Network effects of risk behavior change following prophylactic interventions.
We formulated a network-based model to understand how risk behavior change in conjunction with failure of prophylactic interventions can lead to unintended outcomes where "less (intervention) is more (effective)." Our model captures the distinction between one- and two-sided risk behavior...
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2013
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oai:doaj.org-article:e40e4396c9044971bd9181ef07fed54b2021-11-18T09:01:46ZNetwork effects of risk behavior change following prophylactic interventions.1932-620310.1371/journal.pone.0064653https://doaj.org/article/e40e4396c9044971bd9181ef07fed54b2013-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23936290/?tool=EBIhttps://doaj.org/toc/1932-6203We formulated a network-based model to understand how risk behavior change in conjunction with failure of prophylactic interventions can lead to unintended outcomes where "less (intervention) is more (effective)." Our model captures the distinction between one- and two-sided risk behavior change. In one-sided situations (e.g. influenza/H1N1) it is sufficient for either individual in an interaction to exhibit risk behavior change whereas in two-sided situations (e.g. AIDS/HIV) it is necessary for both individuals in the interaction to exhibit risk behavior change, for a potential transmission of the disease. A central discovery is that this phenomenon occurs at differing levels of intervention coverage depending upon the "sidedness" of the interaction. We find that for one-sided interactions, sufficiently high vaccination coverage is necessary for mitigating the effects of risk behavior; for two-sided interactions, it is essential to combine prophylactic treatments with programs aimed at reducing risky behavior. Furthermore, again dependent on the "sidedness," targeting highly connected nodes can be strictly worse than uniformly random interventions at the same level of coverage.Rajmohan RajaramanZhifeng SunRavi SundaramAnil Kumar S VullikantiPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 8, Iss 8, p e64653 (2013) |
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Medicine R Science Q Rajmohan Rajaraman Zhifeng Sun Ravi Sundaram Anil Kumar S Vullikanti Network effects of risk behavior change following prophylactic interventions. |
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We formulated a network-based model to understand how risk behavior change in conjunction with failure of prophylactic interventions can lead to unintended outcomes where "less (intervention) is more (effective)." Our model captures the distinction between one- and two-sided risk behavior change. In one-sided situations (e.g. influenza/H1N1) it is sufficient for either individual in an interaction to exhibit risk behavior change whereas in two-sided situations (e.g. AIDS/HIV) it is necessary for both individuals in the interaction to exhibit risk behavior change, for a potential transmission of the disease. A central discovery is that this phenomenon occurs at differing levels of intervention coverage depending upon the "sidedness" of the interaction. We find that for one-sided interactions, sufficiently high vaccination coverage is necessary for mitigating the effects of risk behavior; for two-sided interactions, it is essential to combine prophylactic treatments with programs aimed at reducing risky behavior. Furthermore, again dependent on the "sidedness," targeting highly connected nodes can be strictly worse than uniformly random interventions at the same level of coverage. |
format |
article |
author |
Rajmohan Rajaraman Zhifeng Sun Ravi Sundaram Anil Kumar S Vullikanti |
author_facet |
Rajmohan Rajaraman Zhifeng Sun Ravi Sundaram Anil Kumar S Vullikanti |
author_sort |
Rajmohan Rajaraman |
title |
Network effects of risk behavior change following prophylactic interventions. |
title_short |
Network effects of risk behavior change following prophylactic interventions. |
title_full |
Network effects of risk behavior change following prophylactic interventions. |
title_fullStr |
Network effects of risk behavior change following prophylactic interventions. |
title_full_unstemmed |
Network effects of risk behavior change following prophylactic interventions. |
title_sort |
network effects of risk behavior change following prophylactic interventions. |
publisher |
Public Library of Science (PLoS) |
publishDate |
2013 |
url |
https://doaj.org/article/e40e4396c9044971bd9181ef07fed54b |
work_keys_str_mv |
AT rajmohanrajaraman networkeffectsofriskbehaviorchangefollowingprophylacticinterventions AT zhifengsun networkeffectsofriskbehaviorchangefollowingprophylacticinterventions AT ravisundaram networkeffectsofriskbehaviorchangefollowingprophylacticinterventions AT anilkumarsvullikanti networkeffectsofriskbehaviorchangefollowingprophylacticinterventions |
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1718421055445401600 |