放射学变得很聊天:聊天GPT传奇展开
Harpreet Grewal1, Gagandeep Dhillon2, Varun Monga3
1Radiology, Florida State University College of Medicine, Pensacola, USA.
Cureus
|July 10, 2023
概括
像GPT-4这样的大型语言模型 (LLM) 显示了放射学在报告生成和教育等任务中的潜力. 然而,通用或不准确的输出需要进一步的研究,以确保安全的临床整合.
科学领域:
- 医疗成像医学成像
- 人工智能在医学中的应用
- 放射学 信息学 信息学
背景情况:
- 人工智能 (AI) 在医疗保健中越来越多地被采用,特别是在放射学等数据密集型领域.
- 大型语言模型 (LLM),如GPT-4,是具有有限的医学文献的新兴工具.
- 放射学为LLM应用提供了独特的机会,因为它依赖于数据和成像.
研究的目的:
- 探索GPT-4在放射学领域的潜在应用.
- 分析GPT-4输出对放射科医生在日常工作流程,患者教育和研究中的实用性.
- 确定关于在临床实践中实施LLM的未来研究的局限性和领域.
主要方法:
- 提示GPT-4生成放射学报告和模板.
- 该模型用于增强临床决策和建议研究文章标题.
- 对答案的准确性,实用性和临床环境中的潜在错误进行了评估.
主要成果:
- GPT-4在生成报告,模板和标题方面显示出潜力,有助于沟通和教育.
- 然而,回答有时是通用的,并包含事实上的不准确性,造成潜在的风险.
- 分析强调,需要仔细审查放射学LLM产生的内容.
结论:
- GPT-4为放射学提供了有前途的途径,包括工作流效率和教育支持.
- 法律法律管理的新性需要谨慎的实施,解决准确性和安全性的问题.
- 为了在放射学中负责任地整合LLMs,进一步的研究和准则的开发是必不可少的.
相关概念视频
Radiological Investigation III: Pulmonary Angiogram and PET Scan
116
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...
116
Positron Emission Tomography
4.3K
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...
4.3K
Imaging Studies III: Computed Tomography
28
DefinitionComputed Tomography (CT) of the genitourinary (GU) tract is a non-invasive imaging modality that utilizes X-rays and computer processing to generate detailed cross-sectional images of the urinary system, encompassing the kidneys, ureters, bladder, and adjacent structures such as the adrenal glands.PurposeCT scans of the GU tract serve several diagnostic and therapeutic purposes, including:Diagnosis of Urinary Tract Diseases: Detects kidney stones, tumors, cysts, and congenital...
28
Radiological Investigation I: X-ray and CT
293
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...
293
Computed Tomography
4.6K
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...
4.6K
Imaging Studies II: Positron Emission Tomography and Scintigraphy
158
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
158


