Fast ai lesson transcript11/9/2023 ![]() 1 – 6 Currently, reverse transcription polymerase chain reaction (RT-PCR) is the reference standard for COVID-19 patient diagnosis. It was first identified in late 2019 in Wuhan, China, and later declared as a pandemic by the World Health Organization (WHO), with its full impact yet to be understood, from preparedness and testing, to diagnosis and vaccination. The coronavirus disease 2019 (COVID-19) is an ongoing pandemic caused by severe acute respiratory syndrome coronavirus 2. These lessons learned in the transitioning to AI in the medical imaging of COVID-19 can inform and enhance future AI applications, making the whole of the transitions more than the sum of each discipline, for confronting an emergency like the COVID-19 pandemic or solving emerging problems in biomedicine. The lessons learned from these career transitions and the diffusion of knowledge among them could be accomplished more effectively by recognizing their associated intricacies. As part of Medical Imaging Data and Resource Center initiative, we discuss the lessons learned from career transitions across the three involved disciplines (radiology, medical imaging physics, and computer science) and draw recommendations based on these experiences by analyzing the challenges associated with each of the three associated transition types: (1) AI of non-imaging data to AI of medical imaging data, (2) medical imaging clinician to AI of medical imaging, and (3) AI of medical imaging to AI of COVID-19 imaging. However, such a convergence over a very brief period of time has had unintended consequences and created its own challenges. This has led to the convergence of experts from multiple disciplines to solve this global pandemic including clinicians, medical physicists, imaging scientists, computer scientists, and informatics experts to bring to bear the best of these fields for solving the challenges of the COVID-19 pandemic. It also created a need for the urgent development of efficacious predictive diagnostics, specifically, artificial intelligence (AI) methods applied to medical imaging. The coronavirus disease 2019 (COVID-19) pandemic has wreaked havoc across the world. ![]()
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