{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,8]],"date-time":"2026-04-08T12:39:59Z","timestamp":1775651999819,"version":"3.50.1"},"reference-count":46,"publisher":"Elsevier BV","issue":"12","license":[{"start":{"date-parts":[[2020,12,1]],"date-time":"2020-12-01T00:00:00Z","timestamp":1606780800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2020,12,1]],"date-time":"2020-12-01T00:00:00Z","timestamp":1606780800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2021,12,1]],"date-time":"2021-12-01T00:00:00Z","timestamp":1638316800000},"content-version":"vor","delay-in-days":365,"URL":"http:\/\/www.elsevier.com\/open-access\/userlicense\/1.0\/"}],"funder":[{"DOI":"10.13039\/100000026","name":"National Institute on Drug Abuse","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000026","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100010232","name":"National Institute of Development Administration","doi-asserted-by":"publisher","award":["R01DA041747"],"award-info":[{"award-number":["R01DA041747"]}],"id":[{"id":"10.13039\/501100010232","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["clinicalkey.com","clinicalkey.com.au","clinicalkey.es","clinicalkey.fr","clinicalkey.jp","valueinhealthjournal.com","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Value in Health"],"published-print":{"date-parts":[[2020,12]]},"DOI":"10.1016\/j.jval.2020.06.013","type":"journal-article","created":{"date-parts":[[2020,10,3]],"date-time":"2020-10-03T21:30:17Z","timestamp":1601760617000},"page":"1534-1542","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":11,"title":["Prioritizing Additional Data Collection to Reduce Decision Uncertainty in the HIV\/AIDS Response in 6 US Cities: A Value of Information Analysis"],"prefix":"10.1016","volume":"23","author":[{"given":"Xiao","family":"Zang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hawre","family":"Jalal","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Emanuel","family":"Krebs","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ankur","family":"Pandya","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Haoxuan","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Benjamin","family":"Enns","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bohdan","family":"Nosyk","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"key":"10.1016\/j.jval.2020.06.013_bib1","volume":"29","year":"2018"},{"key":"10.1016\/j.jval.2020.06.013_bib2","series-title":"U.S. federal funding for HIV\/AIDS: trends over time","year":"2019"},{"key":"10.1016\/j.jval.2020.06.013_bib3","series-title":"Ending the HIV epidemic: a plan for America","year":"2019"},{"key":"10.1016\/j.jval.2020.06.013_bib4","doi-asserted-by":"crossref","first-page":"2031","DOI":"10.1016\/S0140-6736(11)60702-2","article-title":"Towards an improved investment approach for an effective response to HIV\/AIDS","volume":"377","author":"Schwartlander","year":"2011","journal-title":"Lancet"},{"key":"10.1016\/j.jval.2020.06.013_bib5","doi-asserted-by":"crossref","first-page":"272","DOI":"10.1016\/S0140-6736(13)62230-8","article-title":"Transformation of HIV from pandemic to low-endemic levels: a public health approach to combination prevention","volume":"384","author":"Jones","year":"2014","journal-title":"Lancet"},{"key":"10.1016\/j.jval.2020.06.013_bib6","doi-asserted-by":"crossref","first-page":"3071","DOI":"10.1007\/s10461-018-2166-6","article-title":"Building the case for localized approaches to HIV: structural conditions and health system capacity to address\u00a0the HIV\/AIDS epidemic in six US cities","volume":"22","author":"Panagiotoglou","year":"2018","journal-title":"AIDS Behavior"},{"issue":"suppl 4","key":"10.1016\/j.jval.2020.06.013_bib7","doi-asserted-by":"crossref","first-page":"S70","DOI":"10.1097\/01.aids.0000390709.04255.fd","article-title":"Combination prevention: a deeper understanding of effective HIV prevention","volume":"24","author":"Hankins","year":"2010","journal-title":"AIDS"},{"key":"10.1016\/j.jval.2020.06.013_bib8","doi-asserted-by":"crossref","first-page":"515","DOI":"10.1016\/S0140-6736(10)61505-X","article-title":"Mathematical models in the evaluation of health programmes","volume":"378","author":"Garnett","year":"2011","journal-title":"Lancet"},{"key":"10.1016\/j.jval.2020.06.013_bib9","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1136\/sti.78.1.7","article-title":"An introduction to mathematical models in sexually transmitted disease epidemiology","volume":"78","author":"Garnett","year":"2002","journal-title":"Sex Transm Infect"},{"key":"10.1016\/j.jval.2020.06.013_bib10","series-title":"Decision Modelling for Health Economic Evaluation","author":"Briggs","year":"2006"},{"key":"10.1016\/j.jval.2020.06.013_bib11","doi-asserted-by":"crossref","first-page":"1219","DOI":"10.1007\/s40273-019-00817-1","article-title":"Structural design and data requirements for simulation modelling in HIV\/AIDS: a narrative review","volume":"37","author":"Zang","year":"2019","journal-title":"Pharmacoeconomics"},{"key":"10.1016\/j.jval.2020.06.013_bib12","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0217559","article-title":"Developing a dynamic HIV transmission model for 6 U.S. cities: an evidence synthesis","volume":"14","author":"Krebs","year":"2019","journal-title":"PloS One"},{"key":"10.1016\/j.jval.2020.06.013_bib13","series-title":"Clinical data as the basic staple of health learning: creating and protecting a public good","author":"Grossman","year":"2011"},{"key":"10.1016\/j.jval.2020.06.013_bib14","doi-asserted-by":"crossref","first-page":"152","DOI":"10.1038\/523152a","article-title":"Policy: