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Clinical document classification is essential for converting unstructured medical texts into standardised ICD-10 diagnoses, yet it faces challenges due to complex medical language, privacy constraints, and limited annotated datasets. Large…

计算与语言 · 计算机科学 2026-02-03 Akram Mustafa , Usman Naseem , Mostafa Rahimi Azghadi

The rapid advancement of artificial intelligence (AI) in healthcare imaging has revolutionized diagnostic medicine and clinical decision-making processes. This work presents an intelligent multimodal framework for medical image analysis…

图像与视频处理 · 电气工程与系统科学 2026-04-20 Samer Al-Hamadani

Background: Advances in artificial intelligence, particularly large language models (LLMs), have the potential to enhance technical expertise in magnetic resonance imaging (MRI), regardless of operator skill or geographic location. Methods:…

医学物理 · 物理学 2024-11-20 Alan B McMillan

Recent advances in reasoning-focused large language models (LLMs) mark a shift from general LLMs toward models designed for complex decision-making, a crucial aspect in medicine. However, their performance in specialized domains like…

The detection of Protected Health Information (PHI) in medical imaging is critical for safeguarding patient privacy and ensuring compliance with regulatory frameworks. Traditional detection methodologies predominantly utilize Optical…

计算机视觉与模式识别 · 计算机科学 2026-05-22 Tuan Truong , Guillermo Jimenez Perez , Pedro Osorio , Matthias Lenga

Recent advances in multimodal large language models enable new possibilities for image-based decision support. However, their reliability and operational trade-offs in neuroimaging remain insufficiently understood. We present a…

Evaluating AI-generated medical image segmentations for clinical acceptability poses a significant challenge, as traditional pixelagreement metrics often fail to capture true diagnostic utility. This paper introduces Hierarchical Clinical…

图像与视频处理 · 电气工程与系统科学 2025-06-03 Jiaxi Sheng , Leyi Yu , Haoyue Li , Yifan Gao , Xin Gao

Recent developments in multimodal large language models (MLLMs) have spurred significant interest in their potential applications across various medical imaging domains. On the one hand, there is a temptation to use these generative models…

图像与视频处理 · 电气工程与系统科学 2024-06-05 Sulaiman Khan , Md. Rafiul Biswas , Alina Murad , Hazrat Ali , Zubair Shah

With the dramatic upsurge in the volume of ultrasound examinations, low-quality ultrasound imaging has gradually increased due to variations in operator proficiency and imaging circumstances, imposing a severe burden on diagnosis accuracy…

图像与视频处理 · 电气工程与系统科学 2025-01-07 Hongyi Miao , Jun Jia , Yankun Cao , Yingjie Zhou , Yanwei Jiang , Zhi Liu , Guangtao Zhai

Systematic reviews are time-consuming endeavors. Historically speaking, knowledgeable humans have had to screen and extract data from studies before it can be analyzed. However, large language models (LLMs) hold promise to greatly…

人机交互 · 计算机科学 2025-01-22 Noah L. Schroeder , Chris Davis Jaldi , Shan Zhang

This paper proposes one of the first clinical applications of multimodal large language models (LLMs) as an assistant for radiologists to check errors in their reports. We created an evaluation dataset from real-world radiology datasets…

Large vision-language models (LVLMs) have been regarded as a breakthrough advance in an astoundingly variety of tasks, from content generation to virtual assistants and multimodal search or retrieval. However, for many of these…

计算机视觉与模式识别 · 计算机科学 2025-02-03 Kailash Hambarde , Pranita Samale , Hugo Proença

Introduction: Timely identification of intracranial hemorrhage (ICH) subtypes on non-contrast computed tomography is critical for prognosis prediction and therapeutic decision-making, yet remains challenging due to low contrast and blurring…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Yinuo Wang , Yue Zeng , Kai Chen , Cai Meng , Chao Pan , Zhouping Tang

Large Language Models(LLMs) hold promise for improving healthcare access in low-resource settings, but their effectiveness in African primary care remains underexplored. We present a methodology for creating a benchmark dataset and…

Large Language Models (LLMs) are revolutionizing medical diagnostics by enhancing both disease classification and clinical decision-making. In this study, we evaluate the performance of two LLM- based diagnostic tools, DeepSeek R1 and O3…

计算与语言 · 计算机科学 2025-06-23 Gaurav Kumar Gupta , Pranal Pande , Nirajan Acharya , Aniket Kumar Singh , Suman Niroula

With the rapid advancement of Artificial Intelligence (AI), Large Language Models (LLMs) have significantly impacted a wide array of domains, including healthcare, engineering, science, education, and mathematical reasoning. Among these,…

机器学习 · 计算机科学 2025-05-20 Afrar Jahin , Arif Hassan Zidan , Wei Zhang , Yu Bao , Tianming Liu

Context: Code reviews are crucial for software quality. Recent AI advances have allowed large language models (LLMs) to review and fix code; now, there are tools that perform these reviews. However, their reliability and accuracy have not…

软件工程 · 计算机科学 2025-05-27 Umut Cihan , Arda İçöz , Vahid Haratian , Eray Tüzün

Large Vision-Language Models (LVLMs) are capable of handling diverse data types such as imaging, text, and physiological signals, and can be applied in various fields. In the medical field, LVLMs have a high potential to offer substantial…

The Consolidated Standards of Reporting Trials statement is the global benchmark for transparent and high-quality reporting of randomized controlled trials. Manual verification of CONSORT adherence is a laborious, time-intensive process…

计算与语言 · 计算机科学 2025-11-18 Zhichao He , Mouxiao Bian , Jianhong Zhu , Jiayuan Chen , Yunqiu Wang , Wenxia Zhao , Tianbin Li , Bing Han , Jie Xu , Junyan Wu

Purpose: To evaluate the accuracy and reasoning ability of DeepSeek-R1 and three other recently released large language models (LLMs) in bilingual complex ophthalmology cases. Methods: A total of 130 multiple-choice questions (MCQs) related…

计算与语言 · 计算机科学 2025-02-26 Pusheng Xu , Yue Wu , Kai Jin , Xiaolan Chen , Mingguang He , Danli Shi
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