Related Experiment Video
Updated: Jun 4, 2025
05:50
Author Spotlight: Point-of-Care Ultrasound for Gastric Content Assessment and Risk Stratification in Perioperative Care
Published on: September 22, 2023
2.6K
Increasing Adherence to Societal Recommendations in Radiology Reporting: A Feasibility Study Using Society of
Vamshi K Mugu1, Brendan M Carr2, Mike C Olson1
1Department of Radiology.
Ultrasound Quarterly
|December 17, 2024
Summary
A new AI tool accurately incorporates gallbladder polyp guidelines into radiology reports, improving patient follow-up consistency. This technology aims to standardize care for incidental findings in diagnostic imaging.
Area of Science:
- Radiology and Medical Imaging
- Artificial Intelligence in Healthcare
- Clinical Decision Support Systems
Background:
- Incidental findings in diagnostic imaging, such as gallbladder polyps, frequently occur.
- Current management of these findings lacks consistent adherence to established guidelines, complicating clinical follow-up.
- The Society of Radiologists in Ultrasound (SRU) developed guidelines in 2021 to standardize gallbladder polyp management.
Purpose of the Study:
- To evaluate the feasibility of a Large Language Model (LLM)-based tool for integrating SRU guidelines into radiology reports.
- To propose a framework for seamless incorporation of clinical follow-up recommendations into radiology reporting.
- To enhance the consistency and accuracy of patient management for incidental gallbladder findings.
Main Methods:
- Retrospective review of adult gallbladder ultrasound examinations from 2022.
- Development of an interactive LLM tool (GB-PRL) using retriever-augmented generation (RAG) and prompt engineering based on 2021 SRU guidelines.
- Accuracy assessment by a radiologist and clarity/consistency evaluation by an emergency medicine physician.
Main Results:
- The GB-PRL tool achieved 100% accuracy in risk categorization and follow-up recommendations for hypothetical cases, outperforming other LLMs.
- GB-PRL demonstrated statistically superior accuracy compared to existing radiology reports for retrospective data (P = 0.04).
- While GB-PRL showed improved clarity and consistency, the difference was not statistically significant (P = 0.22).
Conclusions:
- The developed LLM tool shows high accuracy and feasibility for integrating clinical guidelines into radiology reports.
- This approach has the potential to improve consistency in managing incidental gallbladder findings.
- Further prospective validation is required before widespread clinical implementation of the GB-PRL tool.
More Related Videos
10:21A Coregistered Ultrasound and Photoacoustic Imaging Protocol for the Transvaginal Imaging of Ovarian Lesions
Published on: March 3, 2023
1.4K
13:48Reduction of Radiation Exposure during Endovascular Treatment of Peripheral Arterial Disease Combining Fiber Optic RealShape Technology and Intravascular Ultrasound
Published on: April 21, 2023
1.4K
Related Concept Videos
01:20Ultrasound I: Abdominal Ultrasonography
174
Introduction:
Abdominal ultrasonography, commonly known as abdominal ultrasound, is a vital, non-invasive medical imaging technique widely used in healthcare.
Procedure:
This diagnostic tool allows the clinician to visually inspect internal structures within the abdomen, including vital organs such as the liver, gallbladder, pancreas, kidneys, and spleen.
The abdominal ultrasound process begins with applying a special gel to the patient's skin over the abdomen. This gel enhances the...
Abdominal ultrasonography, commonly known as abdominal ultrasound, is a vital, non-invasive medical imaging technique widely used in healthcare.
Procedure:
This diagnostic tool allows the clinician to visually inspect internal structures within the abdomen, including vital organs such as the liver, gallbladder, pancreas, kidneys, and spleen.
The abdominal ultrasound process begins with applying a special gel to the patient's skin over the abdomen. This gel enhances the...
174
01:25Ultrasound II: Endoscopic Ultrasound and FibroScan
77
Endoscopic Ultrasound (EUS) and FibroScan are valuable diagnostic tools in gastroenterology and hepatology, each with specific applications and techniques.
Endoscopic Ultrasound (EUS):
Endoscopic Ultrasound (EUS):
77
01:30Radiological Investigation I: X-ray and CT
209
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...
209
01:26Imaging Studies III: Gastrointestinal Motility Studies and Virtual Colonoscopy
49
This lesson explores three gastrointestinal imaging techniques: radionuclide testing, colonic transit studies, and virtual colonoscopy.
Radionuclide Testing
Radionuclide testing is a sophisticated medical technique for assessing gastrointestinal motility. It focuses on gastric emptying and colonic transit time. Radioactive markers track the movement of food through the digestive system, providing insights into gastrointestinal disorders.
In gastric emptying studies, a meal's liquid and...
Radionuclide Testing
Radionuclide testing is a sophisticated medical technique for assessing gastrointestinal motility. It focuses on gastric emptying and colonic transit time. Radioactive markers track the movement of food through the digestive system, providing insights into gastrointestinal disorders.
In gastric emptying studies, a meal's liquid and...
49
01:14SBAR II: Application of SBAR
4.3K
SBAR is an effective communication tool used by healthcare professionals to communicate patient information accurately. SBAR stands for Situation, Background, Assessment, and Recommendation. For a better understanding, an example is given below.
SBAR Report from a Nurse to a Health Care Provider
S: "Hello, Dr. Smith. This is Jane, RN, from the Med Surg unit. I am calling to tell you about Ms. White in Room 210, who is experiencing increased pain and redness at her incision site. Her recent...
SBAR Report from a Nurse to a Health Care Provider
S: "Hello, Dr. Smith. This is Jane, RN, from the Med Surg unit. I am calling to tell you about Ms. White in Room 210, who is experiencing increased pain and redness at her incision site. Her recent...
4.3K
01:14Imaging Studies I: CT and MRI
193
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...
193