Despite recent advancements and uptake in the use of immune checkpoint inhibitors (ICIs) for patients with multiple cancer types and stages, ICIs can trigger immune syndromes called immune-related adverse events (irAEs). While these immune responses can affect any organ system, common irAEs include gastrointestinal, rheumatic, endocrine, and dermatologic. [1][2][3] In addition to adversely affecting patients' quality of life, irAEs may result in treatment interruptions or necessitate prolonged courses of high doses of systemic corticosteroids or other immune suppression therapy, which may have long-lasting effects. Some irAEs can cause chronic effects, such as pulmonary toxicities, with patients requiring life-long oxygen, and some irAEs can be fatal. 4,5 Research on potential risk factors of irAEs and strategies to mitigate or minimize their risk have been hampered by a lack of valid methods to accurately detect and characterize irAEs from medical records in real-world settings despite the significant risk they pose to patients. In addition, this detection gap prevents researchers from leveraging large data sets, which have been instrumental in leading to breakthroughs in other research fields, such as genomics. 6 ACCOMPANYING CONTENT Article, p. 4134