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Evaluation of FluSight influenza forecasting in the 2021-22 and 2022-23 seasons with a new target laboratory-confirmed influenza hospitalizations.
Mathis SM, Webber AE, León TM, Murray EL, Sun M, White LA, Brooks LC, Green A, Hu AJ, McDonald DJ, Rosenfeld R, Shemetov D, Tibshirani RJ, Kandula S, Pei S, Shaman J, Yaari R, Yamana TK, Agarwal P, Balusu S, Gururajan G, Kamarthi H, Prakash BA, Raman R, Rodríguez A, Zhao Z, Meiyappan A, Omar S, Baccam P, Gurung HL, Stage SA, Suchoski BT, Ajelli M, Kummer AG, Litvinova M, Ventura PC, Wadsworth S, Niemi J, Carcelen E, Hill AL, Jung SM, Lemaitre JC, Lessler J, Loo SL, McKee CD, Sato K, Smith C, Truelove S, McAndrew T, Ye W, Bosse N, Hlavacek WS, Lin YT, Mallela A, Chen Y, Lamm SM, Lee J, Posner RG, Perofsky AC, Viboud C, Clemente L, Lu F, Meyer AG, Santillana M, Chinazzi M, Davis JT, Mu K, Piontti APY, Vespignani A, Xiong X, Ben-Nun M, Riley P, Turtle J, Hulme-Lowe C, Jessa S, Nagraj VP, Turner SD, Williams D, Basu A, Drake JM, Fox SJ, Gibson GC, Suez E, Thommes EW, Cojocaru MG, Cramer EY, Gerding A, Stark A, Ray EL, Reich NG, Shandross L, Wattanachit N, Wang Y, Zorn MW, Al Aawar M, Srivastava A, Meyers LA, Adiga A, Hurt B, Kaur G, Lewis BL, Marathe M, Venkatramanan S, Butler P, Farabow A, Muralidhar N, Ramakrishnan N, Reed C, Biggerstaff M, Borchering RK. Mathis SM, et al. Among authors: tibshirani rj. medRxiv [Preprint]. 2023 Dec 11:2023.12.08.23299726. doi: 10.1101/2023.12.08.23299726. medRxiv. 2023. PMID: 38168429 Free PMC article. Preprint.
Results from the second year of a collaborative effort to forecast influenza seasons in the United States.
Biggerstaff M, Johansson M, Alper D, Brooks LC, Chakraborty P, Farrow DC, Hyun S, Kandula S, McGowan C, Ramakrishnan N, Rosenfeld R, Shaman J, Tibshirani R, Tibshirani RJ, Vespignani A, Yang W, Zhang Q, Reed C. Biggerstaff M, et al. Among authors: tibshirani r, tibshirani rj. Epidemics. 2018 Sep;24:26-33. doi: 10.1016/j.epidem.2018.02.003. Epub 2018 Feb 24. Epidemics. 2018. PMID: 29506911 Free PMC article.
A human judgment approach to epidemiological forecasting.
Farrow DC, Brooks LC, Hyun S, Tibshirani RJ, Burke DS, Rosenfeld R. Farrow DC, et al. Among authors: tibshirani rj. PLoS Comput Biol. 2017 Mar 10;13(3):e1005248. doi: 10.1371/journal.pcbi.1005248. eCollection 2017 Mar. PLoS Comput Biol. 2017. PMID: 28282375 Free PMC article.
Collaborative efforts to forecast seasonal influenza in the United States, 2015-2016.
McGowan CJ, Biggerstaff M, Johansson M, Apfeldorf KM, Ben-Nun M, Brooks L, Convertino M, Erraguntla M, Farrow DC, Freeze J, Ghosh S, Hyun S, Kandula S, Lega J, Liu Y, Michaud N, Morita H, Niemi J, Ramakrishnan N, Ray EL, Reich NG, Riley P, Shaman J, Tibshirani R, Vespignani A, Zhang Q, Reed C; Influenza Forecasting Working Group. McGowan CJ, et al. Sci Rep. 2019 Jan 24;9(1):683. doi: 10.1038/s41598-018-36361-9. Sci Rep. 2019. PMID: 30679458 Free PMC article.
Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States.
Cramer EY, Ray EL, Lopez VK, Bracher J, Brennen A, Castro Rivadeneira AJ, Gerding A, Gneiting T, House KH, Huang Y, Jayawardena D, Kanji AH, Khandelwal A, Le K, Mühlemann A, Niemi J, Shah A, Stark A, Wang Y, Wattanachit N, Zorn MW, Gu Y, Jain S, Bannur N, Deva A, Kulkarni M, Merugu S, Raval A, Shingi S, Tiwari A, White J, Abernethy NF, Woody S, Dahan M, Fox S, Gaither K, Lachmann M, Meyers LA, Scott JG, Tec M, Srivastava A, George GE, Cegan JC, Dettwiller ID, England WP, Farthing MW, Hunter RH, Lafferty B, Linkov I, Mayo ML, Parno MD, Rowland MA, Trump BD, Zhang-James Y, Chen S, Faraone SV, Hess J, Morley CP, Salekin A, Wang D, Corsetti SM, Baer TM, Eisenberg MC, Falb K, Huang Y, Martin ET, McCauley E, Myers RL, Schwarz T, Sheldon D, Gibson GC, Yu R, Gao L, Ma Y, Wu D, Yan X, Jin X, Wang YX, Chen Y, Guo L, Zhao Y, Gu Q, Chen J, Wang L, Xu P, Zhang W, Zou D, Biegel H, Lega J, McConnell S, Nagraj VP, Guertin SL, Hulme-Lowe C, Turner SD, Shi Y, Ban X, Walraven R, Hong QJ, Kong S, van de Walle A, Turtle JA, Ben-Nun M, Riley S, Riley P, Koyluoglu U, DesRoches D, Forli P, Hamory B, Kyriakides C, Leis H, Milliken J, Moloney M, Morgan J, Nirgudkar N, Ozcan G, Piwonka N, Ravi M, Schrader C… See abstract for full author list ➔ Cramer EY, et al. Among authors: tibshirani rj. Proc Natl Acad Sci U S A. 2022 Apr 12;119(15):e2113561119. doi: 10.1073/pnas.2113561119. Epub 2022 Apr 8. Proc Natl Acad Sci U S A. 2022. PMID: 35394862 Free PMC article.
Comparing trained and untrained probabilistic ensemble forecasts of COVID-19 cases and deaths in the United States.
Ray EL, Brooks LC, Bien J, Biggerstaff M, Bosse NI, Bracher J, Cramer EY, Funk S, Gerding A, Johansson MA, Rumack A, Wang Y, Zorn M, Tibshirani RJ, Reich NG. Ray EL, et al. Among authors: tibshirani rj. Int J Forecast. 2023 Jul-Sep;39(3):1366-1383. doi: 10.1016/j.ijforecast.2022.06.005. Epub 2022 Jul 1. Int J Forecast. 2023. PMID: 35791416 Free PMC article.
The United States COVID-19 Forecast Hub dataset.
Cramer EY, Huang Y, Wang Y, Ray EL, Cornell M, Bracher J, Brennen A, Rivadeneira AJC, Gerding A, House K, Jayawardena D, Kanji AH, Khandelwal A, Le K, Mody V, Mody V, Niemi J, Stark A, Shah A, Wattanchit N, Zorn MW, Reich NG; US COVID-19 Forecast Hub Consortium. Cramer EY, et al. Sci Data. 2022 Aug 1;9(1):462. doi: 10.1038/s41597-022-01517-w. Sci Data. 2022. PMID: 35915104 Free PMC article.
Flexible Modeling of Epidemics with an Empirical Bayes Framework.
Brooks LC, Farrow DC, Hyun S, Tibshirani RJ, Rosenfeld R. Brooks LC, et al. Among authors: tibshirani rj. PLoS Comput Biol. 2015 Aug 28;11(8):e1004382. doi: 10.1371/journal.pcbi.1004382. eCollection 2015 Aug. PLoS Comput Biol. 2015. PMID: 26317693 Free PMC article.
75 results