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Comprehensive clinical documentation is crucial for effective healthcare delivery, yet it poses a significant burden on healthcare professionals, leading to burnout, increased medical errors, and compromised patient safety. This paper…

人工智能 · 计算机科学 2024-05-29 Anjanava Biswas , Wrick Talukdar

Large language models (LLMs) have shown remarkable capabilities in various natural language tasks and are increasingly being applied in healthcare domains. This work demonstrates a new LLM-powered disease risk assessment approach via…

计算与语言 · 计算机科学 2024-09-24 Mohammad Amin Roshani , Xiangyu Zhou , Yao Qiang , Srinivasan Suresh , Steve Hicks , Usha Sethuraman , Dongxiao Zhu

Systems like ChatGPT and Claude assist billions through proactive dialogue-offering unsolicited, task-relevant information. Drawing on Cognitive Load Theory, we study how cognitive load shapes performance in AI-assisted knowledge work. We…

人工智能 · 计算机科学 2026-03-10 Brandon Lepine , Juho Kim , Pamela Mishkin , Matthew Beane

The chest X-Ray (CXR) is the one of the most common clinical exam used to diagnose thoracic diseases and abnormalities. The volume of CXR scans generated daily in hospitals is huge. Therefore, an automated diagnosis system able to save the…

计算机视觉与模式识别 · 计算机科学 2020-06-19 Shuai Zhang , Xiaoyan Xin , Yang Wang , Yachong Guo , Qiuqiao Hao , Xianfeng Yang , Jun Wang , Jian Zhang , Bing Zhang , Wei Wang

The Chief Complaint (CC) is a crucial component of a patient's medical record as it describes the main reason or concern for seeking medical care. It provides critical information for healthcare providers to make informed decisions about…

计算与语言 · 计算机科学 2024-01-12 K M Sajjadul Islam , Ayesha Siddika Nipu , Praveen Madiraju , Priya Deshpande

Radiology report generation represents a significant application within medical AI, and has achieved impressive results. Concurrently, large language models (LLMs) have demonstrated remarkable performance across various domains. However,…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Haifeng Zhao , Yufei Zhang , Leilei Ma , Shuo Xu , Dengdi Sun

Machine learning methods have recently achieved high-performance in biomedical text analysis. However, a major bottleneck in the widespread application of these methods is obtaining the required large amounts of annotated training data,…

机器学习 · 计算机科学 2019-12-06 Xing Meng , Craig H. Ganoe , Ryan T. Sieberg , Yvonne Y. Cheung , Saeed Hassanpour

Artificial intelligence (AI)-enabled diagnostics in maxillofacial pathology require structured, high-quality multimodal datasets. However, existing resources provide limited ameloblastoma coverage and lack the format consistency needed for…

人工智能 · 计算机科学 2026-02-06 Ajo Babu George , Anna Mariam John , Athul Anoop , Balu Bhasuran

ChatGPT is a cutting-edge artificial intelligence language model developed by OpenAI, which has attracted a lot of attention due to its surprisingly strong ability in answering follow-up questions. In this report, we aim to evaluate ChatGPT…

计算与语言 · 计算机科学 2023-03-27 Haoran Wu , Wenxuan Wang , Yuxuan Wan , Wenxiang Jiao , Michael Lyu

Information retrieval (IR) is essential in biomedical knowledge acquisition and clinical decision support. While recent progress has shown that language model encoders perform better semantic retrieval, training such models requires…

信息检索 · 计算机科学 2024-01-17 Qiao Jin , Won Kim , Qingyu Chen , Donald C. Comeau , Lana Yeganova , W. John Wilbur , Zhiyong Lu

Addressing the critical shortage of mental health resources for effective screening, diagnosis, and treatment remains a significant challenge. This scarcity underscores the need for innovative solutions, particularly in enhancing the…

计算与语言 · 计算机科学 2024-02-15 Maneesh Bilalpur , Mert Inan , Dorsa Zeinali , Jeffrey F. Cohn , Malihe Alikhani

Artificial intelligence (AI) can automatically delineate lesions on computed tomography (CT) and generate radiology report content, yet progress is limited by the scarcity of publicly available CT datasets with lesion-level annotations. To…

This study demonstrates the first in-hospital adaptation of a cloud-based AI, similar to ChatGPT, into a secure model for analyzing radiology reports, prioritizing patient data privacy. By employing a unique sentence-level knowledge…

人工智能 · 计算机科学 2024-10-30 Kyungsu Kim , Junhyun Park , Saul Langarica , Adham Mahmoud Alkhadrawi , Synho Do

Multimodal large language models (MLLMs) have achieved significant success in the general field of image processing. Their emerging task generalization and freeform conversational capabilities can greatly facilitate medical diagnostic…

图像与视频处理 · 电气工程与系统科学 2024-09-17 Youzhu Jin , Yichen Zhang

Addressing the challenge of multimodal data fusion in high-dimensional biomedical informatics, we propose MMCTOP, a MultiModal Clinical-Trial Outcome Prediction framework that integrates heterogeneous biomedical signals spanning (i)…

机器学习 · 计算机科学 2025-12-29 Carolina Aparício , Qi Shi , Bo Wen , Tesfaye Yadete , Qiwei Han

Carcinogenesis is a proteiform phenomenon, with tumors emerging in various locations and displaying complex, diverse shapes. At the crucial intersection of research and clinical practice, it demands precise and flexible assessment. However,…

Amid the rising intersection of generative AI and human artistic processes, this study probes the critical yet less-explored terrain of alignment in human-centric automatic song composition. We propose a novel task of Colloquial…

声音 · 计算机科学 2024-07-12 Zihao Wang , Haoxuan Liu , Jiaxing Yu , Tao Zhang , Yan Liu , Kejun Zhang

Radiology reports contain a diverse and rich set of clinical abnormalities documented by radiologists during their interpretation of the images. Comprehensive semantic representations of radiological findings would enable a wide range of…

计算与语言 · 计算机科学 2021-12-28 Wilson Lau , Kevin Lybarger , Martin L. Gunn , Meliha Yetisgen

This paper introduces a novel, entity-aware metric, termed as Radiological Report (Text) Evaluation (RaTEScore), to assess the quality of medical reports generated by AI models. RaTEScore emphasizes crucial medical entities such as…

计算与语言 · 计算机科学 2024-10-24 Weike Zhao , Chaoyi Wu , Xiaoman Zhang , Ya Zhang , Yanfeng Wang , Weidi Xie

Medicine is inherently multimodal, with rich data modalities spanning text, imaging, genomics, and more. Generalist biomedical artificial intelligence (AI) systems that flexibly encode, integrate, and interpret this data at scale can…

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