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Rare diseases affect over 300 million individuals worldwide, yet timely and accurate diagnosis remains an urgent challenge. Patients often endure a prolonged diagnostic odyssey exceeding five years, marked by repeated referrals,…

Computation and Language · Computer Science 2026-02-17 Weike Zhao , Chaoyi Wu , Yanjie Fan , Xiaoman Zhang , Pengcheng Qiu , Yuze Sun , Xiao Zhou , Yanfeng Wang , Xin Sun , Ya Zhang , Yongguo Yu , Kun Sun , Weidi Xie

The rapid advancements in artificial intelligence (AI) have revolutionized smart healthcare, driving innovations in wearable technologies, continuous monitoring devices, and intelligent diagnostic systems. However, security, explainability,…

Machine Learning · Computer Science 2024-10-02 Prasenjit Maji , Amit Kumar Mondal , Hemanta Kumar Mondal , Saraju P. Mohanty

Precision medicine, tailored to individual patients based on their genetics, environment, and lifestyle, shows promise in managing complex diseases like infections. Integrating artificial intelligence (AI) into precision medicine can…

Other Quantitative Biology · Quantitative Biology 2023-07-31 Ghizal fatima , Risala H. Allami , Maitham G. Yousif

Rare diseases represent the long tail of medical imaging, where AI models often fail due to the scarcity of representative training data. In clinical workflows, radiologists frequently consult case reports and literature when confronted…

Computation and Language · Computer Science 2025-11-10 Ha Young Kim , Jun Li , Ana Beatriz Solana , Carolin M. Pirkl , Benedikt Wiestler , Julia A. Schnabel , Cosmin I. Bercea

Swine disease surveillance is critical to the sustainability of global agriculture, yet its effectiveness is frequently undermined by limited veterinary resources, delayed identification of cases, and variability in diagnostic accuracy. To…

Human-Computer Interaction · Computer Science 2025-03-20 Tittaya Mairittha , Tanakon Sawanglok , Panuwit Raden , Sorrawit Treesuk

The efficacy of AI agents in healthcare research is hindered by their reliance on static, predefined strategies. This creates a critical limitation: agents can become better tool-users but cannot learn to become better strategic planners, a…

Artificial Intelligence · Computer Science 2025-08-08 Huiya Zhao , Yinghao Zhu , Zixiang Wang , Yasha Wang , Junyi Gao , Liantao Ma

Artificial intelligence has shown promise in medical imaging, yet most existing systems lack flexibility, interpretability, and adaptability - challenges especially pronounced in ophthalmology, where diverse imaging modalities are…

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 conditions affect 1.9 billion people globally, yet accurate diagnosis remains challenging due to limited specialist availability and complex clinical presentations. Family history significantly influences skin disease…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Satya Narayana Panda , Vaishnavi Kukkala , Spandana Iyer

Heart diseases remain a leading cause of morbidity and mortality worldwide, necessitating accurate and trustworthy differential diagnosis. However, existing artificial intelligence-based diagnostic methods are often limited by insufficient…

Anemia, a condition marked by insufficient levels of red blood cells or hemoglobin, remains a widespread health issue affecting millions of individuals globally. Accurate and timely diagnosis is essential for effective management and…

Elucidating the genetic basis of human diseases is a central goal of genetics and molecular biology. While traditional linkage analysis and modern high-throughput techniques often provide long lists of tens or hundreds of disease gene…

Quantitative Methods · Quantitative Biology 2011-06-03 Fantine Mordelet , Jean-Philippe Vert

Bias in medical artificial intelligence is conventionally viewed as a defect requiring elimination. However, human reasoning inherently incorporates biases shaped by education, culture, and experience, suggesting their presence may be…

Artificial Intelligence · Computer Science 2026-03-05 Farhad Abtahi , Mehdi Astaraki , Fernando Seoane

Early detection of melanoma, a potentially lethal type of skin cancer with high prevalence worldwide, improves patient prognosis. In retrospective studies, artificial intelligence (AI) has proven to be helpful for enhancing melanoma…

The post-pandemic surge in healthcare demand, coupled with critical nursing shortages, has placed unprecedented pressure on medical triage systems, necessitating innovative AI-driven solutions. We present a multi-agent interactive…

Artificial Intelligence · Computer Science 2025-08-05 Hongyan Cheng , Chengzhang Yu , Yanshu Shi , Chiyue Wang , Cong Liu , Zhanpeng Jin

Skin diseases, such as skin cancer, are a significant public health issue, and early diagnosis is crucial for effective treatment. Artificial intelligence (AI) algorithms have the potential to assist in triaging benign vs malignant skin…

Computer Vision and Pattern Recognition · Computer Science 2025-03-25 Nusrat Munia , Abdullah-Al-Zubaer Imran

The post-pandemic surge in healthcare demand, coupled with critical nursing shortages, has placed unprecedented pressure on medical triage systems, necessitating innovative AI-driven solutions. We present a multi-agent interactive…

Artificial Intelligence · Computer Science 2026-03-03 ChengZhang Yu , YingRu He , Hongyan Cheng , nuo Cheng , Zhixing Liu , Dongxu Mu , Zhangrui Shen Yang Gao , and Zhanpeng Jin

Patient triage plays a crucial role in healthcare, ensuring timely and appropriate care based on the urgency of patient conditions. Traditional triage methods heavily rely on human judgment, which can be subjective and prone to errors.…

Machine Learning · Computer Science 2023-10-11 Pietro Hiram Guzzi , Annamaria De Filippo , Pierangelo Veltri

Accurate and reliable knowledge retrieval is vital for financial question-answering, where continually updated data sources and complex, high-stakes contexts demand precision. Traditional retrieval systems rely on a single database and…

Precision medicine is a promising approach for accessible disease diagnosis and personalized intervention planning in high-mortality diseases such as coronary artery disease (CAD), drug-resistant epilepsy (DRE), and chronic illnesses like…

Computer Vision and Pattern Recognition · Computer Science 2024-11-19 Ayan Banerjee , Payal Kamboj , Sandeep Gupta
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