An investigation into the extent of uncertainty surrounding estimates of the impact of HIV/AIDS in South Africa

dc.contributor.authorJohnson, Leigh F
dc.contributor.authorDorrington, Rob E
dc.contributor.authorMatthews, Alan P
dc.date.accessioned2016-01-19T13:12:38Z
dc.date.available2016-01-19T13:12:38Z
dc.date.issued2007
dc.date.updated2016-01-18T09:31:40Z
dc.description.abstractHIV / AIDS statistics have been the source of much controversy in South Africa, but often the extent of uncertainty around these estimates is ignored. There is need for an assessment of the range of uncertainty around often-quoted HIV / AIDS statistics. This analysis determines ranges of uncertainty around the inputs and outputs of the ASSA2002 AIDS and Demographic model of the South African HIV / AIDS epidemic, using a generalized likelihood uncertainty estimation approach. A sample of 500 parameter combinations was drawn by weighting randomly generated parameter combinations by likelihood functions defined on the basis of four South African HIV / AIDS data sets. The estimated number of HIV infections in mid-2005 was 5.1 million (95% prediction interval: 4.2-6.0 million), equivalent to an HIV prevalence rate of 11.1% (9.1-13.1%). Between mid-2004 and mid-2005, the estimated number of new HIV infections was 490 000 (370 000-590 000) and the estimated number of AIDS deaths was 320 000 (270 000-380 000). The posterior mean HIV survival time was estimated to be 11.5 years (95% credibility interval: 10.0-12.9 years), longer than estimated for elsewhere in the developing world. This analysis confirms that South Africa is experiencing a severe HIV / AIDS epidemic, and suggests that HIV / AIDS epidemiology in the country probably differs from that elsewhere in Africa.en_ZA
dc.identifier.apacitationJohnson, L. F., Dorrington, R. E., & Matthews, A. P. (2007). An investigation into the extent of uncertainty surrounding estimates of the impact of HIV/AIDS in South Africa. <i>South African Journal of Science</i>, http://hdl.handle.net/11427/16439en_ZA
dc.identifier.chicagocitationJohnson, Leigh F, Rob E Dorrington, and Alan P Matthews "An investigation into the extent of uncertainty surrounding estimates of the impact of HIV/AIDS in South Africa." <i>South African Journal of Science</i> (2007) http://hdl.handle.net/11427/16439en_ZA
dc.identifier.citationJohnson, L. F., Dorrington, R. E., & Matthews, A. P. (2007). An investigation into the extent of uncertainty surrounding estimates of the impact of HIV/AIDS in South Africa. South African Journal of Science, 103(3 & 4), 135-140.en_ZA
dc.identifier.issn0038-2353en_ZA
dc.identifier.ris TY - Journal Article AU - Johnson, Leigh F AU - Dorrington, Rob E AU - Matthews, Alan P AB - HIV / AIDS statistics have been the source of much controversy in South Africa, but often the extent of uncertainty around these estimates is ignored. There is need for an assessment of the range of uncertainty around often-quoted HIV / AIDS statistics. This analysis determines ranges of uncertainty around the inputs and outputs of the ASSA2002 AIDS and Demographic model of the South African HIV / AIDS epidemic, using a generalized likelihood uncertainty estimation approach. A sample of 500 parameter combinations was drawn by weighting randomly generated parameter combinations by likelihood functions defined on the basis of four South African HIV / AIDS data sets. The estimated number of HIV infections in mid-2005 was 5.1 million (95% prediction interval: 4.2-6.0 million), equivalent to an HIV prevalence rate of 11.1% (9.1-13.1%). Between mid-2004 and mid-2005, the estimated number of new HIV infections was 490 000 (370 000-590 000) and the estimated number of AIDS deaths was 320 000 (270 000-380 000). The posterior mean HIV survival time was estimated to be 11.5 years (95% credibility interval: 10.0-12.9 years), longer than estimated for elsewhere in the developing world. This analysis confirms that South Africa is experiencing a severe HIV / AIDS epidemic, and suggests that HIV / AIDS epidemiology in the country probably differs from that elsewhere in Africa. DA - 2007 DB - OpenUCT DP - University of Cape Town J1 - South African Journal of Science LK - https://open.uct.ac.za PB - University of Cape Town PY - 2007 SM - 0038-2353 T1 - An investigation into the extent of uncertainty surrounding estimates of the impact of HIV/AIDS in South Africa TI - An investigation into the extent of uncertainty surrounding estimates of the impact of HIV/AIDS in South Africa UR - http://hdl.handle.net/11427/16439 ER - en_ZA
dc.identifier.urihttp://hdl.handle.net/11427/16439
dc.identifier.vancouvercitationJohnson LF, Dorrington RE, Matthews AP. An investigation into the extent of uncertainty surrounding estimates of the impact of HIV/AIDS in South Africa. South African Journal of Science. 2007; http://hdl.handle.net/11427/16439.en_ZA
dc.languageengen_ZA
dc.publisherAcademy of Science of South Africaen_ZA
dc.publisher.departmentCentre for Actuarial Research (CARE)en_ZA
dc.publisher.facultyFaculty of Commerceen_ZA
dc.publisher.institutionUniversity of Cape Town
dc.rightsCreative Commons Attribution 4.0 International (CC BY 4.0)*
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/en_ZA
dc.sourceSouth African Journal of Scienceen_ZA
dc.source.urihttp://www.assaf.org.za/
dc.titleAn investigation into the extent of uncertainty surrounding estimates of the impact of HIV/AIDS in South Africaen_ZA
dc.typeJournal Articleen_ZA
uct.subject.keywordsHIV/AIDS impacten_ZA
uct.subject.keywordsSouth Africaen_ZA
uct.type.filetypeText
uct.type.filetypeImage
uct.type.publicationResearchen_ZA
uct.type.resourceArticleen_ZA
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