Leveraging Data Science for Global Health

Av: Medverkande: Materialtyp: ArtikelUtgivningsinformation: Springer Nature Springer [Imprint] 2020Beskrivning: 1 electronic resource (475 p.)Innehållstyp:
  • text
Medietyp:
  • computer
Bärartyp:
  • online resource
Ämnen: Onlineresurser: Sammanfattning: 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.
Inga fysiska exemplar för denna post

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.

Accessibility options of PDF file not available

Creative Commons Licence http://creativecommons.org/licenses/by/4.0/ by cc

eng

Freely available e-book