Large language model;
Patient-centered reports;
Natural language processing;
21st century cures act;
EXPERIENCE;
D O I:
10.1016/j.clinimag.2023.06.008
中图分类号:
R8 [特种医学];
R445 [影像诊断学];
学科分类号:
1002 ;
100207 ;
1009 ;
摘要:
Purpose: To evaluate the complexity of diagnostic radiology reports across major imaging modalities and the ability of ChatGPT (Early March 2023 Version, OpenAI, California, USA) to simplify these reports to the 8th grade reading level of the average U.S. adult.Methods: We randomly sampled 100 radiographs (XR), 100 ultrasound (US), 100 CT, and 100 MRI radiology reports from our institution's database dated between 2022 and 2023 (N = 400). These were processed by ChatGPT using the prompt "Explain this radiology report to a patient in layman's terms in second person: ". Mean report length, Flesch reading ease score (FRES), and Flesch-Kincaid reading level (FKRL) were calculated for each report and ChatGPT output. T-tests were used to determine significance.Results: Mean report length was 164 & PLUSMN; 117 words, FRES was 38.0 & PLUSMN; 11.8, and FKRL was 10.4 & PLUSMN; 1.9. FKRL was significantly higher for CT and MRI than for US and XR. Only 60/400 (15%) had a FKRL <8.5. The mean simplified ChatGPT output length was 103 & PLUSMN; 36 words, FRES was 83.5 & PLUSMN; 5.6, and FKRL was 5.8 & PLUSMN; 1.1. This reflects a mean decrease of 61 words (p < 0.01), increase in FRES of 45.5 (p < 0.01), and decrease in FKRL of 4.6 (p < 0.01). All simplified outputs had FKRL <8.5.Discussion: Our study demonstrates the effective use of ChatGPT when tasked with simplifying radiology reports to below the 8th grade reading level. We report significant improvements in FRES, FKRL, and word count, the last of which requires modality-specific context.
机构:
Univ Alabama Birmingham, Dept Radiol, Div Vasc & Intervent Radiol, 619 19th St S, Birmingham, AL 35249 USAUniv Alabama Birmingham, Dept Radiol, Div Vasc & Intervent Radiol, 619 19th St S, Birmingham, AL 35249 USA
Gunn, Andrew J.
;
Gilcrease-Garcia, Brian
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Mallinckrodt Inst Radiol, St Louis, MO USAUniv Alabama Birmingham, Dept Radiol, Div Vasc & Intervent Radiol, 619 19th St S, Birmingham, AL 35249 USA
Gilcrease-Garcia, Brian
;
Mangano, Mark D.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Radiol, Boston, MA USAUniv Alabama Birmingham, Dept Radiol, Div Vasc & Intervent Radiol, 619 19th St S, Birmingham, AL 35249 USA
Mangano, Mark D.
;
Sahani, Dushyant V.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Div Abdominal Imaging & Intervent, Dept Radiol, Boston, MA USAUniv Alabama Birmingham, Dept Radiol, Div Vasc & Intervent Radiol, 619 19th St S, Birmingham, AL 35249 USA
Sahani, Dushyant V.
;
Boland, Giles W.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Brigham & Womens Hosp, Dept Radiol, Boston, MA USAUniv Alabama Birmingham, Dept Radiol, Div Vasc & Intervent Radiol, 619 19th St S, Birmingham, AL 35249 USA
Boland, Giles W.
;
Choy, Garry
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Div Emergency Radiol & Teleradiol, Dept Radiol, Boston, MA USAUniv Alabama Birmingham, Dept Radiol, Div Vasc & Intervent Radiol, 619 19th St S, Birmingham, AL 35249 USA
机构:
Emory Univ, Sch Med, Atlanta, GA USA
Childrens Healthcare Atlanta Egleston, Dept Radiol, Pediat Neuroradiol, Atlanta, GA USA
Childrens Healthcare Atlanta Egleston, Dept Radiol, Qual, Atlanta, GA USAEmory Univ, Sch Med, Atlanta, GA USA
Kadom, Nadja
;
Tamasi, Susan
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Coll Arts & Sci, Program Linguist, Atlanta, GA 30322 USA
Emory Univ, Coll Arts & Sci, Pedag, Program Linguist, Atlanta, GA 30322 USA
Emory Univ, Coll Arts & Sci, Ctr Study Human Hlth, Atlanta, GA 30322 USA
Emory Univ, Dept Anthropol, Coll Arts & Sci, Atlanta, GA 30322 USAEmory Univ, Sch Med, Atlanta, GA USA
Tamasi, Susan
;
Vey, Brianna L.
