Health plans and physician groups increasingly use sophisticated tools to predict individual patient outcomes. Such analytics will accelerate as US medicine enters the digital age. Promising applications of forecasting include better targeting of disease management as well as innovative patient care approaches such as personalized health insurance and clinical decision support systems. In addition, stakeholders will use predictions to advance their organizational agendas, and unintended consequences could arise. Forecasting-based interventions might have uncertain effectiveness, focus on cost savings rather than long-term health, or specifically exclude disadvantaged populations. Policy makers, health plans, and method developers should adopt strategies that address these concerns in order to maximize the benefit of healthcare forecasting on the long-term health of patients.
机构:
Multimedia Univ, Fac Comp & Informat, Cyberjaya 63100, Malaysia
Dian Nuswantoro Univ, Fac Comp Sci, Semarang 50131, IndonesiaMultimedia Univ, Fac Comp & Informat, Cyberjaya 63100, Malaysia
Purwanto
Eswaran, Chikkannan
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Multimedia Univ, Fac Comp & Informat, Cyberjaya 63100, MalaysiaMultimedia Univ, Fac Comp & Informat, Cyberjaya 63100, Malaysia
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Univ Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, EnglandUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
Carusi, Annamaria
Davies, Mark R.
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QT Informat Ltd, Macclesfield SK10 5DS, Cheshire, EnglandUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
Davies, Mark R.
De Grandis, Giovanni
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Sci Technol Engn & Publ Policy STEaPP, Boston House,36-37 Fitzroy Sq, London W1T 6EY, EnglandUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
De Grandis, Giovanni
Escher, Beate I.
论文数: 0引用数: 0
h-index: 0
机构:
UFZ Helmholtz Ctr Environm Res, D-04318 Leipzig, Germany
Eberhard Karls Univ Tubingen, Environm Toxicol, Ctr Appl Geosci, D-72074 Tubingen, GermanyUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
Escher, Beate I.
Hodges, Geoff
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h-index: 0
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Unilever, Safety & Environm Assurance Ctr, Colworth Sci Pk, Sharnbrook MK44 1LQ, Beds, EnglandUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
Hodges, Geoff
Leung, Kenneth M. Y.
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h-index: 0
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Univ Hong Kong, Swire Inst Marine Sci, Hong Kong, Hong Kong, Peoples R China
Univ Hong Kong, Sch Biol Sci, Hong Kong, Hong Kong, Peoples R ChinaUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
Leung, Kenneth M. Y.
Whelan, Maurice
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European Commiss, Joint Res Ctr, Ispra, ItalyUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
Whelan, Maurice
Willett, Catherine
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Humane Soc United States, 700 Profess Dr, Gaithersburg, MD 20879 USAUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
Willett, Catherine
Ankley, Gerald T.
论文数: 0引用数: 0
h-index: 0
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US EPA, 6201 Congdon Blvd, Duluth, MN 55804 USAUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
机构:
Qiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Guizhou Univ, State Key Lab Publ Big Data, Guiyang 550025, Guizhou, Peoples R China
INTI Int Univ, Fac Data Sci & Informat Technol, Nilai 71800, MalaysiaQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Hai, Tao
Sarkar, Arindam
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Ramakrishna Mission Vidyamandira, Dept Comp Sci & Elect, Howrah 711202, West Bengal, IndiaQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Sarkar, Arindam
Aksoy, Muammer
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Al Mustaqbal Univ, Coll Sci, Cyber Secur Dept, Babylon 51001, Iraq
Ahmed Bin Mohammed Mil Coll, Comp Informat Syst Dept, Doha 22988, QatarQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Aksoy, Muammer
Karmakar, Rahul
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h-index: 0
机构:
Univ Burdwan, Dept Comp Sci, Burdwan 713104, West Bengal, IndiaQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Karmakar, Rahul
Manna, Sarbajit
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机构:
Ramakrishna Mission Vidyamandira, Dept Comp Sci & Elect, Howrah 711202, West Bengal, IndiaQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Manna, Sarbajit
Prasad, Amrita
论文数: 0引用数: 0
h-index: 0
机构:
Cardiff Metropolitan Univ, Cardiff Sch Technol, Dept Data Sci, Cardiff CF5 2YB, WalesQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Prasad, Amrita
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机构:
Multimedia Univ, Fac Comp & Informat, Cyberjaya 63100, Malaysia
Dian Nuswantoro Univ, Fac Comp Sci, Semarang 50131, IndonesiaMultimedia Univ, Fac Comp & Informat, Cyberjaya 63100, Malaysia
Purwanto
Eswaran, Chikkannan
论文数: 0引用数: 0
h-index: 0
机构:
Multimedia Univ, Fac Comp & Informat, Cyberjaya 63100, MalaysiaMultimedia Univ, Fac Comp & Informat, Cyberjaya 63100, Malaysia
机构:
Univ Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, EnglandUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
Carusi, Annamaria
Davies, Mark R.
