Patient-centered radiology reports with generative artificial intelligence: adding value to radiology reporting
被引:4
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作者:
Park, Jiwoo
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机构:
Yonsei Univ, Res Inst Radiol Sci, Coll Med, Dept Radiol, 50-1 Yonsei Ro, Seoul 03722, South Korea
Yonsei Univ, Coll Med, Ctr Clin Imaging Data Sci CCIDS, 50-1 Yonsei Ro, Seoul 03722, South KoreaYonsei Univ, Res Inst Radiol Sci, Coll Med, Dept Radiol, 50-1 Yonsei Ro, Seoul 03722, South Korea
Park, Jiwoo
[1
,2
]
Oh, Kangrok
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h-index: 0
机构:
Yonsei Univ, Res Inst Radiol Sci, Coll Med, Dept Radiol, 50-1 Yonsei Ro, Seoul 03722, South Korea
Yonsei Univ, Coll Med, Ctr Clin Imaging Data Sci CCIDS, 50-1 Yonsei Ro, Seoul 03722, South KoreaYonsei Univ, Res Inst Radiol Sci, Coll Med, Dept Radiol, 50-1 Yonsei Ro, Seoul 03722, South Korea
Oh, Kangrok
[1
,2
]
Han, Kyunghwa
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h-index: 0
机构:
Yonsei Univ, Res Inst Radiol Sci, Coll Med, Dept Radiol, 50-1 Yonsei Ro, Seoul 03722, South Korea
Yonsei Univ, Coll Med, Ctr Clin Imaging Data Sci CCIDS, 50-1 Yonsei Ro, Seoul 03722, South KoreaYonsei Univ, Res Inst Radiol Sci, Coll Med, Dept Radiol, 50-1 Yonsei Ro, Seoul 03722, South Korea
Han, Kyunghwa
[1
,2
]
论文数: 引用数:
h-index:
机构:
Lee, Young Han
[1
,2
,3
]
机构:
[1] Yonsei Univ, Res Inst Radiol Sci, Coll Med, Dept Radiol, 50-1 Yonsei Ro, Seoul 03722, South Korea
[2] Yonsei Univ, Coll Med, Ctr Clin Imaging Data Sci CCIDS, 50-1 Yonsei Ro, Seoul 03722, South Korea
[3] Yonsei Univ, Inst Innovat Digital Healthcare, Seoul, South Korea
Large language model;
Radiologic report;
Patient-centered radiology;
Artificial intelligence;
Artificial hallucination;
ACCESS;
D O I:
10.1038/s41598-024-63824-z
中图分类号:
O [数理科学和化学];
P [天文学、地球科学];
Q [生物科学];
N [自然科学总论];
学科分类号:
07 ;
0710 ;
09 ;
摘要:
The purposes were to assess the efficacy of AI-generated radiology reports in terms of report summary, patient-friendliness, and recommendations and to evaluate the consistent performance of report quality and accuracy, contributing to the advancement of radiology workflow. Total 685 spine MRI reports were retrieved from our hospital database. AI-generated radiology reports were generated in three formats: (1) summary reports, (2) patient-friendly reports, and (3) recommendations. The occurrence of artificial hallucinations was evaluated in the AI-generated reports. Two radiologists conducted qualitative and quantitative assessments considering the original report as a standard reference. Two non-physician raters assessed their understanding of the content of original and patient-friendly reports using a 5-point Likert scale. The scoring of the AI-generated radiology reports were overall high average scores across all three formats. The average comprehension score for the original report was 2.71 +/- 0.73, while the score for the patient-friendly reports significantly increased to 4.69 +/- 0.48 (p < 0.001). There were 1.12% artificial hallucinations and 7.40% potentially harmful translations. In conclusion, the potential benefits of using generative AI assistants to generate these reports include improved report quality, greater efficiency in radiology workflow for producing summaries, patient-centered reports, and recommendations, and a move toward patient-centered radiology.
机构:
NYU, Dept Radiol, Grossman Sch Med, 660 First Ave,Third Fl, New York, NY 10016 USANYU, Dept Radiol, Grossman Sch Med, 660 First Ave,Third Fl, New York, NY 10016 USA
Recht, Michael P.
Westerhoff, Malte
论文数: 0引用数: 0
h-index: 0
机构:
Visage Imaging GmbH, Berlin, GermanyNYU, Dept Radiol, Grossman Sch Med, 660 First Ave,Third Fl, New York, NY 10016 USA
Westerhoff, Malte
Doshi, Ankur M.
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Radiol, Grossman Sch Med, 660 First Ave,Third Fl, New York, NY 10016 USANYU, Dept Radiol, Grossman Sch Med, 660 First Ave,Third Fl, New York, NY 10016 USA
Doshi, Ankur M.
Young, Matthew
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Radiol, Grossman Sch Med, 660 First Ave,Third Fl, New York, NY 10016 USANYU, Dept Radiol, Grossman Sch Med, 660 First Ave,Third Fl, New York, NY 10016 USA
Young, Matthew
Ostrow, Dana
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h-index: 0
机构:
NYU, Dept Radiol, Grossman Sch Med, 660 First Ave,Third Fl, New York, NY 10016 USANYU, Dept Radiol, Grossman Sch Med, 660 First Ave,Third Fl, New York, NY 10016 USA
Ostrow, Dana
Swahn, Dawn-Marie
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Radiol, Grossman Sch Med, 660 First Ave,Third Fl, New York, NY 10016 USANYU, Dept Radiol, Grossman Sch Med, 660 First Ave,Third Fl, New York, NY 10016 USA
Swahn, Dawn-Marie
Krueger, Sebastian
论文数: 0引用数: 0
h-index: 0
机构:
Siemens Healthcare GmbH, Forchheim, GermanyNYU, Dept Radiol, Grossman Sch Med, 660 First Ave,Third Fl, New York, NY 10016 USA
Krueger, Sebastian
Thesen, Stefan
论文数: 0引用数: 0
h-index: 0
机构:
Siemens Healthcare GmbH, Forchheim, GermanyNYU, Dept Radiol, Grossman Sch Med, 660 First Ave,Third Fl, New York, NY 10016 USA
机构:
Hosp Univ Penn, Dept Radiol, 3400 Spruce St, Philadelphia, PA 19104 USAHosp Univ Penn, Dept Radiol, 3400 Spruce St, Philadelphia, PA 19104 USA
Martin-Carreras, Teresa
Cook, Tessa S.
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Univ Penn, Dept Radiol, 3400 Spruce St, Philadelphia, PA 19104 USA
Univ Penn, Inst Biomed Informat, Philadelphia, PA 19104 USAHosp Univ Penn, Dept Radiol, 3400 Spruce St, Philadelphia, PA 19104 USA
Cook, Tessa S.
Kahn, Charles E., Jr.
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Univ Penn, Dept Radiol, 3400 Spruce St, Philadelphia, PA 19104 USA
Univ Penn, Inst Biomed Informat, Philadelphia, PA 19104 USA
Univ Penn, Leonard Davis Inst Hlth Econ, Philadelphia, PA 19104 USAHosp Univ Penn, Dept Radiol, 3400 Spruce St, Philadelphia, PA 19104 USA
机构:
Walter Reed Army Med Ctr, US Marine Corps, Dept Radiol, Washington, DC 20307 USAWalter Reed Army Med Ctr, US Marine Corps, Dept Radiol, Washington, DC 20307 USA