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Sch Med, Dept Radiol & Imaging Sci, 1405 Clifton Rd NE, Atlanta, GA 30322 USAEmory Univ, Sch Med, Atlanta, GA USA
Vey, Brianna L.
;
论文数: 引用数:
h-index:
机构:
Safdar, Nabile
;
Applegate, Kimberly E.
论文数: 0引用数: 0
h-index: 0
机构:
Childrens Healthcare Atlanta Egleston, Dept Radiol, Atlanta, GA USA
Univ Kentucky, Coll Med, Radiol & Pediat, Lexington, KY USA
Univ Kentucky, Coll Med, Pediat Radiol, Lexington, KY USAEmory Univ, Sch Med, Atlanta, GA USA
Applegate, Kimberly E.
;
Sadigh, Gelareh
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Sch Med, Dept Radiol & Imaging Sci, 1405 Clifton Rd NE, Atlanta, GA 30322 USAEmory Univ, Sch Med, Atlanta, GA USA
Sadigh, Gelareh
;
Bettermann, Erika Lynn
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Dept Pediat, Atlanta, GA 30322 USAEmory Univ, Sch Med, Atlanta, GA USA
Bettermann, Erika Lynn
;
Balthazar, Patricia
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Boston, MA 02115 USA
Emory Univ, Atlanta, GA 30322 USAEmory Univ, Sch Med, Atlanta, GA USA
Balthazar, Patricia
;
Krupinski, Elizabeth A.
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Med Imaging, Atlanta, GA 30322 USA
Emory Univ, Res, Atlanta, GA 30322 USAEmory Univ, Sch Med, Atlanta, GA USA
Krupinski, Elizabeth A.
;
论文数: 引用数:
h-index:
机构:
Duszak, Richard
;
Heilbrun, Marta E.
论文数: 0引用数: 0
h-index: 0
机构:
Emory Dept Radiol & Imaging Sci, Qual Sect, Atlanta, GA USA
Emory Univ, Sch Med, Emory Dept Radiol & Imaging Sci, Div Abdominal Imaging, Atlanta, GA USAEmory Univ, Sch Med, Atlanta, GA USA
机构:
Boston Univ, Med Ctr, Boston, MA USA
Emory Univ, Sch Med, Dept Radiol & Imaging Sci, 1405 Clifton Rd NE, Atlanta, GA 30322 USABoston Univ, Med Ctr, Boston, MA USA
Kadom, Nadja
;
Doherty, Gemma
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Med Ctr, Boston, MA USABoston Univ, Med Ctr, Boston, MA USA
Doherty, Gemma
;
论文数: 引用数:
h-index:
机构:
Solomon, Alexandra
;
Close, Madison
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Boston, MA 02118 USABoston Univ, Med Ctr, Boston, MA USA
Close, Madison
;
Friedman, Scott
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Med Ctr, Boston, MA USABoston Univ, Med Ctr, Boston, MA USA
Friedman, Scott
;
Gregson, Deborah
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Med Ctr, Boston, MA USABoston Univ, Med Ctr, Boston, MA USA
Gregson, Deborah
;
Rostad, Bradley S.
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Sch Med, Dept Radiol & Imaging Sci, 1405 Clifton Rd NE, Atlanta, GA 30322 USABoston Univ, Med Ctr, Boston, MA USA
Rostad, Bradley S.
;
Moses, James M.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Med Ctr, Boston, MA USABoston Univ, Med Ctr, Boston, MA USA
Moses, James M.