论文数: 0引用数: 0
h-index: 0
机构:
QT Informat Ltd, Macclesfield SK10 5DS, Cheshire, EnglandUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
Davies, Mark R.
De Grandis, Giovanni
论文数: 0引用数: 0
h-index: 0
机构:
Sci Technol Engn & Publ Policy STEaPP, Boston House,36-37 Fitzroy Sq, London W1T 6EY, EnglandUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
De Grandis, Giovanni
Escher, Beate I.
论文数: 0引用数: 0
h-index: 0
机构:
UFZ Helmholtz Ctr Environm Res, D-04318 Leipzig, Germany
Eberhard Karls Univ Tubingen, Environm Toxicol, Ctr Appl Geosci, D-72074 Tubingen, GermanyUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
Escher, Beate I.
Hodges, Geoff
论文数: 0引用数: 0
h-index: 0
机构:
Unilever, Safety & Environm Assurance Ctr, Colworth Sci Pk, Sharnbrook MK44 1LQ, Beds, EnglandUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
Hodges, Geoff
Leung, Kenneth M. Y.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Swire Inst Marine Sci, Hong Kong, Hong Kong, Peoples R China
Univ Hong Kong, Sch Biol Sci, Hong Kong, Hong Kong, Peoples R ChinaUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
Leung, Kenneth M. Y.
Whelan, Maurice
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Ispra, ItalyUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
Whelan, Maurice
Willett, Catherine
论文数: 0引用数: 0
h-index: 0
机构:
Humane Soc United States, 700 Profess Dr, Gaithersburg, MD 20879 USAUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
Willett, Catherine
Ankley, Gerald T.
论文数: 0引用数: 0
h-index: 0
机构:
US EPA, 6201 Congdon Blvd, Duluth, MN 55804 USAUniv Sheffield, Med Sch, Med Humanities Sheffield, Beech Hill Rd, Sheffield S10 2RX, S Yorkshire, England
机构:
Qiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Guizhou Univ, State Key Lab Publ Big Data, Guiyang 550025, Guizhou, Peoples R China
INTI Int Univ, Fac Data Sci & Informat Technol, Nilai 71800, MalaysiaQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Hai, Tao
Sarkar, Arindam
论文数: 0引用数: 0
h-index: 0
机构:
Ramakrishna Mission Vidyamandira, Dept Comp Sci & Elect, Howrah 711202, West Bengal, IndiaQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Sarkar, Arindam
Aksoy, Muammer
论文数: 0引用数: 0
h-index: 0
机构:
Al Mustaqbal Univ, Coll Sci, Cyber Secur Dept, Babylon 51001, Iraq
Ahmed Bin Mohammed Mil Coll, Comp Informat Syst Dept, Doha 22988, QatarQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Aksoy, Muammer
Karmakar, Rahul
论文数: 0引用数: 0
h-index: 0
机构:
Univ Burdwan, Dept Comp Sci, Burdwan 713104, West Bengal, IndiaQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Karmakar, Rahul
Manna, Sarbajit
论文数: 0引用数: 0
h-index: 0
机构:
Ramakrishna Mission Vidyamandira, Dept Comp Sci & Elect, Howrah 711202, West Bengal, IndiaQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Manna, Sarbajit
Prasad, Amrita
论文数: 0引用数: 0
h-index: 0
机构:
Cardiff Metropolitan Univ, Cardiff Sch Technol, Dept Data Sci, Cardiff CF5 2YB, WalesQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Prasad, Amrita
CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS,
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