Clinerion, now part of Citeline, a Norstella company, accelerates clinical research and medical access to treatments for patients. We use proprietary, patented technologies for analysis of live electronic health record (EHR) data from our global network of partner hospitals to generate real-world data (RWD), which can be used for investigation into disease epidemiology, the patient journey and outcomes, and patient care metrics. Clinerion's Patient Network Explorer platform radically improves the efficiency and effectiveness of clinical trials by offering data-driven protocol optimization, site feasibility evaluation, and search and identification for patient recruitment – in real-time. Among other uses, we provide solutions for increasing diversity in clinical trials and identification of rare disease patients. Clinerion’s new Federated Machine Learning Platform enables the training and validation of machine learning (ML) algorithms on our global RWD network. Apart from the contributions to drug development this platform targets to develop preventive care for patients before they reach a critical stage. Clinerion operates on the principle of “privacy by design” and complies fully with international patient privacy and data security regulations. Clinerion is headquartered in Switzerland. Clinerion website: www.clinerion.com Clinerion’s Patient Network Explorer: www.clinerion.com/index/OverviewOurSolutions/ClinerionPatientNetworkExplorer