A social network analysis of the organizations focusing on tuberculosis, malaria and pneumonia

被引:6
作者
Lopreite, Milena [2 ]
Puliga, Michelangelo [3 ]
Riccaboni, Massimo [4 ]
De Rosis, Sabina [1 ]
机构
[1] Scuola Super St Anna Pisa, Inst Management, Piazza Martini della Liberta 3, I-56127 Pisa, Italy
[2] Scuola Super St Anna Pisa, Inst Econ, Piazza Martini della Liberta 3, I-56127 Pisa, Italy
[3] IMT Alti Studi Lucca Linkalab, Complex Networks Computat Lab, Piazza San Francesco 19, I-50500 Lucca, Italy
[4] IMT Alti Studi Lucca, Piazza San Francesco 19, I-50500 Lucca, Italy
关键词
Health policy; Social network analysis; Health sustainable development; TBC; Malaria; Pneumonia; GLOBAL HEALTH NETWORKS; HUMAN-RIGHTS; FRAMEWORK; CHALLENGES; GOVERNANCE; EMERGENCE; SURVIVAL; SYSTEMS; REFORMS; WORLD;
D O I
10.1016/j.socscimed.2021.113940
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
In this paper,we present an original study on the use of social media data to analyze the structure of the global health networks (GHNs) relative to health organizations targeted to malaria, tuberculosis (TBC) and pneumonia as well as twitter popularity, evaluating the performance of their strategies in response to the arising health threats. We use a machine learning ensemble classifier and social network analysis to discover the Twitter users that represent organizations or groups active for each disease. We have found evidence that the GHN of TBC is the more mature, active and global. Meanwhile, the networks of malaria and pneumonia are found to be less connected and lacking global coverage. Our analysis validates the use of social media to analyze GHNs and to propose these networks as an important organizational tool in mobilizing the community versus global sustainable development goals.
引用
收藏
页数:10
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