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Can auxiliary indicators improve COVID-19 forecasting and hotspot prediction?
McDonald DJ, Bien J, Green A, Hu AJ, DeFries N, Hyun S, Oliveira NL, Sharpnack J, Tang J, Tibshirani R, Ventura V, Wasserman L, Tibshirani RJ. McDonald DJ, et al. Among authors: defries n. Proc Natl Acad Sci U S A. 2021 Dec 21;118(51):e2111453118. doi: 10.1073/pnas.2111453118. Proc Natl Acad Sci U S A. 2021. PMID: 34903655 Free PMC article.
An open repository of real-time COVID-19 indicators.
Reinhart A, Brooks L, Jahja M, Rumack A, Tang J, Agrawal S, Al Saeed W, Arnold T, Basu A, Bien J, Cabrera ÁA, Chin A, Chua EJ, Clark B, Colquhoun S, DeFries N, Farrow DC, Forlizzi J, Grabman J, Gratzl S, Green A, Haff G, Han R, Harwood K, Hu AJ, Hyde R, Hyun S, Joshi A, Kim J, Kuznetsov A, La Motte-Kerr W, Lee YJ, Lee K, Lipton ZC, Liu MX, Mackey L, Mazaitis K, McDonald DJ, McGuinness P, Narasimhan B, O'Brien MP, Oliveira NL, Patil P, Perer A, Politsch CA, Rajanala S, Rucker D, Scott C, Shah NH, Shankar V, Sharpnack J, Shemetov D, Simon N, Smith BY, Srivastava V, Tan S, Tibshirani R, Tuzhilina E, Van Nortwick AK, Ventura V, Wasserman L, Weaver B, Weiss JC, Whitman S, Williams K, Rosenfeld R, Tibshirani RJ. Reinhart A, et al. Among authors: defries n. Proc Natl Acad Sci U S A. 2021 Dec 21;118(51):e2111452118. doi: 10.1073/pnas.2111452118. Proc Natl Acad Sci U S A. 2021. PMID: 34903654 Free PMC article.