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Page 1
Recommended reporting items for epidemic forecasting and prediction research: The EPIFORGE 2020 guidelines.
Pollett S, Johansson MA, Reich NG, Brett-Major D, Del Valle SY, Venkatramanan S, Lowe R, Porco T, Berry IM, Deshpande A, Kraemer MUG, Blazes DL, Pan-Ngum W, Vespigiani A, Mate SE, Silal SP, Kandula S, Sippy R, Quandelacy TM, Morgan JJ, Ball J, Morton LC, Althouse BM, Pavlin J, van Panhuis W, Riley S, Biggerstaff M, Viboud C, Brady O, Rivers C. Pollett S, et al. Among authors: kandula s. PLoS Med. 2021 Oct 19;18(10):e1003793. doi: 10.1371/journal.pmed.1003793. eCollection 2021 Oct. PLoS Med. 2021. PMID: 34665805 Free PMC article.
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: kandula s. 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 collaborative multiyear, multimodel assessment of seasonal influenza forecasting in the United States.
Reich NG, Brooks LC, Fox SJ, Kandula S, McGowan CJ, Moore E, Osthus D, Ray EL, Tushar A, Yamana TK, Biggerstaff M, Johansson MA, Rosenfeld R, Shaman J. Reich NG, et al. Among authors: kandula s. Proc Natl Acad Sci U S A. 2019 Feb 19;116(8):3146-3154. doi: 10.1073/pnas.1812594116. Epub 2019 Jan 15. Proc Natl Acad Sci U S A. 2019. PMID: 30647115 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. Among authors: kandula s. Sci Rep. 2019 Jan 24;9(1):683. doi: 10.1038/s41598-018-36361-9. Sci Rep. 2019. PMID: 30679458 Free PMC article.
Accuracy of real-time multi-model ensemble forecasts for seasonal influenza in the U.S.
Reich NG, McGowan CJ, Yamana TK, Tushar A, Ray EL, Osthus D, Kandula S, Brooks LC, Crawford-Crudell W, Gibson GC, Moore E, Silva R, Biggerstaff M, Johansson MA, Rosenfeld R, Shaman J. Reich NG, et al. Among authors: kandula s. PLoS Comput Biol. 2019 Nov 22;15(11):e1007486. doi: 10.1371/journal.pcbi.1007486. eCollection 2019 Nov. PLoS Comput Biol. 2019. PMID: 31756193 Free PMC article.
Multimodeling approach to evaluating the efficacy of layering pharmaceutical and nonpharmaceutical interventions for influenza pandemics.
Prasad PV, Steele MK, Reed C, Meyers LA, Du Z, Pasco R, Alfaro-Murillo JA, Lewis B, Venkatramanan S, Schlitt J, Chen J, Orr M, Wilson ML, Eubank S, Wang L, Chinazzi M, Pastore Y Piontti A, Davis JT, Halloran ME, Longini I, Vespignani A, Pei S, Galanti M, Kandula S, Shaman J, Haw DJ, Arinaminpathy N, Biggerstaff M. Prasad PV, et al. Among authors: kandula s. Proc Natl Acad Sci U S A. 2023 Jul 11;120(28):e2300590120. doi: 10.1073/pnas.2300590120. Epub 2023 Jul 3. Proc Natl Acad Sci U S A. 2023. PMID: 37399393 Free PMC article.
Title 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, Rosenfeld R, Shemetov D, Tibshirani RJ, McDonald DJ, Kandula S, Pei S, Yaari R, Yamana TK, Shaman J, Agarwal P, Balusu S, Gururajan G, Kamarthi H, Prakash BA, Raman R, Zhao Z, Rodríguez A, Meiyappan A, Omar S, Baccam P, Gurung HL, Suchoski BT, Stage SA, Ajelli M, Kummer AG, Litvinova M, Ventura PC, Wadsworth S, Niemi J, Carcelen E, Hill AL, Loo SL, McKee CD, Sato K, Smith C, Truelove S, Jung SM, Lemaitre JC, Lessler J, McAndrew T, Ye W, Bosse N, Hlavacek WS, Lin YT, Mallela A, Gibson GC, 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, Pastore Y Piontti A, 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, Suez E, Cojocaru MG, Thommes EW, Cramer EY, Gerding A, Stark A, Ray EL, Reich NG, Shandross L, Wattanachit N, Wang Y, Zorn MW, Aawar MA, Srivastava A, Meyers LA, Adiga A, Hurt B, Kaur G, Lewis BL, Marathe M, Venkatramanan S, Butler P, Farabow A, Ramakrishnan N, Muralidhar N, Reed C, Biggerstaff M, Borchering RK. Mathis SM, et al. Among authors: kandula s. Nat Commun. 2024 Jul 26;15(1):6289. doi: 10.1038/s41467-024-50601-9. Nat Commun. 2024. PMID: 39060259 Free PMC article.
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