Leveraging Data Science for Global Health
Materialtyp:
ArtikelUtgivningsinformation: Springer Nature Springer [Imprint] 2020Beskrivning: 1 electronic resource (475 p.)Innehållstyp: - text
- computer
- online resource
- Economics, Finance, Business and Management
- Economics
- Economics of specific sectors
- Health economics
- Medicine and Nursing
- Medicine: general issues
- Medical equipment and techniques
- Computing and Information Technology
- Information technology: general topics
- Digital and information technologies: Health and safety aspects
- Artificial Intelligence
- Big Data
- Digital Disease Surveillance
- Health & safety aspects of IT
- Health Economics
- Health Informatics
- Health Mapping
- Health Records for Non-Communicable Diseases
- Health economics
- HealthMap
- Information technology
- Machine Learning
- Medical equipment & techniques
- Open Access
- Tools for Clinical Trials
- general issues
Open Access Unrestricted online access star
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.
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Creative Commons Licence http://creativecommons.org/licenses/by/4.0/ by cc
eng
Freely available e-book