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
Adjunct Faculty
Mauricio Santillana
Other Positions
Associate in Computational Science (IACS)
School of Engineering & Applied Sci -Other Acad
Harvard Faculty of Arts and Sciences
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
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
Association Between Social Media Use and Self-reported Symptoms of Depression in US Adults.
Perlis RH, Green J, Simonson M, Ognyanova K, Santillana M, Lin J, Quintana A, Chwe H, Druckman J, Lazer D, Baum MA, Della Volpe J.
JAMA Netw Open. 2021 11 01. 4(11):e2136113. PMID: 34812844
SARS-CoV-2 RNA concentrations in wastewater foreshadow dynamics and clinical presentation of new COVID-19 cases.
Wu F, Xiao A, Zhang J, Moniz K, Endo N, Armas F, Bonneau R, Brown MA, Bushman M, Chai PR, Duvallet C, Erickson TB, Foppe K, Ghaeli N, Gu X, Hanage WP, Huang KH, Lee WL, Matus M, McElroy KA, Nagler J, Rhode SF, Santillana M, Tucker JA, Wuertz S, Zhao S, Thompson J, Alm EJ.
Sci Total Environ. 2022 Jan 20. 805:150121. PMID: 34534872
Gender-specificity of resilience in major depressive disorder.
Perlis RH, Ognyanova K, Quintana A, Green J, Santillana M, Lin J, Druckman J, Lazer D, Simonson MD, Baum MA, Chwe H.
Depress Anxiety. 2021 10. 38(10):1026-1033. PMID: 34370885
High coverage COVID-19 mRNA vaccination rapidly controls SARS-CoV-2 transmission in long-term care facilities.
De Salazar PM, Link NB, Lamarca K, Santillana M.
Commun Med (Lond). 2021. 1:16. PMID: 35602197