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:
Univ Roma La Sapienza, Dipartimento Sci Med Chirurg & Med Traslaz, Rome, ItalyEmory Univ Hosp, Emory Healthcare Inc, Dept Radiol & Imaging Sci, Div Cardiothorac Imaging, 1365 Clifton Rd NE,Suite AT503, Atlanta, GA 30322 USA
Caruso, Damiano
Lee, Scott J.
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ Hosp, Emory Healthcare Inc, Dept Radiol & Imaging Sci, Div Cardiothorac Imaging, 1365 Clifton Rd NE,Suite AT503, Atlanta, GA 30322 USAEmory Univ Hosp, Emory Healthcare Inc, Dept Radiol & Imaging Sci, Div Cardiothorac Imaging, 1365 Clifton Rd NE,Suite AT503, Atlanta, GA 30322 USA
Lee, Scott J.
Laghi, Andrea
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h-index: 0
机构:
Univ Roma La Sapienza, Dipartimento Sci Med Chirurg & Med Traslaz, Rome, ItalyEmory Univ Hosp, Emory Healthcare Inc, Dept Radiol & Imaging Sci, Div Cardiothorac Imaging, 1365 Clifton Rd NE,Suite AT503, Atlanta, GA 30322 USA
Laghi, Andrea
De Cecco, Carlo N.
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ Hosp, Emory Healthcare Inc, Dept Radiol & Imaging Sci, Div Cardiothorac Imaging, 1365 Clifton Rd NE,Suite AT503, Atlanta, GA 30322 USAEmory Univ Hosp, Emory Healthcare Inc, Dept Radiol & Imaging Sci, Div Cardiothorac Imaging, 1365 Clifton Rd NE,Suite AT503, Atlanta, GA 30322 USA
机构:
Univ Texas Southwestern Med Ctr, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USAUniv Texas Southwestern Med Ctr, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
Tejani, Ali S.
Elhalawani, Hesham
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Dept Radiat Oncol, Boston, MA USAUniv Texas Southwestern Med Ctr, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
Elhalawani, Hesham
Moy, Linda
论文数: 0引用数: 0
h-index: 0
机构:
New York Univ Grossman Sch Med, Dept Radiol, New York, NY USAUniv Texas Southwestern Med Ctr, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
Moy, Linda
Kohli, Marc
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Radiol, San Francisco, CA USAUniv Texas Southwestern Med Ctr, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
Kohli, Marc
Kahn, Charles E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Radiol, Philadelphia, PA USAUniv Texas Southwestern Med Ctr, Dept Radiol, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
机构:
East River Med Imaging, New York, NY 10022 USA
Cornell Med New York Hosp, Dept Radiol, New York, NY 10065 USAEast River Med Imaging, New York, NY 10022 USA
Deyer, Timothy
Doshi, Amish
论文数: 0引用数: 0
h-index: 0
机构:
Icahn Sch Med Mt Sinai, Dept Radiol, New York, NY 10029 USAEast River Med Imaging, New York, NY 10022 USA
机构:
Ankara Univ, Fac Dent, Dept Dentomaxillofacial Radiol, TR-06500 Ankara, TurkeyAnkara Univ, Fac Dent, Dept Dentomaxillofacial Radiol, TR-06500 Ankara, Turkey
机构:
Ronald Reagan UCLA Med Ctr, Dept Intervent Radiol, 100 UCLA Med Plaza,Suite 100, Los Angeles, CA 90095 USARonald Reagan UCLA Med Ctr, Dept Intervent Radiol, 100 UCLA Med Plaza,Suite 100, Los Angeles, CA 90095 USA
Kallini, Joseph R.
Moriarty, John M.
论文数: 0引用数: 0
h-index: 0
机构:
Ronald Reagan UCLA Med Ctr, Dept Intervent Radiol, 100 UCLA Med Plaza,Suite 100, Los Angeles, CA 90095 USARonald Reagan UCLA Med Ctr, Dept Intervent Radiol, 100 UCLA Med Plaza,Suite 100, Los Angeles, CA 90095 USA
机构:
St Pauls Hosp, Sch Med, Dept Radiol & Med Radiol Technol, Millennium Med Coll, Addis Ababa, EthiopiaSt Pauls Hosp, Sch Med, Dept Radiol & Med Radiol Technol, Millennium Med Coll, Addis Ababa, Ethiopia
Mekonen, Kumlachew Abate
Mohammed, Shimels Hussien
论文数: 0引用数: 0
h-index: 0
机构:
St Pauls Hosp, Millennium Med Coll, Sch Publ Hlth, Dept Publ Hlth, Addis Ababa, EthiopiaSt Pauls Hosp, Sch Med, Dept Radiol & Med Radiol Technol, Millennium Med Coll, Addis Ababa, Ethiopia
Mohammed, Shimels Hussien
Kebede, Tesfaye
论文数: 0引用数: 0
h-index: 0
机构:
Addis Ababa Univ, Sch Med, Dept Radiol, Addis Ababa, EthiopiaSt Pauls Hosp, Sch Med, Dept Radiol & Med Radiol Technol, Millennium Med Coll, Addis Ababa, Ethiopia
Kebede, Tesfaye
Bedane, Alemayehu
论文数: 0引用数: 0
h-index: 0
机构:
St Pauls Hosp, Sch Med, Dept Radiol & Med Radiol Technol, Millennium Med Coll, Addis Ababa, EthiopiaSt Pauls Hosp, Sch Med, Dept Radiol & Med Radiol Technol, Millennium Med Coll, Addis Ababa, Ethiopia
Bedane, Alemayehu
Buser, Ashenafi Aberra
论文数: 0引用数: 0
h-index: 0
机构:
St Pauls Hosp, Sch Med, Dept Radiol & Med Radiol Technol, Millennium Med Coll, Addis Ababa, EthiopiaSt Pauls Hosp, Sch Med, Dept Radiol & Med Radiol Technol, Millennium Med Coll, Addis Ababa, Ethiopia
机构:
Univ Utah Hlth, Dept Radiol & Imaging Sci, Salt Lake City, UT USAUniv Utah Hlth, Dept Radiol & Imaging Sci, Salt Lake City, UT USA
Auffermann, William F.
Gozansky, Elliott K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Sch Med, Dept Radiol, Med Ctr, Pittsburgh, PA USAUniv Utah Hlth, Dept Radiol & Imaging Sci, Salt Lake City, UT USA
Gozansky, Elliott K.
Tridandapani, Srini
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alabama Birmingham, Dept Radiol, Sch Med, 619 19th St S,JT N455E, Birmingham, AL 35249 USAUniv Utah Hlth, Dept Radiol & Imaging Sci, Salt Lake City, UT USA