Erina Ghosh is group leader for Acute Patient Management within the Connected Care & Personal Health research department at PRNA. Erina leads a team of healthcare data scientists developing predictive analytics based clinical decision support algorithms using machine learning techniques applied to large datasets. Erina is research product owner for Hemo Solutions developing comprehensive suite of solutions for predicting and managing hemodynamic deterioration in the ICU. Erina has over 9 years of experience in data science, machine learning and clinical validation of CDS tools. She has collaborated with hospitals and universities in North America and Europe to develop and validate applications for acute care such as acute kidney injury (AKI) decision support, early deterioration indicator (EDI) for the general ward.