;
Norbash, Alexander
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Radiol, La Jolla, CA 92093 USABoston Univ, Med Ctr, Boston, MA USA
机构:
Univ Colorado, Dept Radiol, Aurora, CO USA
Dept Radiol, Anschutz Outpatient Pavil,1635 Aurora Court, Aurora, CO 80045 USAUniv Colorado, Dept Radiol, Aurora, CO USA
Kemp, Jennifer
;
Short, Ryan
论文数: 0引用数: 0
h-index: 0
机构:
Mallinckrodt Inst Radiol, St Louis, MO USAUniv Colorado, Dept Radiol, Aurora, CO USA
Short, Ryan
;
Bryant, Sean
论文数: 0引用数: 0
h-index: 0
机构:
Diversified Radiol Colorado, Lakewood, CO USAUniv Colorado, Dept Radiol, Aurora, CO USA
Bryant, Sean
;
Sample, Linda
论文数: 0引用数: 0
h-index: 0
机构:
Empowered Healthcare LLC, Greenwood Village, CO USAUniv Colorado, Dept Radiol, Aurora, CO USA
Sample, Linda
;
Befera, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ Hosp, Dept Radiol, Durham, NC USAUniv Colorado, Dept Radiol, Aurora, CO USA
机构:
Univ Alabama Birmingham, Dept Radiol, Div Vasc & Intervent Radiol, 619 19th St S, Birmingham, AL 35249 USAUniv Alabama Birmingham, Dept Radiol, Div Vasc & Intervent Radiol, 619 19th St S, Birmingham, AL 35249 USA
Gunn, Andrew J.
;
Gilcrease-Garcia, Brian
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Mallinckrodt Inst Radiol, St Louis, MO USAUniv Alabama Birmingham, Dept Radiol, Div Vasc & Intervent Radiol, 619 19th St S, Birmingham, AL 35249 USA
Gilcrease-Garcia, Brian
;
Mangano, Mark D.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Dept Radiol, Boston, MA USAUniv Alabama Birmingham, Dept Radiol, Div Vasc & Intervent Radiol, 619 19th St S, Birmingham, AL 35249 USA
Mangano, Mark D.
;
Sahani, Dushyant V.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Div Abdominal Imaging & Intervent, Dept Radiol, Boston, MA USAUniv Alabama Birmingham, Dept Radiol, Div Vasc & Intervent Radiol, 619 19th St S, Birmingham, AL 35249 USA
Sahani, Dushyant V.
;
Boland, Giles W.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Brigham & Womens Hosp, Dept Radiol, Boston, MA USAUniv Alabama Birmingham, Dept Radiol, Div Vasc & Intervent Radiol, 619 19th St S, Birmingham, AL 35249 USA
Boland, Giles W.
;
Choy, Garry
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Div Emergency Radiol & Teleradiol, Dept Radiol, Boston, MA USAUniv Alabama Birmingham, Dept Radiol, Div Vasc & Intervent Radiol, 619 19th St S, Birmingham, AL 35249 USA
机构:
Emory Univ, Sch Med, Atlanta, GA USA
Childrens Healthcare Atlanta Egleston, Dept Radiol, Pediat Neuroradiol, Atlanta, GA USA
Childrens Healthcare Atlanta Egleston, Dept Radiol, Qual, Atlanta, GA USAEmory Univ, Sch Med, Atlanta, GA USA
Kadom, Nadja
;
Tamasi, Susan
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Coll Arts & Sci, Program Linguist, Atlanta, GA 30322 USA
Emory Univ, Coll Arts & Sci, Pedag, Program Linguist, Atlanta, GA 30322 USA
Emory Univ, Coll Arts & Sci, Ctr Study Human Hlth, Atlanta, GA 30322 USA
Emory Univ, Dept Anthropol, Coll Arts & Sci, Atlanta, GA 30322 USAEmory Univ, Sch Med, Atlanta, GA USA
Tamasi, Susan
;
Vey, Brianna L.
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Sch Med, Dept Radiol & Imaging Sci, 1405 Clifton Rd NE, Atlanta, GA 30322 USAEmory Univ, Sch Med, Atlanta, GA USA
Vey, Brianna L.
;
论文数: 引用数:
h-index:
机构:
Safdar, Nabile
;
Applegate, Kimberly E.
论文数: 0引用数: 0
h-index: 0
机构:
Childrens Healthcare Atlanta Egleston, Dept Radiol, Atlanta, GA USA
Univ Kentucky, Coll Med, Radiol & Pediat, Lexington, KY USA
Univ Kentucky, Coll Med, Pediat Radiol, Lexington, KY USAEmory Univ, Sch Med, Atlanta, GA USA
Applegate, Kimberly E.
