Radiomics is a field of medical study that involves extracting large amounts of quantitative features from medical images using data-characterization algorithms, which can then be used for decision support in oncology and other medical fields. By converting images into high-dimensional data, radiomics aims to uncover disease characteristics that are not visible to the naked eye, potentially leading to more precise diagnoses and personalized treatment plans.