Leveraging Serosurveillance and Postmortem Surveillance to Quantify the Impact of COVID-19 in Africa.
Kogan NE, Gantt S, Swerdlow D, Viboud C, Semakula M, Lipsitch M, Santillana M.
Clin Infect Dis. 2022 Oct 05. PMID: 36196586
Adjunct Faculty
Mauricio Santillana
Other Positions
Assistant Professor of Pediatrics
Pediatrics-Boston Children's Hospital
Harvard Medical School
Overview
My current research utilizes mathematical concepts of machine learning for:
(a) the design and implementation of novel ways to track epidemic outbreaks around the Globe in real-time, using data from: Google searches, Twitter microblogs, Electronic Health Records, and news reports, and
(b) to improve patient outcomes and reduce hospital costs in Critical Care Medicine.
Bibliography
Prevalence and Correlates of Long COVID Symptoms Among US Adults.
Perlis RH, Santillana M, Ognyanova K, Safarpour A, Lunz Trujillo K, Simonson MD, Green J, Quintana A, Druckman J, Baum MA, Lazer D.
JAMA Netw Open. 2022 Oct 03. 5(10):e2238804. PMID: 36301542
Methods for early characterisation of the severity and dynamics of SARS-CoV-2 variants: a population-based time series analysis in South Africa.
Reichert E, Schaeffer B, Gantt S, Rumpler E, Govender N, Welch R, Shonhiwa AM, Iwu CD, Lamola TM, Moema-Matiea I, Muganhiri D, Hanage W, Santillana M, Jassat W, Cohen C, Swerdlow D.
Lancet Microbe. 2022 Oct. 3(10):e753-e761. PMID: 36057266
Prediction of impending central-line-associated bloodstream infections in hospitalized cardiac patients: development and testing of a machine-learning model.
Bonello K, Emani S, Sorensen A, Shaw L, Godsay M, Delgado M, Sperotto F, Santillana M, Kheir JN.
J Hosp Infect. 2022 Sep. 127:44-50. PMID: 35738317
Machine learning approaches to predicting no-shows in pediatric medical appointment.
Liu D, Shin WY, Sprecher E, Conroy K, Santiago O, Wachtel G, Santillana M.
NPJ Digit Med. 2022 Apr 20. 5(1):50. PMID: 35444260
Near real-time surveillance of the SARS-CoV-2 epidemic with incomplete data.
De Salazar PM, Lu F, Hay JA, Gómez-Barroso D, Fernández-Navarro P, Martínez EV, Astray-Mochales J, Amillategui R, García-Fulgueiras A, Chirlaque MD, Sánchez-Migallón A, Larrauri A, Sierra MJ, Lipsitch M, Simón F, Santillana M, Hernán MA.
PLoS Comput Biol. 2022 03. 18(3):e1009964. PMID: 35358171
Prevalence of Firearm Ownership Among Individuals With Major Depressive Symptoms.
Perlis RH, Simonson MD, Green J, Lin J, Safarpour A, Lunz Trujillo K, Quintana A, Chwe H, Della Volpe J, Ognyanova K, Santillana M, Druckman J, Lazer D, Baum MA.
JAMA Netw Open. 2022 03 01. 5(3):e223245. PMID: 35311961
Predicting dengue incidence leveraging internet-based data sources. A case study in 20 cities in Brazil.
Koplewitz G, Lu F, Clemente L, Buckee C, Santillana M.
PLoS Negl Trop Dis. 2022 01. 16(1):e0010071. PMID: 35073316
Association of Major Depressive Symptoms With Endorsement of COVID-19 Vaccine Misinformation Among US Adults.
Perlis RH, Ognyanova K, Santillana M, Lin J, Druckman J, Lazer D, Green J, Simonson M, Baum MA, Della Volpe J.
JAMA Netw Open. 2022 01 04. 5(1):e2145697. PMID: 35061036
A nowcasting framework for correcting for reporting delays in malaria surveillance.
Menkir TF, Cox H, Poirier C, Saul M, Jones-Weekes S, Clementson C, M de Salazar P, Santillana M, Buckee CO.
PLoS Comput Biol. 2021 11. 17(11):e1009570. PMID: 34784353