Medical Education;
Machine Learning;
Postgraduate Training;
Competency-based Medical Education;
Medical Informatics;
D O I:
10.1148/ryai.220170
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Purpose: To develop, implement, and evaluate feedback for an artificial intelligence (AI) workshop for radiology residents that has been designed as a condensed introduction of AI fundamentals suitable for integration into an existing residency curriculum. Materials and Methods: A 3-week AI workshop was designed by radiology faculty, residents, and AI engineers. The workshop was integrated into curricular academic half-days of a competency-based medical education radiology training program. The workshop consisted of live didactic lectures, literature case studies, and programming examples for consolidation. Learning objectives and content were developed for foundational literacy rather than technical proficiency. Identical prospective surveys were conducted before and after the workshop to gauge the participants' confidence in understanding AI concepts on a five-point Likert scale.Results were analyzed with descriptive statistics and Wilcoxon rank sum tests to evaluate differences. Results: Twelve residents participated in the workshop, with 11 completing the survey. An average score of 4.0 +/- 0.7 (SD), indicating agreement, was observed when asking residents if the workshop improved AI knowledge. Confidence in understanding AI concepts increased following the workshop for 16 of 18 (89%) comprehension questions (P value range: .001 to .04 for questions with increased confidence). Conclusion: An introductory AI workshop was developed and delivered to radiology residents. The workshop provided a condensed introduction to foundational AI concepts, developed positive perception, and improved confidence in AI topics.
机构:
Fujian Med Univ, Affiliated Hosp 2, Dept Ultrasound, Zhongshan North Rd 34, Quanzhou 362000, Peoples R ChinaFujian Med Univ, Affiliated Hosp 2, Dept Ultrasound, Zhongshan North Rd 34, Quanzhou 362000, Peoples R China
Chen, Yanqiu
Sun, Zhen
论文数: 0引用数: 0
h-index: 0
机构:
Quanzhou Med Coll, Dept Clin Med, Quanzhou, Peoples R ChinaFujian Med Univ, Affiliated Hosp 2, Dept Ultrasound, Zhongshan North Rd 34, Quanzhou 362000, Peoples R China
Sun, Zhen
Lin, Wenjie
论文数: 0引用数: 0
h-index: 0
机构:
Fujian Med Univ, Affiliated Hosp 2, Dept Ultrasound, Zhongshan North Rd 34, Quanzhou 362000, Peoples R ChinaFujian Med Univ, Affiliated Hosp 2, Dept Ultrasound, Zhongshan North Rd 34, Quanzhou 362000, Peoples R China
Lin, Wenjie
Xv, Ziwei
论文数: 0引用数: 0
h-index: 0
机构:
Fujian Med Univ, Affiliated Hosp 2, Dept Ultrasound, Zhongshan North Rd 34, Quanzhou 362000, Peoples R ChinaFujian Med Univ, Affiliated Hosp 2, Dept Ultrasound, Zhongshan North Rd 34, Quanzhou 362000, Peoples R China
Xv, Ziwei
Su, Qichen
论文数: 0引用数: 0
h-index: 0
机构:
Fujian Med Univ, Affiliated Hosp 2, Dept Ultrasound, Zhongshan North Rd 34, Quanzhou 362000, Peoples R ChinaFujian Med Univ, Affiliated Hosp 2, Dept Ultrasound, Zhongshan North Rd 34, Quanzhou 362000, Peoples R China
机构:
Virginia Tech Washington DC Area, Arlington Innovat Ctr Hlth Res, Arlington, VA 22203 USAVirginia Tech Washington DC Area, Arlington Innovat Ctr Hlth Res, Arlington, VA 22203 USA
Mun, Seong K.
Wong, Kenneth H.
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech Washington DC Area, Arlington Innovat Ctr Hlth Res, Arlington, VA 22203 USAVirginia Tech Washington DC Area, Arlington Innovat Ctr Hlth Res, Arlington, VA 22203 USA
Wong, Kenneth H.
Lo, Shih-Chung B.
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech Washington DC Area, Arlington Innovat Ctr Hlth Res, Arlington, VA 22203 USAVirginia Tech Washington DC Area, Arlington Innovat Ctr Hlth Res, Arlington, VA 22203 USA
Lo, Shih-Chung B.
Li, Yanni
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech Washington DC Area, Arlington Innovat Ctr Hlth Res, Arlington, VA 22203 USAVirginia Tech Washington DC Area, Arlington Innovat Ctr Hlth Res, Arlington, VA 22203 USA
Li, Yanni
Bayarsaikhan, Shijir
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech Washington DC Area, Arlington Innovat Ctr Hlth Res, Arlington, VA 22203 USAVirginia Tech Washington DC Area, Arlington Innovat Ctr Hlth Res, Arlington, VA 22203 USA
机构:
King Abdulaziz Univ, Fac Med, Dept Radiol, Jeddah, Saudi ArabiaKing Abdulaziz Univ, Fac Med, Dept Radiol, Jeddah, Saudi Arabia
Khafaji, Mawya A.
Safhi, Mohammed A.
论文数: 0引用数: 0
h-index: 0
机构:
Prince Sultan Mil Med City, Dept Radiodiagnost & Med Imaging, Riyadh, Saudi ArabiaKing Abdulaziz Univ, Fac Med, Dept Radiol, Jeddah, Saudi Arabia
Safhi, Mohammed A.
