2022 AAPM 64th Annual Meeting
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Session Title: SIIM-AAPM Joint Symposium: Machine Intelligence in Medical Imaging
Question 1: Requesting a transfer of images from a source to target system is defined in which DICOM object.
Reference:Reference: Understanding and Using DICOM, the Data Interchange Standard for Biomedical Imaging W. Dean Bidgood, Jr, MD, MS, Steven C. Horii, MD, Fred W. Prior, PhD, Donald E. Van Syckle Journal of the American Medical Informatics Association, Volume 4, Issue 3, May 1997, Pages 199–212, https://doi.org/10.1136/jamia.1997.0040199
Choice A:DICOM C-GET
Choice B:DICOM C-MOVE
Choice C:DICOM C-STORE
Choice D:DICOM C-FIND
Question 2: Jupyter notebooks allow for reproducible research by storing in a JSON format the following types of objects.
Reference:Reference: Ten simple rules for writing and sharing computational analyses in Jupyter Notebooks Adam Rule,Amanda Birmingham,Cristal Zuniga,Ilkay Altintas,Shih-Cheng Huang,Rob Knight,Niema Moshiri,Mai H. Nguyen,Sara Brin Rosenthal,Fernando Pérez,Peter W. Rose https://doi.org/10.1371/journal.pcbi.1007007
Choice A:Computational code
Choice B:HTML markup code
Choice C:Output results from computational code
Choice D:All of the above
Question 3: De-identifying medical images requires
Reference:Free DICOM de-identification tools in clinical research: functioning and safety of patient privacy K. Y. E. Aryanto, M. Oudkerk & P. M. A. van Ooijen European Radiology volume 25, pages3685–3695 (2015)
Choice A:DICOM data elements that contain patient identifiable information
Choice B:Removing any patient identifiable information ‘burned’ into pixel data
Choice C:Removing any facially identifiable features in MR and CT head volumetric datasets.
Choice D:All of the above
Question 4: Grand challenges provide value to the medical imaging research community by:
Reference:Reference: Armato SG III, Drukker K, Li F, Hadjiiski L, Tourassi GD, Engelmann RM, Giger ML, Redmond G, Farahani K, Kirby JS, Clarke LP: The LUNGx Challenge for computerized lung nodule classification. Journal of Medical Imaging 3: 044506-1–044506-9, 2016.
Choice A:Making available a common set of images to all participating groups
Choice B:Advertising a specific clinical need
Choice C:Increasing the intellectual property value of participants’ methods
Choice D:Connecting academic groups with industry partners
Question 5: The generalizability of artificial intelligence (AI) techniques can be limited by:
Reference:Reference: Roberts M, Driggs D, Thorpe M, et al. Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans. Nat Mach Intell 3, 199–217 (2021). https://doi.org/10.1038/s42256-021-00307-0
Choice A:Lack of compute power
Choice B:The expected clinical workload
Choice C:Biases in the data used to train the AI system
Choice D:AI techniques do not suffer from lack of generalizability
Question 6: What is an advantage of the deep learning based methods for image quality enhancement?
Reference:1. Sahiner, Berkman, et al. "Deep learning in medical imaging and radiation therapy." Medical physics 46.1 (2019): e1-e36. 2. Jiang, Zhuoran, Yingxuan Chen, Yawei Zhang, Yun Ge, Fang-Fang Yin, and Lei Ren. "Augmentation of CBCT reconstructed from under-sampled projections using deep learning." IEEE transactions on medical imaging 38, no. 11 (2019): 2705-2715.
Choice A:Recovers anatomical structures that are completely lost in the input low quality images.
Choice B:Eliminates the need for high quality ground-truth images in the training data.
Choice C:Has very short prediction time, making it applicable for clinical usage.
Choice D:Has very short training time (around seconds), making it fast to be retrained for different patient cohorts.
Question 7: Which of the following is true regarding deep learning based deformable image registration?
Reference:Reference: Jiang, Zhuoran, Fang-Fang Yin, Yun Ge, and Lei Ren. "A multi-scale framework with unsupervised joint training of convolutional neural networks for pulmonary deformable image registration." Physics in Medicine & Biology 65, no. 1 (2020): 015011.
Choice A:Slow speed
Choice B:Require manual tuning for each dataset
Choice C:The results are user dependent
Choice D:Its registration accuracy is not affected by the image quality
Choice E:Ground truth deformation field may not be needed for model training
Question 8: 1. The 3 overarching aims of implementation sciences are:
Reference:Reference: Owen N, Goode A, Sugiyama T, Koohsari MJ, Healy G, Fjeldsoe B, Eakin E. Designing for dissemination in chronic disease prevention and management. In: Dissemination and implementation research in health. Brownson RC, Colditz GA, Proctor EK (Eds). Oxford University Press, New York, NY. 2018; pp 107-120.
Choice A:Involve only the engineers building the system
Choice B:Involve relevant stakeholders as early in the process as possible
Choice C:Involve only those who will be responsible for purchasing the technology
Choice D:Involve social media and other marketing avenues
Question 9: EPIS framework involves:
Reference:Reference: Moullin JC, Dickson KS, Stadnick NA, Becan JE, Wiley T, Phillips J, Match M, Aarons GA. Exploration, Preparation, Implementation, Sustainment (EPIC) framework. In: Handbook on Implementation Science. Nilsen P, Birken SA (Eds). Edward Elgar Publishing, Inc. Northhampton, MA. 2020; pp 32-61.
Choice A:Engagement, Preparation, Implementation, Sustainment
Choice B:Exploration, Preparation, Investigation, Sustainment
Choice C:Exploration, Participation, Implementation, Sustainment
Choice D:Exploration, Preparation, Implementation, Sustainment
Question 10: To effectively disseminate new technologies and encourage effective use, you should:
Reference:Reference: Owen N, Goode A, Sugiyama T, Koohsari MJ, Healy G, Fjeldsoe B, Eakin E. Designing for dissemination in chronic disease prevention and management. In: Dissemination and implementation research in health. Brownson RC, Colditz GA, Proctor EK (Eds). Oxford University Press, New York, NY. 2018; pp 107-120.
Choice A:Involve only the engineers building the system
Choice B:Involve relevant stakeholders as early in the process as possible
Choice C:Involve only those who will be responsible for purchasing the technology
Choice D:Involve social media and other marketing avenues
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