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 ( 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. Medical Education, Machine Learning, Postgraduate Training, Competency-based Medical Education, Medical Informatics © RSNA, 2023.
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http://dx.doi.org/10.1148/ryai.220170 | DOI Listing |
Radiol Case Rep
March 2025
Resident at Radiology Department, French Medical Institute for Mothers and Children (FMIC), Kabul, Afghanistan.
Iatrogenic intracranial hypotension is a known complication of spinal anesthesia that can lead to more severe conditions, such as dural or cerebral venous sinus thrombosis (CVST). This report presents a case of intracranial hypotension in a young woman after lumbar anesthesia for a cesarean section that was complicated by CVST and subsequently by lobar hemorrhage, clinically presenting with severe headache and seizures. The diagnosis was made via cerebral magnetic resonance (MR) imaging, and the patient was treated medically.
View Article and Find Full Text PDFDisaster Med Public Health Prep
January 2025
Department of Radiology, Hotel-Dieu de France Hospital, Alfred Naccache Boulevard, Beirut, Lebanon.
Objectives: The catastrophic Beirut blast on August 4, 2020 at 6:07 pm resulted in extensive damage. Our study aims to categorize the injuries of patients who were transferred to the radiology department in the first 12 hours following the blast and to evaluate the disaster preparedness of the radiology department at Hôtel-Dieu de France Hospital in order to implement corrective action process.
Methods: A total of 97 patients underwent imaging examinations, comprising 77 CT scans and 20 radiographs, which were retrospectively reviewed by 4 senior radiology residents.
BMC Med Educ
January 2025
Department of Internal Medicine I, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany.
Introduction: Ultrasound is important in heart diagnostics, yet implementing effective cardiac ultrasound requires training. While current strategies incorporate digital learning and ultrasound simulators, the effectiveness of these simulators for learning remains uncertain. This study evaluates the effectiveness of simulator-based versus human-based training in Focused Assessed with Transthoracic Echocardiography (FATE).
View Article and Find Full Text PDFJ Med Case Rep
January 2025
Department of Pathology and Laboratories, University Hospital Fundación Santa Fe de Bogotá, Bogotá, DC, Colombia.
Background: Adenoid cystic carcinoma of the breast is a rare subtype, constituting less than 3.5% of primary breast carcinomas. Despite being categorized as a type of triple-negative breast cancer, it generally has a favorable prognosis.
View Article and Find Full Text PDFDan Med J
November 2024
NCRR - National Centre for Register-based Research, School of Business and Social Sciences, Aarhus University.
Introduction: While diagnosis rates of autism spectrum disorders (ASD) and attention deficit hyperactivity disorder (ADHD) vary within countries at a large-scale municipal level, small neighbourhood geographic variation remains understudied. In this nationwide study, we describe the rates of ASD and ADHD diagnoses in children and adults by geographical data zones of approximately 2,500 residents across Denmark.
Methods: We included a population of children born from 1993 through 2020 and an adult population born from 1977 through 2003.
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