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...

Descripción completa

Guardado en:
Detalles Bibliográficos
Autores principales: Rajmohan Rajaraman, Zhifeng Sun, Ravi Sundaram, Anil Kumar S Vullikanti
Formato: article
Lenguaje:EN
Publicado: Public Library of Science (PLoS) 2013
Materias:
R
Q
Acceso en línea:https://doaj.org/article/e40e4396c9044971bd9181ef07fed54b
Etiquetas: Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
id oai:doaj.org-article:e40e4396c9044971bd9181ef07fed54b
record_format dspace
spelling 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)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Rajmohan Rajaraman
Zhifeng Sun
Ravi Sundaram
Anil Kumar S Vullikanti
Network effects of risk behavior change following prophylactic interventions.
description 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
_version_ 1718421055445401600