EAN: | 9783030479930 |
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Auflage: | 001 |
Sachgruppe: | Medizin |
Sprache: | Englisch |
Seitenzahl: | 488 |
Produktart: | Gebunden |
Herausgeber: | Celi, Leo Anthony Majumder, Maimuna S. Ordóñez, Patricia Osorio, Juan Sebastian Paik, Kenneth E. Somai, Melek |
Veröffentlichungsdatum: | 01.08.2020 |
Schlagworte: | Computeranwendungen in Industrie und Technologie OpenAccess; Bigdata; machinelearning; ArtificialIntelligence; HealthInformatics; DigitalDiseaseSurveillance; HealthMapping; HealthRecordsforNon-CommunicableDiseases; HealthMap; ToolsforClinicalTrials |
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This open access book explores ways to leverage information technology and machine learning to combat disease and promote health, especially in resource-constrained settings. It focuses on digital disease surveillance through the application of machine learning to non-traditional data sources. Developing countries are uniquely prone to large-scale emerging infectious disease outbreaks due to disruption of ecosystems, civil unrest, and poor healthcare infrastructure ¿ and without comprehensive surveillance, delays in outbreak identification, resource deployment, and case management can be catastrophic. In combination with context-informed analytics, students will learn how non-traditional digital disease data sources ¿ including news media, social media, Google Trends, and Google Street View ¿ can fill critical knowledge gaps and help inform on-the-ground decision-making when formal surveillance systems are insufficient.