In this paper, we investigate the classification of cardiomegaly using multimodal data, combining imaging data from chest radiography with routinely collected Intensive Care Unit (ICU) comprising vital sign values, laboratory measurements, and admission metadata. practice a clinician would assess for presence synthesis multiple sources however, prior machine learning approaches to task have foc...