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Artificial Intelligence (AI) and Machine-Learning (ML) models have been increasingly used in medical products, such as medical device software. General considerations on the statistical aspects for the evaluation of AI/ML-enabled medical…

Methodology · Statistics 2023-03-10 Feiming Chen , Hong Laura Lu , Arianna Simonetti

Artificial intelligence (AI) generally and machine learning (ML) specifically demonstrate impressive practical success in many different application domains, e.g. in autonomous driving, speech recognition, or recommender systems. Deep…

Artificial Intelligence · Computer Science 2018-01-02 Andreas Holzinger , Chris Biemann , Constantinos S. Pattichis , Douglas B. Kell

The synchronic and diachronic study of the evolution of Artificial Intelligence (AI) unveils one prominent fact that its effect can be traced in almost all fields such as healthcare industry. The growth is perceived holistically in…

AI systems have been widely adopted across various domains in the real world. However, in high-value, sensitive, or safety-critical applications such as self-management for personalized health or food recommendation with a specific purpose…

Artificial Intelligence · Computer Science 2022-06-28 Amit Sheth , Manas Gaur , Kaushik Roy , Revathy Venkataraman , Vedant Khandelwal

Objectives: The integration of Artificial Intelligence (AI) in healthcare promises to revolutionize patient care, diagnostics, and treatment protocols. Collaborative efforts among healthcare systems, research institutions, and industry are…

Computers and Society · Computer Science 2025-09-03 Jiancheng Ye , Michelle Ma , Malak Abuhashish

The proliferation of early diagnostic technologies, including self-monitoring systems and wearables, coupled with the application of these technologies on large segments of healthy populations may significantly aggravate the problem of…

Machine Learning · Computer Science 2021-07-23 Anna Fedyukova , Douglas Pires , Daniel Capurro

A seminal paper published by Ledley and Lusted in 1959 introduced complex clinical diagnostic reasoning cases as the gold standard for the evaluation of expert medical computing systems, a standard that has held ever since. Here, we report…

Artificial intelligence systems are now deployed at scale across sectors, accompanied by a growing number of real-world incidents ranging from misinformation and cybercrime to autonomous-system failures. Databases of AI incidents index…

Computers and Society · Computer Science 2026-04-23 Sophia Abraham , Taiye Chen , Cyril Chhun , Giovanna Jaramillo-Gutierrez , Simon Mylius , Sayash Raaj , Peter Slattery , Sean McGregor

At present, the incidence and fatality rate of lung cancer in China rank first among all malignant tumors. Despite the continuous development and improvement of China's medical level, the overall 5-year survival rate of lung cancer patients…

Medical Physics · Physics 2024-02-08 Shulin Li , Liqiang Yu , Bo Liu , Qunwei Lin , Jiaxin Huang

A comprehensive pharmaceutical recommendation system was designed based on the patients and drugs features extracted from Drugs.com and Druglib.com. First, data from these databases were combined, and a dataset of patients and drug…

As the concept and implementation of cutting-edge technologies like artificial intelligence and machine learning has become relevant, academics, researchers and information professionals involve research in this area. The objective of this…

Digital Libraries · Computer Science 2021-12-10 Rajesh Kumar Das , Mohammad Sharif Ul Islam

From massive face-recognition-based surveillance and machine-learning-based decision systems predicting crime recidivism rates, to the move towards automated health diagnostic systems, artificial intelligence (AI) is being used in scenarios…

Computers and Society · Computer Science 2019-08-20 Timnit Gebru

Quantum machine learning is a new research field combining quantum information science and machine learning. Quantum computing technologies appear to be particularly well-suited for addressing problems in the health sector efficiently. They…

Emerging Technologies · Computer Science 2024-12-24 Giacomo Cappiello , Filippo Caruso

Anemia, for which erythropoiesis-stimulating agents (ESAs) and iron supplements (ISs) are used as preventive measures, presents important difficulties for hemodialysis patients. Nevertheless, the number of physicians able to manage such…

Drug addiction is a complex and pervasive global challenge that continues to pose significant public health concerns. Traditional approaches to anti-addiction drug discovery have struggled to deliver effective therapeutics, facing high…

Biomolecules · Quantitative Biology 2025-02-11 Dong Chen , Jian Jiang , Zhe Su , Guo-Wei Wei

In the last few years there has been an impressive growth of connections between medicine and artificial intelligence (AI) that have been characterized by the specific focus on single problems along with corresponding clinical data. This…

Computers and Society · Computer Science 2020-08-18 Marco Gori

Artificial intelligence (AI)-driven decision support systems can improve diagnostic accuracy and efficiency in computational pathology. However, collaboration between human experts and AI may introduce cognitive biases such as automation…

Human-Computer Interaction · Computer Science 2026-03-16 Emely Rosbach , Jonas Ammeling , Jonathan Ganz , Christof Albert Bertram , Thomas Conrad , Andreas Riener , Marc Aubreville

Adverse drug reactions considerably impact patient outcomes and healthcare costs in cancer therapy. Using artificial intelligence to predict adverse drug reactions in real time could revolutionize oncology treatment. This study aims to…

Quantitative Methods · Quantitative Biology 2025-05-21 Fatma Zahra Abdeldjouad , Menaouer Brahami , Mohammed Sabri

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

While the global integration of artificial intelligence (AI) into veterinary medicine is accelerating, its adoption dynamics in major markets such as China remain uncharacterized. This paper presents the first exploratory analysis of AI…

Computers and Society · Computer Science 2025-12-11 Shumin Li , Xiaoyun Lai
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