通过GPT-4推进放射学:临床应用的创新,患者参与,研究和学习
Sadhana Kalidindi1,2, Janani Baradwaj3
1University of Bristol, UK.
European journal of radiology open
|August 22, 2024
概括
放射学中的人工智能 (AI),特别是像GPT-4这样的大型语言模型 (LLM),可以增强诊断和报告. 仔细的验证和监督对于安全地融入临床工作流程至关重要.
科学领域:
- 医学成像和人工智能 医学成像和人工智能
- 放射学和自然语言处理
背景情况:
- 人工智能 (AI) 正在医疗保健领域迅速发展,对放射学产生重大影响.
- 大型语言模型 (LLM),如生成预训练变压器4 (GPT-4),处于这种转换的最前沿.
研究的目的:
- 探索LLM在放射学领域的多方面的应用,以GPT-4为例.
- 为整合GPT-4在放射学实践中的潜在好处和挑战提供全面的概述.
主要方法:
- 本综述综合了有关放射学AI和LLM的当前文献.
- 它使用GPT-4作为一个案例研究来说明潜在的应用和挑战.
主要成果:
- 像GPT-4这样的LLM显示出提高诊断准确性,报告生成和总结,差异诊断和治疗建议的潜力.
- 应用范围从提高报告效率到将复杂的发现转化为患者友好的摘要.
结论:
- 在放射学中整合GPT-4为患者护理,教育和研究提供了变革性的潜力.
- 通过仔细监督和验证来解决道德,隐私和技术挑战,对于成功部署至关重要.
更多相关视频
09:55Bridging the Technology Divide in the COVID-19 Era: Using Virtual Outreach to Expose Middle and High School Students to Imaging Technology
Published on: September 28, 2022
1.6K
10:48PET and MRI Guided Irradiation of a Glioblastoma Rat Model Using a Micro-irradiator
Published on: December 28, 2017
9.5K
相关概念视频
Positron Emission Tomography
4.1K
Positron emission tomography (PET) is a medical imaging technique involving radiopharmaceuticals — substances that emit short-lived radiation. Although the first PET scanner was introduced in 1961, it took 15 more years before radiopharmaceuticals were combined with the technique and revolutionized its potential.
One of the main requirements of a PET scan is a positron-emitting radioisotope, which is produced in a cyclotron and then attached to a substance used by the part of the body...
One of the main requirements of a PET scan is a positron-emitting radioisotope, which is produced in a cyclotron and then attached to a substance used by the part of the body...
4.1K
Radiological Investigation III: Pulmonary Angiogram and PET Scan
88
Radiological investigations are paramount in the diagnosis and management of various pulmonary diseases. Two essential investigations are the Pulmonary Angiogram and the Positron Emission Tomography (PET) Scan.
Pulmonary Angiogram
A Pulmonary Angiogram is an invasive procedure involving injecting a contrast medium through a catheter threaded into the pulmonary artery or the right side of the heart to visualize the pulmonary vasculature. Computed Tomography (CT) scans have mainly replaced this...
Pulmonary Angiogram
A Pulmonary Angiogram is an invasive procedure involving injecting a contrast medium through a catheter threaded into the pulmonary artery or the right side of the heart to visualize the pulmonary vasculature. Computed Tomography (CT) scans have mainly replaced this...
88
Radiological Investigation I: X-ray and CT
219
Radiological investigations, including X-rays and computed tomography (CT) scans, are critical for diagnosing and evaluating various medical conditions. These imaging techniques provide valuable insights into the body's internal structures, aiding in the detection of abnormalities, assessment of disease progression, and development of treatment strategies. This article delves into two primary radiological investigations, chest X-rays and CT scans, outlining their purpose, procedures, and...
219
Computed Tomography
4.4K
Tomography refers to imaging by sections. Computed tomography (CT) is a non-invasive imaging technique that uses computers to analyze several cross-sectional X-rays to reveal minute details about structures in the body.
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
4.4K
Imaging Studies I: CT and MRI
208
Introduction: MRI and CT scans are crucial advancements in medical imaging techniques, playing a vital role in diagnosing conditions related to the gastrointestinal (GI) system. Each scan serves distinct purposes, targets specific areas, and requires unique nursing duties.
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
208
Imaging Studies II: Positron Emission Tomography and Scintigraphy
97
Positron Emission Tomography (PET) is a medical imaging technique that provides crucial insights into the body's physiological functions at a molecular level. It is an indispensable resource for diagnosing, staging, and monitoring various illnesses, notably cancer, neurological disorders, and cardiovascular conditions.
Fundamental Principles of PET
Fundamental Principles of PET
97
