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OpenAI released version GPT-4 on March 14, 2023, following the success of ChatGPT, which was announced in November 2022. In addition to the existing GPT-3 features, GPT-4 can interpret images. To achieve this, the processing power and model…

计算机视觉与模式识别 · 计算机科学 2025-02-04 Omer Aydin , Enis Karaarslan

In this study, we evaluate the ability of OpenAI's gpt-4o model to classify chest X-ray images as either NORMAL or PNEUMONIA in a zero-shot setting, without any prior fine-tuning. A balanced test set of 400 images (200 from each class) was…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Pragna Prahallad , Pranathi Prahallad

Objective: To assess the performance of the OpenAI GPT API in accurately and efficiently identifying relevant titles and abstracts from real-world clinical review datasets and compare its performance against ground truth labelling by two…

计算与语言 · 计算机科学 2023-10-09 Eddie Guo , Mehul Gupta , Jiawen Deng , Ye-Jean Park , Mike Paget , Christopher Naugler

The development of AI-based methods to analyze radiology reports could lead to significant advances in medical diagnosis, from improving diagnostic accuracy to enhancing efficiency and reducing workload. However, the lack of…

计算与语言 · 计算机科学 2025-08-14 Yuyan Ge , Kwan Ho Ryan Chan , Pablo Messina , René Vidal

This research examines the effectiveness of OpenAI's GPT models as independent evaluators of text summaries generated by six transformer-based models from Hugging Face: DistilBART, BERT, ProphetNet, T5, BART, and PEGASUS. We evaluated these…

计算与语言 · 计算机科学 2024-05-08 Hassan Shakil , Atqiya Munawara Mahi , Phuoc Nguyen , Zeydy Ortiz , Mamoun T. Mardini

Introduction: With the rapid advances in large language models (LLMs), there have been numerous new open source as well as commercial models. While recent publications have explored GPT-4 in its application to extracting information of…

The Plastic Surgery In-Service Training Exam (PSITE) is an important indicator of resident proficiency and serves as a useful benchmark for evaluating OpenAI's GPT. Unlike many of the simulated tests or practice questions shown in the GPT-4…

人工智能 · 计算机科学 2023-04-05 Jonathan D. Freedman , Ian A. Nappier

Free-text radiology reports present a rich data source for various medical tasks, but effectively labeling these texts remains challenging. Traditional rule-based labeling methods fall short of capturing the nuances of diverse free-text…

计算与语言 · 计算机科学 2024-11-07 Jawook Gu , Kihyun You , Han-Cheol Cho , Jiho Kim , Eun Kyoung Hong , Byungseok Roh

Objective: Radiology residents require timely, personalized feedback to develop accurate image analysis and reporting skills. Increasing clinical workload often limits attendings' ability to provide guidance. This study evaluates a…

Recent research has supported that system explainability improves user trust and willingness to use medical AI for diagnostic support. In this paper, we use chest disease diagnosis based on X-Ray images as a case study to investigate user…

人机交互 · 计算机科学 2022-04-27 Yao Rong , Nora Castner , Efe Bozkir , Enkelejda Kasneci

OpenAI's latest large vision-language model (LVLM), GPT-4V(ision), has piqued considerable interest for its potential in medical applications. Despite its promise, recent studies and internal reviews highlight its underperformance in…

计算与语言 · 计算机科学 2023-12-13 Pengcheng Chen , Ziyan Huang , Zhongying Deng , Tianbin Li , Yanzhou Su , Haoyu Wang , Jin Ye , Yu Qiao , Junjun He

Chest computed tomography (CT) is central to the detection and management of thoracic disease, yet the growing scale and complexity of volumetric imaging increasingly exceed what can be addressed by scan-level prediction alone. Clinically…

计算机视觉与模式识别 · 计算机科学 2026-04-28 Xuguang Bai , Mingxuan Liu , Tongxi Song , Yifei Chen , Hongjia Yang , Kasidit Anmahapong , Zihan Li , Ying Zhou , Qiyuan Tian

The large language model called ChatGPT has drawn extensively attention because of its human-like expression and reasoning abilities. In this study, we investigate the feasibility of using ChatGPT in experiments on using ChatGPT to…

Recent studies have demonstrated promising performance of ChatGPT and GPT-4 on several medical domain tasks. However, none have assessed its performance using a large-scale real-world electronic health record database, nor have evaluated…

计算与语言 · 计算机科学 2023-07-18 Jingqing Zhang , Kai Sun , Akshay Jagadeesh , Mahta Ghahfarokhi , Deepa Gupta , Ashok Gupta , Vibhor Gupta , Yike Guo

Explainable AI (XAI) in medical histopathology is essential for enhancing the interpretability and clinical trustworthiness of deep learning models in cancer diagnosis. However, the black-box nature of these models often limits their…

图像与视频处理 · 电气工程与系统科学 2025-05-06 Raktim Kumar Mondol , Ewan K. A. Millar , Peter H. Graham , Lois Browne , Arcot Sowmya , Erik Meijering

The support of artificial intelligence (AI) based decision-making is a key element in future 6G networks, where the concept of native AI will be introduced. Moreover, AI is widely employed in different critical applications such as…

人工智能 · 计算机科学 2025-04-08 Abdul Karim Gizzini , Yahia Medjahdi , Ali J. Ghandour , Laurent Clavier

Explainable Artificial Intelligence (XAI) methods are increasingly used in safety-critical domains, yet there is no unified framework to jointly evaluate fidelity, interpretability, robustness, fairness, and completeness. We address this…

人工智能 · 计算机科学 2026-04-10 Md. Ariful Islam , Md Abrar Jahin , M. F. Mridha , Nilanjan Dey

The remarkable generative capabilities of multimodal foundation models are currently being explored for a variety of applications. Generating radiological impressions is a challenging task that could significantly reduce the workload of…

We introduce ReXGroundingCT, the first publicly available dataset linking free-text findings to pixel-level 3D segmentations in chest CT scans. The dataset includes 3,142 non-contrast chest CT scans paired with standardized radiology…

Existing metrics often lack the granularity and interpretability to capture nuanced clinical differences between candidate and ground-truth radiology reports, resulting in suboptimal evaluation. We introduce a Clinically-grounded tabular…

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