deployed as an advisor to human decision-makers: AI recommends a decision and a human accepts or rejects the advice. This approach, however, has several limitations: People frequently ignore accurate…

Human-Computer Interaction · Computer Science 2026-04-03 Julian Berger , Pantelis P. Analytis , Ville Satopää , Ralf H. J. M. Kurvers

Medical toxicology is the clinical specialty that treats the toxic effects of substances, be it an overdose, a medication error, or a scorpion sting. The volume of toxicological knowledge and research has, as with other medical specialties,…

Artificial Intelligence · Computer Science 2021-02-03 Michael Chary , Ed W Boyer , Michele M Burns

Many important decisions in daily life are made with the help of advisors, e.g., decisions about medical treatments or financial investments. Whereas in the past, advice has often been received from human experts, friends, or family,…

Human-Computer Interaction · Computer Science 2022-04-15 Max Schemmer , Patrick Hemmer , Niklas Kühl , Carina Benz , Gerhard Satzger

Designing sustainable medical devices requires balancing environmental, economic, and social demands, yet trade-offs across these pillars are difficult to identify using manual assessment alone. Current methods depend heavily on expert…

Physics and Society · Physics 2025-12-16 Apala Chakrabarti

With recent advancements in AI and computation tools, intelligent paradigms emerged to empower different fields such as healthcare robots with new capabilities. Advanced AI robotic algorithms (e.g., reinforcement learning) can be trained…

Robotics · Computer Science 2024-07-25 Reza Abiri , Ali Rabiee , Sima Ghafoori , Anna Cetera

Autonomous systems that generate scientific hypotheses, conduct experiments, and draft manuscripts have recently emerged as a promising paradigm for accelerating discovery. However, existing AI Scientists remain largely domain-agnostic,…

Artificial Intelligence · Computer Science 2026-03-31 Hongtao Wu , Boyun Zheng , Dingjie Song , Yu Jiang , Jianfeng Gao , Lei Xing , Lichao Sun , Yixuan Yuan

Novel diagnostic and therapeutic radiopharmaceuticals are increasingly becoming a central part of personalized medicine. Continued innovation in the development of new radiopharmaceuticals is key to sustained growth and advancement of…

Biomolecules · Quantitative Biology 2021-08-06 Bahar Ataeinia , Pedram Heidari