This study involves taking a study drug called selpercatinib. The overall goal of this study is to find out how effective the study drug is in combination with radioactive iodine (I-131) in treating people with thyroid cancer. The study drug will be given in combination with treatments you will receive as part of your regular cancer care (I-131 and thyrotropin alfa).