Albadawi, Roia H.
论文数: 0引用数: 0
h-index: 0
机构:
King Abdul Aziz Med City, Dept Radiodiagnost & Med Imaging, Jeddah, Saudi ArabiaKing Abdulaziz Univ, Fac Med, Dept Radiol, Jeddah, Saudi Arabia
Albadawi, Roia H.
Al-Amoudi, Salma O.
论文数: 0引用数: 0
h-index: 0
机构:
Prince Sultan Mil Med City, Dept Radiodiagnost & Med Imaging, Riyadh, Saudi ArabiaKing Abdulaziz Univ, Fac Med, Dept Radiol, Jeddah, Saudi Arabia
Al-Amoudi, Salma O.
Shehata, Salah S.
论文数: 0引用数: 0
h-index: 0
机构:
King Faisal Specialist Hosp & Res Ctr, Dept Radiodiagnost & Med Imaging, Jeddah, Saudi ArabiaKing Abdulaziz Univ, Fac Med, Dept Radiol, Jeddah, Saudi Arabia
Shehata, Salah S.
Toonsi, Fadi
论文数: 0引用数: 0
h-index: 0
机构:
King Abdulaziz Univ, Fac Med, Dept Radiol, Jeddah, Saudi ArabiaKing Abdulaziz Univ, Fac Med, Dept Radiol, Jeddah, Saudi Arabia
机构:
Semmelweis Univ, Fac Med, Med Imaging Ctr, Dept Radiol, Budapest, Hungary
Semmelweis Univ, Fac Med, Med Imaging Ctr, Dept Radiol, Ullotit 78-A, H-1082 Budapest, HungarySemmelweis Univ, Fac Med, Med Imaging Ctr, Dept Radiol, Budapest, Hungary
Fazekas, Szuzina
Budai, Bettina Katalin
论文数: 0引用数: 0
h-index: 0
机构:
Semmelweis Univ, Fac Med, Med Imaging Ctr, Dept Radiol, Budapest, HungarySemmelweis Univ, Fac Med, Med Imaging Ctr, Dept Radiol, Budapest, Hungary
Budai, Bettina Katalin
Stollmayer, Robert
论文数: 0引用数: 0
h-index: 0
机构:
Semmelweis Univ, Fac Med, Med Imaging Ctr, Dept Radiol, Budapest, HungarySemmelweis Univ, Fac Med, Med Imaging Ctr, Dept Radiol, Budapest, Hungary
Stollmayer, Robert
Kaposi, Pal Novak
论文数: 0引用数: 0
h-index: 0
机构:
Semmelweis Univ, Fac Med, Med Imaging Ctr, Dept Radiol, Budapest, HungarySemmelweis Univ, Fac Med, Med Imaging Ctr, Dept Radiol, Budapest, Hungary
Kaposi, Pal Novak
Berczi, Viktor
论文数: 0引用数: 0
h-index: 0
机构:
Semmelweis Univ, Fac Med, Med Imaging Ctr, Dept Radiol, Budapest, HungarySemmelweis Univ, Fac Med, Med Imaging Ctr, Dept Radiol, Budapest, Hungary
机构:
Jinzhou Med Univ, Affiliated Hosp 1, Dept Radiol, Jinzhou, Peoples R ChinaJinzhou Med Univ, Affiliated Hosp 1, Dept Radiol, Jinzhou, Peoples R China
Lyu, Xiaohong
Dong, Liang
论文数: 0引用数: 0
h-index: 0
机构:
Liaoning Univ Technol, Sch Elect Engn, Jinzhou, Peoples R ChinaJinzhou Med Univ, Affiliated Hosp 1, Dept Radiol, Jinzhou, Peoples R China
Dong, Liang
Fan, Zhongkai
论文数: 0引用数: 0
h-index: 0
机构:
Jinzhou Med Univ, Affiliated Hosp 1, Off Educ Adm, Jinzhou, Peoples R ChinaJinzhou Med Univ, Affiliated Hosp 1, Dept Radiol, Jinzhou, Peoples R China
Fan, Zhongkai
Sun, Yu
论文数: 0引用数: 0
h-index: 0
机构:
Jinzhou Med Univ, Affiliated Hosp 1, Dept Radiol, Jinzhou, Peoples R ChinaJinzhou Med Univ, Affiliated Hosp 1, Dept Radiol, Jinzhou, Peoples R China
Sun, Yu
Zhang, Xianglin
论文数: 0引用数: 0
h-index: 0
机构:
Jinzhou Med Univ, Affiliated Hosp 1, Dept Radiol, Jinzhou, Peoples R ChinaJinzhou Med Univ, Affiliated Hosp 1, Dept Radiol, Jinzhou, Peoples R China
Zhang, Xianglin
Liu, Ning
论文数: 0引用数: 0
h-index: 0
机构:
Jinzhou Med Univ, Affiliated Hosp 1, Dept Radiol, Jinzhou, Peoples R ChinaJinzhou Med Univ, Affiliated Hosp 1, Dept Radiol, Jinzhou, Peoples R China
Liu, Ning
Wang, Dongdong
论文数: 0引用数: 0
h-index: 0
机构:
Jinzhou Med Univ, Affiliated Hosp 1, Dept Radiol, Jinzhou, Peoples R ChinaJinzhou Med Univ, Affiliated Hosp 1, Dept Radiol, Jinzhou, Peoples R China