;
Sadigh, Gelareh
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Sch Med, Dept Radiol & Imaging Sci, 1405 Clifton Rd NE, Atlanta, GA 30322 USAEmory Univ, Sch Med, Atlanta, GA USA
Sadigh, Gelareh
;
Bettermann, Erika Lynn
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Dept Pediat, Atlanta, GA 30322 USAEmory Univ, Sch Med, Atlanta, GA USA
Bettermann, Erika Lynn
;
Balthazar, Patricia
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Massachusetts Gen Hosp, Boston, MA 02115 USA
Emory Univ, Atlanta, GA 30322 USAEmory Univ, Sch Med, Atlanta, GA USA
Balthazar, Patricia
;
Krupinski, Elizabeth A.
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Med Imaging, Atlanta, GA 30322 USA
Emory Univ, Res, Atlanta, GA 30322 USAEmory Univ, Sch Med, Atlanta, GA USA
Krupinski, Elizabeth A.
;
论文数: 引用数:
h-index:
机构:
Duszak, Richard
;
Heilbrun, Marta E.
论文数: 0引用数: 0
h-index: 0
机构:
Emory Dept Radiol & Imaging Sci, Qual Sect, Atlanta, GA USA
Emory Univ, Sch Med, Emory Dept Radiol & Imaging Sci, Div Abdominal Imaging, Atlanta, GA USAEmory Univ, Sch Med, Atlanta, GA USA
机构:
Boston Univ, Med Ctr, Boston, MA USA
Emory Univ, Sch Med, Dept Radiol & Imaging Sci, 1405 Clifton Rd NE, Atlanta, GA 30322 USABoston Univ, Med Ctr, Boston, MA USA
Kadom, Nadja
;
Doherty, Gemma
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Med Ctr, Boston, MA USABoston Univ, Med Ctr, Boston, MA USA
Doherty, Gemma
;
论文数: 引用数:
h-index:
机构:
Solomon, Alexandra
;
Close, Madison
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Med, Boston, MA 02118 USABoston Univ, Med Ctr, Boston, MA USA
Close, Madison
;
Friedman, Scott
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Med Ctr, Boston, MA USABoston Univ, Med Ctr, Boston, MA USA
Friedman, Scott
;
Gregson, Deborah
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Med Ctr, Boston, MA USABoston Univ, Med Ctr, Boston, MA USA
Gregson, Deborah
;
Rostad, Bradley S.
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Sch Med, Dept Radiol & Imaging Sci, 1405 Clifton Rd NE, Atlanta, GA 30322 USABoston Univ, Med Ctr, Boston, MA USA
Rostad, Bradley S.
;
Moses, James M.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Med Ctr, Boston, MA USABoston Univ, Med Ctr, Boston, MA USA
Moses, James M.
;
Norbash, Alexander
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Radiol, La Jolla, CA 92093 USABoston Univ, Med Ctr, Boston, MA USA
机构:
Univ Colorado, Dept Radiol, Aurora, CO USA
Dept Radiol, Anschutz Outpatient Pavil,1635 Aurora Court, Aurora, CO 80045 USAUniv Colorado, Dept Radiol, Aurora, CO USA
Kemp, Jennifer
;
Short, Ryan
论文数: 0引用数: 0
h-index: 0
机构:
Mallinckrodt Inst Radiol, St Louis, MO USAUniv Colorado, Dept Radiol, Aurora, CO USA
Short, Ryan
;
Bryant, Sean
论文数: 0引用数: 0
h-index: 0
机构:
Diversified Radiol Colorado, Lakewood, CO USAUniv Colorado, Dept Radiol, Aurora, CO USA
Bryant, Sean
;
Sample, Linda
论文数: 0引用数: 0
h-index: 0
机构:
Empowered Healthcare LLC, Greenwood Village, CO USAUniv Colorado, Dept Radiol, Aurora, CO USA
Sample, Linda
;
Befera, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ Hosp, Dept Radiol, Durham, NC USAUniv Colorado, Dept Radiol, Aurora, CO USA