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A prospective evaluation of AI-augmented epidemiology to forecast COVID-19 in the USA and Japan.

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Title: A prospective evaluation of AI-augmented epidemiology to forecast COVID-19 in the USA and Japan.
Authors: Arık SÖ; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA. soarik@google.com., Shor J; Google, Japan, Shibuya, 3-Chrome-21-3, Tokyo, Japan., Sinha R; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Yoon J; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Ledsam JR; Google, Japan, Shibuya, 3-Chrome-21-3, Tokyo, Japan., Le LT; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Dusenberry MW; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Yoder NC; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Popendorf K; Google, Japan, Shibuya, 3-Chrome-21-3, Tokyo, Japan., Epshteyn A; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Euphrosine J; Google, Japan, Shibuya, 3-Chrome-21-3, Tokyo, Japan., Kanal E; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Jones I; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Li CL; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Luan B; Google, Japan, Shibuya, 3-Chrome-21-3, Tokyo, Japan., Mckenna J; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Menon V; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Singh S; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Sun M; Google Health, 1600 Amphitheatre Parkway, Mountain View, CA, USA., Ravi AS; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Zhang L; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Sava D; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Cunningham K; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA., Kayama H; Google, Japan, Shibuya, 3-Chrome-21-3, Tokyo, Japan., Tsai T; Harvard School of Public Health, 677 Huntington Ave, Boston, MA, USA., Yoneoka D; Department of Health Policy and Management, School of Medicine, Keio University, 35 Shinanomachi, Shinjuku-ku, Tokyo, Japan.; Division of Biostatistics and Bioinformatics, Graduate School of Public Health, St Luke's International University, 3-6-2 Tsukiji, Chuo-ku, Tokyo, Japan., Nomura S; Department of Health Policy and Management, School of Medicine, Keio University, 35 Shinanomachi, Shinjuku-ku, Tokyo, Japan.; Department of Global Health Policy, Graduate School of Medicine, The University of Tokyo, 7-3-1, Hongo, Bunkyo-ku, Tokyo, Japan., Miyata H; Department of Health Policy and Management, School of Medicine, Keio University, 35 Shinanomachi, Shinjuku-ku, Tokyo, Japan.; Department of Healthcare Quality Assessment, Graduate School of Medicine, The University of Tokyo, 7-3-1, Hongo, Bunkyo-ku, Tokyo, Japan., Pfister T; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.
Source: NPJ digital medicine [NPJ Digit Med] 2021 Oct 08; Vol. 4 (1), pp. 146. Date of Electronic Publication: 2021 Oct 08.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101731738 Publication Model: Electronic Cited Medium: Internet ISSN: 2398-6352 (Electronic) Linking ISSN: 23986352 NLM ISO Abbreviation: NPJ Digit Med Subsets: PubMed not MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Arık+SÖ%22">Arık SÖ</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA. soarik@google.com.<br /><searchLink fieldCode="AU" term="%22Shor+J%22">Shor J</searchLink>; Google, Japan, Shibuya, 3-Chrome-21-3, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Sinha+R%22">Sinha R</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Yoon+J%22">Yoon J</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Ledsam+JR%22">Ledsam JR</searchLink>; Google, Japan, Shibuya, 3-Chrome-21-3, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Le+LT%22">Le LT</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Dusenberry+MW%22">Dusenberry MW</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Yoder+NC%22">Yoder NC</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Popendorf+K%22">Popendorf K</searchLink>; Google, Japan, Shibuya, 3-Chrome-21-3, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Epshteyn+A%22">Epshteyn A</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Euphrosine+J%22">Euphrosine J</searchLink>; Google, Japan, Shibuya, 3-Chrome-21-3, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Kanal+E%22">Kanal E</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Jones+I%22">Jones I</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Li+CL%22">Li CL</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Luan+B%22">Luan B</searchLink>; Google, Japan, Shibuya, 3-Chrome-21-3, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Mckenna+J%22">Mckenna J</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Menon+V%22">Menon V</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Singh+S%22">Singh S</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Sun+M%22">Sun M</searchLink>; Google Health, 1600 Amphitheatre Parkway, Mountain View, CA, USA.<br /><searchLink fieldCode="AU" term="%22Ravi+AS%22">Ravi AS</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Zhang+L%22">Zhang L</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Sava+D%22">Sava D</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Cunningham+K%22">Cunningham K</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.<br /><searchLink fieldCode="AU" term="%22Kayama+H%22">Kayama H</searchLink>; Google, Japan, Shibuya, 3-Chrome-21-3, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Tsai+T%22">Tsai T</searchLink>; Harvard School of Public Health, 677 Huntington Ave, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Yoneoka+D%22">Yoneoka D</searchLink>; Department of Health Policy and Management, School of Medicine, Keio University, 35 Shinanomachi, Shinjuku-ku, Tokyo, Japan.; Division of Biostatistics and Bioinformatics, Graduate School of Public Health, St Luke's International University, 3-6-2 Tsukiji, Chuo-ku, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Nomura+S%22">Nomura S</searchLink>; Department of Health Policy and Management, School of Medicine, Keio University, 35 Shinanomachi, Shinjuku-ku, Tokyo, Japan.; Department of Global Health Policy, Graduate School of Medicine, The University of Tokyo, 7-3-1, Hongo, Bunkyo-ku, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Miyata+H%22">Miyata H</searchLink>; Department of Health Policy and Management, School of Medicine, Keio University, 35 Shinanomachi, Shinjuku-ku, Tokyo, Japan.; Department of Healthcare Quality Assessment, Graduate School of Medicine, The University of Tokyo, 7-3-1, Hongo, Bunkyo-ku, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Pfister+T%22">Pfister T</searchLink>; Google Cloud AI, 1170 Bordeaux Dr, Sunnyvale, CA, USA.
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