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Public health intelligence and the internet

Author: Arash Shaban-Nejad; John Brownstein; David Llewellyn Buckeridge
Publisher: Cham, Switzerland : Springer, 2017.
Series: Lecture notes in social networks.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
This book aims to highlight the latest achievements in epidemiological surveillance and internet interventions based on monitoring online communications and interactions on the web. It presents the state of the art and the advances in the field of online disease surveillance and intervention. The edited volume contains extended and revised versions of selected papers presented at the International World Wide Web and  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Printed edition:
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Arash Shaban-Nejad; John Brownstein; David Llewellyn Buckeridge
ISBN: 9783319686042 3319686046
OCLC Number: 1004225483
Description: 1 online resource
Contents: Preface; Contents; Contributors; Abbreviations; 1 Public Health Intelligence and the Internet: Current State of the Art; Abstract; 1 Introduction; 2 Digital Public Health; 2.1 Health Surveillance: Epidemic Detection; 2.2 Global Health Surveillance; 2.3 Behavior Monitoring and Sentiment Assessment; 2.4 Public Health Communication; 2.5 Health Intervention; 3 Online Clinical Trials; 3.1 Historical Trajectory of Online Clinical Trials; 3.2 Diversification of Online Clinical Trials; 3.3 Funding Sources and Disease Networks; 3.4 Digital Clinical Trials. 4 Remaining Issues in Digital Public Health Intelligence; 5 Conclusion; References; 2 Social Health Records: Gaining Insights into Public Health Behaviors, Emotions, and Disease Trajectories; Abstract; 1 Introduction; 2 Related Works; 3 Multiple Data Sources; 4 Social Health Knowledge Graph; 4.1 Social Health Record Model; 5 Architecture of Social Health Analytics Platform; 6 Social Public Health Analytics; 6.1 Social InfoButtons; 6.2 Sentiment Analytics to Monitor Public Health Concerns; 6.3 Comorbidity Prediction and Trajectory Analysis; 7 Conclusions; Acknowledgements; References. 3 Using Dynamic Bayesian Networks for Incorporating Nontraditional Data Sources in Public Health Surveillance; Abstract; 1 Introduction; 2 Traditional and Nontraditional Data Sources for Influenza Surveillance; 3 Dynamic Bayesian Networks; 4 Data; 5 Methods; 6 Results; 7 Discussion; 8 Conclusions and Future Work; Acknowledgements; References; 4 Post Classification and Recommendation for an Online Smoking Cessation Community; Abstract; 1 Introduction; 2 Related Works; 3 Research Goals; 3.1 Classification; 3.2 Recommendation; 4 Approaches; 4.1 Classification; Feature Sets; Classification Model. 4.2 Recommendation; Neighbor-Based Collaborative Filtering; Integrating Classification Result; 5 Results; 5.1 Classification; Classification of Intentions; Classification of Social Support Types; 5.2 Recommendation; 6 Conclusion; References; 5 Hashtag Mining: Discovering Relationship Between Health Concepts and Hashtags; Abstract; 1 Introduction; 2 Related Studies; 3 Methodology and Dataset; 3.1 Distributed Representations of Words; 3.2 Building Word-Embedding Vector Model; 3.3 Identifying Relevant Hashtags or Keywords; 4 Experiment; 5 Conclusion; References. 6 Studying Military Community Health, Well-Being, and Discourse Through the Social Media Lens; Abstract; 1 Introduction; 2 Research Questions; 3 Background and Related Work; 3.1 Characteristics of the US Military Population; 3.2 Studies of Military Populations; 3.3 Understanding Populations Through Social Media; 4 Data; 4.1 Data Anonymization; 4.2 Sampling Military Users on Twitter; 5 Analysis and Results; 5.1 RQ1: Differences in Social Media Activities of Military Versus Control; 5.2 RQ2: Differences in Language Use Between Military and Control; Differences in Linguistic Attributes.
Series Title: Lecture notes in social networks.
Responsibility: Arash Shaban-Nejad, John S. Brownstein, David L. Buckeridge, editors.

Abstract:

The edited volume contains extended and revised versions of selected papers presented at the International World Wide Web and Population Health Intelligence (W3PHI) workshop series along with some  Read more...

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