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From predictions to prescriptions: A data-driven response to COVID-19 by Bertsimas, Dimitris; Boussioux, Léonard; Wright, Ryan Cory; Delarue, Arthur; Digalakis, Vassilis; Jacquillat, Alexandre; Kitane, Driss Lahlou; Lukin, Galit; Li, Michael Lingzhi; Mingardi, Luca; Nohadani, Omid; Orfanoudaki, Agni; Papalexopoulos, Theodore; Paskov, Ivan; Pauphilet, Jean; Lami, Omar Skali; Stellato, Bartolomeo; Bouardi, Hamza Tazi; Carballo, Kimberly Villalobos; Wiberg, Holly; Zeng, Cynthia is a scholarly article available to read on EtoBox.

What is From predictions to prescriptions: A data-driven response to COVID-19 about?

The COVID-19 pandemic has created unprecedented challenges worldwide. Strained healthcare providers make difficult decisions on patient triage, treatment and care management on a daily basis. Policy makers have imposed social distancing measures to slow the disease, at a steep economic price. We design analytical tools to support these decisions and combat the pandemic. Specifically, we propose a comprehensive data-driven approach to understand the clinical characteristics of COVID-19, predict its mortality, forecast its evolution, and ultimately alleviate its impact. By leveraging cohort-level clinical data, patient-level hospital data, and census-level epidemiological data, we develop an integrated four-step approach, combining descriptive, predictive and prescriptive analytics. First, we aggregate hundreds of clinical studies into the most comprehensive database on COVID-19 to paint a new macroscopic picture of the disease. Second, we build personalized calculators to predict the risk of infection and mortality as a function of demographics, symptoms, comorbidities, and lab values. Third, we develop a novel epidemiological model to project the pandemic's spread and inform social

Author

Bertsimas, Dimitris; Boussioux, Léonard; Wright, Ryan Cory; Delarue, Arthur; Digalakis, Vassilis; Jacquillat, Alexandre; Kitane, Driss Lahlou; Lukin, Galit; Li, Michael Lingzhi; Mingardi, Luca; Nohadani, Omid; Orfanoudaki, Agni; Papalexopoulos, Theodore; Paskov, Ivan; Pauphilet, Jean; Lami, Omar Skali; Stellato, Bartolomeo; Bouardi, Hamza Tazi; Carballo, Kimberly Villalobos; Wiberg, Holly; Zeng, Cynthia

Published

2020

Language

EN