Leveraging Data Science for Global Health
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. Devel...
I tiakina i:
| Hōputu: | Online |
|---|---|
| Reo: | Ingarihi |
| I whakaputaina: |
Springer Nature
2021
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| Ngā marau: | |
| Urunga tuihono: | ONIX_20200813_9783030479947_32 |
| Ngā Tūtohu: |
Kāore He Tūtohu, Me noho koe te mea tuatahi ki te tūtohu i tēnei pūkete!
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| _version_ | 1869526010833141760 |
|---|---|
| collection | Directory of Open Access Books |
| description | 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. |
| format | Online |
| id | doab-20.500.12854ir-30895 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2021 |
| publishDateRange | 2021 |
| publishDateSort | 2021 |
| publisher | Springer Nature |
| publisherStr | Springer Nature |
| record_format | ojs |
| spelling | doab-20.500.12854ir-308952025-07-30T10:21:52Z Leveraging Data Science for Global Health Celi, Leo Anthony Majumder, Maimuna S. Ordóñez, Patricia Osorio, Juan Sebastian Paik, Kenneth E. Somai, Melek Health Informatics Health Economics Open Access Big Data Machine Learning Artificial Intelligence Digital Disease Surveillance Health Mapping Health Records for Non-Communicable Diseases HealthMap Tools for Clinical Trials Medical equipment & techniques Information technology: general issues Health & safety aspects of IT Health economics thema EDItEUR::M Medicine and Nursing::MB Medicine: general issues::MBG Medical equipment and techniques thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics::UBH Digital and information technologies: Health and safety aspects thema EDItEUR::K Economics, Finance, Business and Management::KC Economics::KCV Economics of specific sectors::KCVJ Health economics thema EDItEUR::M Medicine and Nursing::MB Medicine: general issues::MBG Medical equipment and techniques thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics::UBH Digital and information technologies: Health and safety aspects thema EDItEUR::K Economics, Finance, Business and Management::KC Economics::KCV Economics of specific sectors::KCVJ Health economics 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. 2021-02-10T13:45:55Z 2021-02-10T13:45:55Z 2020-08-13T11:53:59Z 2020 book ONIX_20200813_9783030479947_32 OCN: 1182515218 https://library.oapen.org/handle/20.500.12657/41290 https://directory.doabooks.org/handle/20.500.12854/30895 eng open access image/jpeg image/jpeg image/jpeg n/a n/a n/a https://library.oapen.org/bitstream/20.500.12657/41290/1/2020_Book_LeveragingDataScienceForGlobal.pdf https://library.oapen.org/bitstream/20.500.12657/41290/1/2020_Book_LeveragingDataScienceForGlobal.pdf https://library.oapen.org/bitstream/20.500.12657/41290/1/2020_Book_LeveragingDataScienceForGlobal.pdf Springer Nature Springer 10.1007/978-3-030-47994-7 10.1007/978-3-030-47994-7 9fa3421d-f917-4153-b9ab-fc337c396b5a Springer 475 open access |
| spellingShingle | Health Informatics Health Economics Open Access Big Data Machine Learning Artificial Intelligence Digital Disease Surveillance Health Mapping Health Records for Non-Communicable Diseases HealthMap Tools for Clinical Trials Medical equipment & techniques Information technology: general issues Health & safety aspects of IT Health economics thema EDItEUR::M Medicine and Nursing::MB Medicine: general issues::MBG Medical equipment and techniques thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics::UBH Digital and information technologies: Health and safety aspects thema EDItEUR::K Economics, Finance, Business and Management::KC Economics::KCV Economics of specific sectors::KCVJ Health economics thema EDItEUR::M Medicine and Nursing::MB Medicine: general issues::MBG Medical equipment and techniques thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics::UBH Digital and information technologies: Health and safety aspects thema EDItEUR::K Economics, Finance, Business and Management::KC Economics::KCV Economics of specific sectors::KCVJ Health economics Leveraging Data Science for Global Health |
| title | Leveraging Data Science for Global Health |
| title_full | Leveraging Data Science for Global Health |
| title_fullStr | Leveraging Data Science for Global Health |
| title_full_unstemmed | Leveraging Data Science for Global Health |
| title_short | Leveraging Data Science for Global Health |
| title_sort | leveraging data science for global health |
| topic | Health Informatics Health Economics Open Access Big Data Machine Learning Artificial Intelligence Digital Disease Surveillance Health Mapping Health Records for Non-Communicable Diseases HealthMap Tools for Clinical Trials Medical equipment & techniques Information technology: general issues Health & safety aspects of IT Health economics thema EDItEUR::M Medicine and Nursing::MB Medicine: general issues::MBG Medical equipment and techniques thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics::UBH Digital and information technologies: Health and safety aspects thema EDItEUR::K Economics, Finance, Business and Management::KC Economics::KCV Economics of specific sectors::KCVJ Health economics thema EDItEUR::M Medicine and Nursing::MB Medicine: general issues::MBG Medical equipment and techniques thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics::UBH Digital and information technologies: Health and safety aspects thema EDItEUR::K Economics, Finance, Business and Management::KC Economics::KCV Economics of specific sectors::KCVJ Health economics |
| topic_facet | Health Informatics Health Economics Open Access Big Data Machine Learning Artificial Intelligence Digital Disease Surveillance Health Mapping Health Records for Non-Communicable Diseases HealthMap Tools for Clinical Trials Medical equipment & techniques Information technology: general issues Health & safety aspects of IT Health economics thema EDItEUR::M Medicine and Nursing::MB Medicine: general issues::MBG Medical equipment and techniques thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics::UBH Digital and information technologies: Health and safety aspects thema EDItEUR::K Economics, Finance, Business and Management::KC Economics::KCV Economics of specific sectors::KCVJ Health economics thema EDItEUR::M Medicine and Nursing::MB Medicine: general issues::MBG Medical equipment and techniques thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics::UBH Digital and information technologies: Health and safety aspects thema EDItEUR::K Economics, Finance, Business and Management::KC Economics::KCV Economics of specific sectors::KCVJ Health economics |
| url | ONIX_20200813_9783030479947_32 |