Publications

 

2021

A dynamic, ensemble learning approach to forecast dengue fever epidemic years in Brazil using weather and population susceptibility cycles
Sarah F McGough, Leonardo Clemente, J Nathan Kutz, Mauricio Santillana
Journal of the Royal Society Interface. 2021; 18(179)20201006.

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Avoidable Serum Potassium Testing in the Cardiac ICU: Development and Testing of a Machine-Learning Model 
Bhaven B Patel, Francesca Sperotto, Mathieu Molina, Satoshi Kimura, Marlon I Delgado, Mauricio Santillana, John N Kheir
Pediatric Critical Care Medicine. 2021; 22(4)392-400.

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The Evolving Roles of US Political Partisanship and Social Vulnerability in the COVID-19 Pandemic from February 2020 - February 2021 
J Kaashoek, C Testa, J Chen, L Stolerman, N Krieger, WP Hanage, and Mauricio Santillana
Available at SSRN 3933453

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A nowcasting framework for correcting for reporting delays in malaria surveillance
Tigist F Menkir, Horace Cox, Canelle Poirier, Melanie Saul, Sharon Jones-Weekes, Collette Clementson, Pablo M. de Salazar, Mauricio Santillana, Caroline O Buckee. PLoS Computational Biology 17 (11), e10095702021

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Association between social media use and self-reported symptoms of depression in US adults
Roy H Perlis, Jon Green, Matthew Simonson, Katherine Ognyanova, Mauricio Santillana, Jennifer Lin, Alexi Quintana, Hanyu Chwe, James Druckman, David Lazer, Matthew A Baum, John Della VolpeJAMA network open 4 (11), e2136113-e213611312021

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Gender‐specificity of resilience in major depressive disorder
Roy H Perlis, Katherine Ognyanova, Alexi Quintana, Jon Green, Mauricio Santillana, Jennifer Lin, James Druckman, David Lazer, Matthew D Simonson, Matthew A Baum, Hanyu Chwe. Depression and anxiety 38 (10), 1026-103322021

High-resolution Spatio-temporal Model for County-level COVID-19 Activity in the US
S Zhu, A Bukharin, L Xie, M Santillana, S Yang, Y Xie
ACM Transactions on Management Information Systems (TMIS) 12 (4), 1-20162021

The role of race, religion, and partisanship in misinformation about COVID-19
Druckman J, Ognyanova K, Baum M, Lazer D, Perlis R, Volpe JD, Santillana M, Chwe H, Quintana A, Simonson M. 
Group Processes & Intergroup Relations. 2021;24 (4) :638–657.

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Factors associated with self-reported symptoms of depression among adults with and without a previous COVID-19 diagnosis
Perlis R, Santillana M, Ognyanova K, Green J, Druckman J, Lazer D, Baum M.
 JAMA Network Open. 2021;4 (6).

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Using heterogeneous data to identify signatures of dengue outbreaks at fine spatio-temporal scales across Brazil
Castro LA, Generous N, Luo W, y Piontti AP, Martinez K, Gomes MFC, Osthus D, Fairchild G, Ziemann A, Vespignani A, et al.
PLoS Neglected Tropical Diseases. 2021.

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Influenza forecasting for French regions combining EHR, web and climatic data sources with a machine learning ensemble approach
Canelle Poirier, Yulin Hswen, Guillaume Bouzillé, Marc Cuggia, Audrey Lavenu, John S Brownstein, Thomas Brewer, Mauricio Santillana. 
​PloS one 16 (5), e02508902021

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Comparison of post-COVID depression and major depressive disorder
Roy H Perlis, Mauricio Santillana, Katherine Ognyanova, Jon Green, James Druckman, David Lazer, Matthew A Baum. MedRxiv62021

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High coverage COVID-19 mRNA vaccination rapidly controls SARS-CoV-2 transmission in Long-Term Care Facilities
de Salazar P, Link N, Lamarca K, Santillana M. 
​Nature Communications Medicine. 2021;1 (16).

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Association of Acute Symptoms of COVID-19 and Symptoms of Depression in Adults
Perlis RH, Ognyanova K, Santillana M, Baum MA, Lazer D, Druckman J, Volpe JD.  
JAMA Network Open. 2021;4 (3) :e213223.

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A machine learning-guided adaptive algorithm to reduce the computational cost of atmospheric chemistry in Earth System models: application to GEOS-Chem versions 12.0. 0 and 12.9. 1
L Shen, DJ Jacob, M Santillana, K Bates, J Zhuang, W Chen
Geosci. Model Dev. Discuss, 1-1732021

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Near real-time surveillance of the SARS-CoV-2 epidemic with incomplete data
de Salazar PM, Lu F, Hay JA, Gomez-Barroso D, Fernandez-Navarro P, Martinez EV, Astray-Mochales J, Amillategui R, Garcia-Fulgueiras A, Chirlaque MD, et al.
medRxiv. 2021.

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Socioeconomic status determines COVID-19 incidence and related mortality in Santiago, Chile
Mena G, Martinez PP, Mahmud AS, Marquet PA, Buckee CO, Santillana M.
Science. 2021 :eabg5298.

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Incorporating human mobility data improves forecasts of Dengue fever in Thailand
Kiang MV, Santillana M, Chen JT, Onnela J-P, Krieger N, Engø-Monsen K, Ekapirat N, Areechokchai D, Maude R, Buckee CO.
Scientific Reports. 2021;11 (923).

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Persistence of symptoms up to 10 months following acute COVID-19 illness
Roy H Perlis, Jon Green, Mauricio Santillana, David Lazer, Katherine Ognyanova, Matthew Simonson, Matthew A Baum, Alexi Quintana, Hanyu Chwe, James Druckman, John Della Volpe, Jennifer Lin. MedRxiv

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An Early Warning Approach to Monitor COVID-19 Activity with Multiple Digital Traces in Near Real-Time
Kogan NE, Clemente L, Liautaud P, Kaashoek J, Link NB, Nguyen AT, Lu FS, Huybers P, Resch B, Havas C, et al.
Science Advances. 2021;7 (10).

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Estimating the cumulative incidence of COVID-19 in the United States using influenza surveillance, virologic testing, and mortality data: four complementary approaches
Lu FS, Nguyen AT, Link N, Molina M, Davis JT, Chinazzi M, Xiong X, Vespignani A, Lipsitch M, Santillana M. 
PLoS Computational Biology . 2021.

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Towards the Use of Neural Networks for Influenza Prediction at Multiple Spatial Resolutions
Aiken EL, Nguyen AT, Viboud C, Santillana M.
Science Advances. 2021;7 (25).

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