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Generative medical AI now appears fluent and knowledgeable enough to resemble clinical intelligence, encouraging the belief that scaling will make it safe. But clinical reasoning is not text generation. It is a responsibility-bound process…

人工智能 · 计算机科学 2026-02-02 Vaibhav Ram S. V. N. S , Swetanshu Agrawal , Samudra Banerjee , Abdul Muhsin

Artificial intelligence (AI) is increasingly of tremendous interest in the medical field. However, failures of medical AI could have serious consequences for both clinical outcomes and the patient experience. These consequences could erode…

人工智能 · 计算机科学 2020-08-19 Thomas P. Quinn , Manisha Senadeera , Stephan Jacobs , Simon Coghlan , Vuong Le

Artificial intelligence has demonstrated significant potential in clinical decision-making; however, developing models capable of adapting to diverse real-world scenarios and performing complex diagnostic reasoning remains a major…

计算机视觉与模式识别 · 计算机科学 2025-08-18 Ronghao Xu , Zhen Huang , Yangbo Wei , Xiaoqian Zhou , Zikang Xu , Ting Liu , Zihang Jiang , S. Kevin Zhou

Objective: To introduce a method for tracking results and utilization of Artificial Intelligence (tru-AI) in radiology. By tracking both large-scale utilization and AI results data, the tru-AI approach is designed to calculate surrogates…

定量方法 · 定量生物学 2020-10-16 Axel Wismüller , Larry Stockmaster

Artificial intelligence (AI) is increasingly integrated into modern healthcare, offering powerful support for clinical decision-making. However, in real-world settings, AI systems may experience performance degradation over time, due to…

人工智能 · 计算机科学 2026-02-05 Hao Guan , David Bates , Li Zhou

Despite the promises of data-driven artificial intelligence (AI), little is known about how we can bridge the gulf between traditional physician-driven diagnosis and a plausible future of medicine automated by AI. Specifically, how can we…

人机交互 · 计算机科学 2021-02-12 Hongyan Gu , Jingbin Huang , Lauren Hung , Xiang 'Anthony' Chen

The integration of artificial intelligence (AI) into medicine is remarkable, offering advanced diagnostic and therapeutic possibilities. However, the inherent opacity of complex AI models presents significant challenges to their clinical…

计算机视觉与模式识别 · 计算机科学 2025-09-23 Binbin Wen , Yihang Wu , Tareef Daqqaq , Ahmad Chaddad

Objective To develop an LLM based realtime compound diagnostic medical AI interface and performed a clinical trial comparing this interface and physicians for common internal medicine cases based on the United States Medical License Exam…

人工智能 · 计算机科学 2025-05-28 Hyungjun Park , Chang-Yun Woo , Seungjo Lim , Seunghwan Lim , Keunho Kwak , Ju Young Jeong , Chong Hyun Suh

Randomized Controlled Trials (RCTs) are the gold standard for evaluating the effect of new medical treatments. Treatments must pass stringent regulatory conditions in order to be approved for widespread use, yet even after the regulatory…

机器学习 · 统计学 2025-03-13 Omer Noy Klein , Alihan Hüyük , Ron Shamir , Uri Shalit , Mihaela van der Schaar

Explainable AI (XAI) holds the promise of advancing the implementation and adoption of AI-based tools in practice, especially in high-stakes environments like healthcare. However, most of the current research lacks input from end users, and…

机器学习 · 计算机科学 2025-08-06 T. E. Röber , R. Goedhart , S. İ. Birbil

Benchmarking competitions are central to the development of artificial intelligence (AI) in medical imaging, defining performance standards and shaping methodological progress. However, it remains unclear whether these benchmarks provide…

Artificial intelligence (AI) has demonstrated the ability to extract insights from data, but the issue of fairness remains a concern in high-stakes fields such as healthcare. Despite extensive discussion and efforts in algorithm…

Incorporating responsible practices into software engineering (SE) for AI is essential to ensure ethical principles, societal impact, and accountability remain at the forefront of AI system design and deployment. This study investigates the…

软件工程 · 计算机科学 2025-04-30 Lekshmi Murali Rani , Faezeh Mohammadi , Robert Feldt , Richard Berntsson Svensson

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…

Dermatological care via telemedicine often lacks the rich context of in-person visits. Clinicians must make diagnoses based on a handful of images and brief descriptions, without the benefit of physical exams, second opinions, or reference…

人工智能 · 计算机科学 2025-08-27 Karishma Thakrar , Shreyas Basavatia , Akshay Daftardar

Cognitive Behavioral Therapy (CBT) is a well-established intervention for mitigating psychological issues by modifying maladaptive cognitive and behavioral patterns. However, delivery of CBT is often constrained by resource limitations and…

人工智能 · 计算机科学 2024-07-30 Meng Jiang , Qing Zhao , Jianqiang Li , Fan Wang , Tianyu He , Xinyan Cheng , Bing Xiang Yang , Grace W. K. Ho , Guanghui Fu

The idea of Artificial Intelligence (AI) has a long history. It turned out, however, that reaching intelligence at human levels is more complicated than originally anticipated. Currently we are experiencing a renewed interest in AI, fueled…

计算机与社会 · 计算机科学 2019-06-27 Michael van Hartskamp , Sergio Consoli , Wim Verhaegh , Milan Petković , Anja van de Stolpe

Clinical decision support systems (CDSS) augmented with artificial intelligence (AI) models are emerging as potentially valuable tools in healthcare. Despite their promise, the development and implementation of these systems typically…

We propose Artificial Intelligence Prospective Randomized Observer Blinding Evaluation (AI-PROBE) for quantitative clinical performance evaluation of radiology AI systems within prospective randomized clinical trials. AI-PROBE encompasses a…

医学物理 · 物理学 2020-03-02 Axel Wismüller , Larry Stockmaster

A myriad of measures to illustrate performance of predictive artificial intelligence (AI) models have been proposed in the literature. Selecting appropriate performance measures is essential for predictive AI models that are developed to be…