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Principal Investigator  
Principal Investigator's Name: Stiven Roytman
Institution: University of Michigan
Department: Radiology
Country:
Proposed Analysis: We were able to get a proof-of-concept variational auto-encoder neural network model working with our in-house PET dataset, to predict clinical outcomes from latent space variables, and then decode the relevant entries on the latent vector into an interpretable, synthetic PET image showing the features that the model used for prediction. We would like to replicate the model with a big publicly available dataset for the publication so that we may publish the model weights and have other researchers be able to use the pre-trained model to answer their own questions. We will also use our in-house dataset as a test sample for model generalizability.
Additional Investigators  
Investigator's Name: Prabesh Kanel
Proposed Analysis: Same as previously detailed - Dr.Kanel will be a senior author and supervisor on this work.
Investigator's Name: August VanHout
Proposed Analysis: Same as previously detailed - Dr.Kanel will be a senior author and supervisor on this work.