在放射学中启用人工智能:评估人工智能部署过程
Line Silsand1, Mari Kannelønning2, Gro-Hilde Severinsen2
1The Arctic University of Norway, Norway.
Studies in health technology and informatics
|August 23, 2024
概括
人工智能 (AI) 提供了可持续医疗保健的潜力,但现实世界的影响评估有限. 本研究探讨了在放射学中实施人工智能的挑战和机遇,有助于理解临床人工智能部署的复杂性.
科学领域:
- 医疗保健技术 医疗保健技术 医疗保健技术
- 医学成像分析分析 医学成像分析
- 临床信息学是一种临床信息学.
背景情况:
- 人工智能 (AI) 准备彻底改变医疗保健系统,提高可持续性和效率.
- 尽管人工智能工具用于疾病检测的使用量有所增加,但对它们在组织和患者层面的影响的经验证据很少.
- 对现实世界的人工智能部署的全面评估对于理解它们的实际影响至关重要.
研究的目的:
- 探索与采购和实施人工智能解决方案相关的挑战和机会,特别是在放射科部门内.
- 提高对在现实世界临床环境中部署AI所涉及的复杂性的理解.
- 为成功地在医疗保健环境中整合人工智能提供见解.
主要方法:
- 一个过程评估研究设计被用来调查AI采购和实施.
- 该研究侧重于现实世界的临床环境,特别是放射学.
- 数据收集可能涉及定性和/或定量方法,以捕捉实施过程.
主要成果:
- 该研究确定了在放射学AI的采购和实施阶段遇到的关键挑战.
- 研究了利用人工智能改善放射学工作流程和患者护理的机会.
- 了解将人工智能集成到现有医疗保健基础设施中的实用性.
结论:
- 人工智能在放射学中的现实世界实施提出了独特的挑战和机遇,需要仔细考虑.
- 为了在临床实践中成功和可持续地采用人工智能,需要更深入地了解这些复杂性.
- 进一步的研究和过程评估至关重要,以指导人工智能有效地融入医疗保健组织.
相关概念视频
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
Issues And Trends In Healthcare Delivery System
5.6K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.6K
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
Radiological Investigation II: MRI and Ventilation Perfusion Scan
107
Description
Magnetic Resonance Imaging (MRI) and Ventilation Perfusion Scans are two radiological investigations that offer detailed diagnostic images of the body, particularly lung structures.
MRI
MRI uses magnetic fields and radiofrequency signals to distinguish between normal and abnormal tissues. This technology provides a more detailed diagnostic image than CT scans, enabling it to characterize pulmonary nodules, stage bronchogenic carcinoma, and evaluate inflammatory activity in...
Magnetic Resonance Imaging (MRI) and Ventilation Perfusion Scans are two radiological investigations that offer detailed diagnostic images of the body, particularly lung structures.
MRI
MRI uses magnetic fields and radiofrequency signals to distinguish between normal and abnormal tissues. This technology provides a more detailed diagnostic image than CT scans, enabling it to characterize pulmonary nodules, stage bronchogenic carcinoma, and evaluate inflammatory activity in...
107
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


