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Related papers: Evaluation of GPT-4 for chest X-ray impression gen…

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Chest X-Ray (CXR) images are commonly used for clinical screening and diagnosis. Automatically writing reports for these images can considerably lighten the workload of radiologists for summarizing descriptive findings and conclusive…

Computation and Language · Computer Science 2020-07-24 Baoyu Jing , Zeya Wang , Eric Xing

GenerateCT, the first approach to generating 3D medical imaging conditioned on free-form medical text prompts, incorporates a text encoder and three key components: a novel causal vision transformer for encoding 3D CT volumes, a text-image…

Context: This paper provides an in-depth examination of the generation and evaluation of Metamorphic Relations (MRs) using GPT models developed by OpenAI, with a particular focus on the capabilities of GPT-4 in software testing…

Software Engineering · Computer Science 2025-03-31 Yifan Zhang , Dave Towey , Matthew Pike , Quang-Hung Luu , Huai Liu , Tsong Yueh Chen

The novel 2019 Coronavirus disease (COVID-19) global pandemic is a defining health crisis. Recent efforts have been increasingly directed towards achieving quick and accurate detection of COVID-19 across symptomatic patients to mitigate the…

Image and Video Processing · Electrical Eng. & Systems 2023-11-27 Karina Yang , Alexis Bennett , Dominique Duncan

Creativity is a fundamental skill of human cognition. We use textual forma mentis networks (TFMN) to extract network (semantic/syntactic associations) and emotional features from approximately one thousand human- and GPT3.5-generated…

Artificial Intelligence · Computer Science 2024-12-03 Edith Haim , Natalie Fischer , Salvatore Citraro , Giulio Rossetti , Massimo Stella

Recently, generative AIs like ChatGPT have become available to the wide public. These tools can for instance be used by students to generate essays or whole theses. But how does a teacher know whether a text is written by a student or an…

Computation and Language · Computer Science 2023-11-14 Lorenz Mindner , Tim Schlippe , Kristina Schaaff

In this paper, we evaluate different abilities of GPT-4V including visual understanding, language understanding, visual puzzle solving, and understanding of other modalities such as depth, thermal, video, and audio. To estimate GPT-4V's…

Computation and Language · Computer Science 2023-10-26 Yang Wu , Shilong Wang , Hao Yang , Tian Zheng , Hongbo Zhang , Yanyan Zhao , Bing Qin

Radiology report generation aims to automatically generate a clinically accurate and coherent paragraph from the X-ray image, which could relieve radiologists from the heavy burden of report writing. Although various image caption methods…

Computer Vision and Pattern Recognition · Computer Science 2023-06-21 Zhongzhen Huang , Xiaofan Zhang , Shaoting Zhang

Synthetic medical data generation has opened up new possibilities in the healthcare domain, offering a powerful tool for simulating clinical scenarios, enhancing diagnostic and treatment quality, gaining granular medical knowledge, and…

Image and Video Processing · Electrical Eng. & Systems 2024-05-01 Hyungyung Lee , Da Young Lee , Wonjae Kim , Jin-Hwa Kim , Tackeun Kim , Jihang Kim , Leonard Sunwoo , Edward Choi

Chest radiography is the most common medical image examination for screening and diagnosis in hospitals. Automatic interpretation of chest X-rays at the level of an entry-level radiologist can greatly benefit work prioritization and assist…

Image and Video Processing · Electrical Eng. & Systems 2020-08-11 Sandesh Ghimire , Satyananda Kashyap , Joy T. Wu , Alexandros Karargyris , Mehdi Moradi

Instructor's feedback plays a critical role in students' development of conceptual understanding and reasoning skills. However, grading student written responses and providing personalized feedback can take a substantial amount of time. In…

Physics Education · Physics 2024-06-17 Tong Wan , Zhongzhou Chen

The chest X-ray (CXR) is by far the most commonly performed radiological examination for screening and diagnosis of many cardiac and pulmonary diseases. There is an immense world-wide shortage of physicians capable of providing rapid and…

Computer Vision and Pattern Recognition · Computer Science 2018-06-07 Jonathan Laserson , Christine Dan Lantsman , Michal Cohen-Sfady , Itamar Tamir , Eli Goz , Chen Brestel , Shir Bar , Maya Atar , Eldad Elnekave

As artificial intelligence (AI) becomes increasingly central to healthcare, the demand for explainable and trustworthy models is paramount. Current report generation systems for chest X-rays (CXR) often lack mechanisms for validating…

Computer Vision and Pattern Recognition · Computer Science 2025-06-26 Sayeh Gholipour Picha , Dawood Al Chanti , Alice Caplier

Recent advances in training deep learning models have demonstrated the potential to provide accurate chest X-ray interpretation and increase access to radiology expertise. However, poor generalization due to data distribution shifts in…

Image and Video Processing · Electrical Eng. & Systems 2021-02-23 Pranav Rajpurkar , Anirudh Joshi , Anuj Pareek , Andrew Y. Ng , Matthew P. Lungren

This study explores the potential of Large Language Models (LLMs), specifically GPT-4, to enhance objectivity in organizational task performance evaluations. Through comparative analyses across two studies, including various task…

Computation and Language · Computer Science 2024-08-13 Ning Li , Huaikang Zhou , Mingze Xu

Generative AI systems such as ChatGPT and Claude are built upon language models that are typically evaluated for accuracy on curated benchmark datasets. Such evaluation paradigms measure predictive and reasoning capabilities of language…

Human-Computer Interaction · Computer Science 2025-03-03 Shreya Rajagopal , Jae Ho Sohn , Hari Subramonyam , Shiwali Mohan

Purpose: To analyze a recently published chest radiography foundation model for the presence of biases that could lead to subgroup performance disparities across biological sex and race. Materials and Methods: This retrospective study used…

Machine Learning · Computer Science 2023-10-03 Ben Glocker , Charles Jones , Melanie Roschewitz , Stefan Winzeck

We tasked GPT-4.1 to read what baseball fans wrote about their game-day experience and predict the overall experience rating each fan gave on a 0-10 survey scale. The model received only the text of a single open-ended response. These AI…

Computation and Language · Computer Science 2026-04-17 Jason Potteiger , Andrew Hong , Ito Zapata

Artificial intelligence (AI) is poised to transform healthcare by enabling personalized and efficient care through data-driven insights. Although radiology is at the forefront of AI adoption, in practice, the potential of AI models is often…

Computer Vision and Pattern Recognition · Computer Science 2025-02-17 Benjamin D. Killeen , Bohua Wan , Aditya V. Kulkarni , Nathan Drenkow , Michael Oberst , Paul H. Yi , Mathias Unberath

Advancements in generative Artificial Intelligence (AI) hold great promise for automating radiology workflows, yet challenges in interpretability and reliability hinder clinical adoption. This paper presents an automated radiology report…