development goals should enable decision-making","volume":"523","author":"Shepherd","year":"2015","journal-title":"Nature"},{"key":"10.1016\/j.jval.2020.06.013_bib15","doi-asserted-by":"crossref","first-page":"311","DOI":"10.1177\/0272989X13505910","article-title":"Estimating multiparameter partial expected value of perfect information from a probabilistic sensitivity analysis sample: a nonparametric regression approach","volume":"34","author":"Strong","year":"2014","journal-title":"Med Decis Making"},{"key":"10.1016\/j.jval.2020.06.013_bib16","doi-asserted-by":"crossref","first-page":"189","DOI":"10.1177\/0272989X17732973","article-title":"implementing generalized additive models to estimate the expected value of sample information in a microsimulation model: results of three case studies","volume":"38","author":"rabideau","year":"2018","journal-title":"Med Decis Making"},{"key":"10.1016\/j.jval.2020.06.013_bib17","doi-asserted-by":"crossref","first-page":"584","DOI":"10.1177\/0272989X15578125","article-title":"Computing expected value of partial sample information from probabilistic sensitivity analysis using linear regression metamodeling","volume":"35","author":"Jalal","year":"2015","journal-title":"Med Decis Making"},{"key":"10.1016\/j.jval.2020.06.013_bib18","doi-asserted-by":"crossref","first-page":"880","DOI":"10.1177\/0272989X13492014","article-title":"Linear regression metamodeling as a tool to summarize and present simulation model results","volume":"33","author":"Jalal","year":"2013","journal-title":"Med Decis Making"},{"key":"10.1016\/j.jval.2020.06.013_bib19","doi-asserted-by":"crossref","first-page":"747","DOI":"10.1177\/0272989X17697692","article-title":"A\u00a0review of methods for analysis of the expected value of information","volume":"37","author":"Heath","year":"2017","journal-title":"Med Decis Making"},{"issue":"1","key":"10.1016\/j.jval.2020.06.013_bib20","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1177\/0272989X19889356","article-title":"Development and calibration of a dynamic HIV transmission model for 6 US cities","volume":"40","author":"Zang","year":"2020","journal-title":"Med Decis Making"},{"key":"10.1016\/j.jval.2020.06.013_bib21","doi-asserted-by":"crossref","first-page":"447","DOI":"10.1097\/QAD.0000000000002455","article-title":"The impact of localized implementation: determining the cost-effectiveness of HIV prevention and care interventions across six United States cities","volume":"34","author":"Krebs","year":"2020","journal-title":"AIDS"},{"issue":"7","key":"10.1016\/j.jval.2020.06.013_bib22","doi-asserted-by":"crossref","first-page":"491","DOI":"10.1016\/S2352-3018(20)30033-3","article-title":"Ending the HIV epidemic in the USA: an economic modelling study in six cities","volume":"7","author":"Nosyk","year":"2020","journal-title":"Lancet HIV"},{"issue":"5","key":"10.1016\/j.jval.2020.06.013_bib23","doi-asserted-by":"crossref","first-page":"765","DOI":"10.1093\/cid\/cix832","article-title":"The cost-effectiveness of HIV testing and treatment engagement initiatives in British Columbia, Canada: 2011-2013","volume":"66","author":"Nosyk","year":"2018","journal-title":"Clin Infectious Dis"},{"key":"10.1016\/j.jval.2020.06.013_bib24","doi-asserted-by":"crossref","first-page":"e303","DOI":"10.1016\/S2352-3018(17)30045-0","article-title":"Relative effects of antiretroviral therapy and harm reduction initiatives on HIV incidence in British Columbia, Canada, 1996-2013: a modelling study","volume":"4","author":"Nosyk","year":"2017","journal-title":"Lancet HIV"},{"key":"10.1016\/j.jval.2020.06.013_bib25","doi-asserted-by":"crossref","first-page":"e393","DOI":"10.1016\/S2352-3018(15)00127-7","article-title":"Cost-effectiveness of population-level expansion of highly active antiretroviral treatment for HIV in British Columbia, Canada: a modelling study","volume":"2","author":"Nosyk","year":"2015","journal-title":"Lancet HIV"},{"key":"10.1016\/j.jval.2020.06.013_bib26","doi-asserted-by":"crossref","first-page":"835","DOI":"10.1016\/j.jval.2012.04.014","article-title":"Model parameter estimation and uncertainty: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force-6","volume":"15","author":"Briggs","year":"2012","journal-title":"Value Health"},{"key":"10.1016\/j.jval.2020.06.013_bib27","doi-asserted-by":"crossref","first-page":"927","DOI":"10.1177\/0272989X15605091","article-title":"Some health states are better than others: using health state rank order to improve probabilistic analyses","volume":"36","author":"Goldhaber-Fiebert","year":"2016","journal-title":"Med Decis Making"},{"key":"10.1016\/j.jval.2020.06.013_bib28","doi-asserted-by":"crossref","first-page":"1070","DOI":"10.1111\/j.1524-4733.2008.00389.x","article-title":"Expected value of perfect information: an empirical example of reducing decision uncertainty by conducting additional research","volume":"11","author":"Oostenbrink","year":"2008","journal-title":"Value Health"},{"key":"10.1016\/j.jval.2020.06.013_bib29","doi-asserted-by":"crossref","first-page":"174","DOI":"10.1177\/0272989X17715627","article-title":"A\u00a0Gaussian approximation approach for value of information analysis","volume":"38","author":"Jalal","year":"2018","journal-title":"Med Decis Making"},{"key":"10.1016\/j.jval.2020.06.013_bib30","first-page":"1","article-title":"Artificial neural network metamodel for sensitivity analysis in a total hip replacement health economic model","author":"Alam","year":"2019","journal-title":"Expert Rev Pharmacoecon Outcomes Res"},{"key":"10.1016\/j.jval.2020.06.013_bib31","doi-asserted-by":"crossref","first-page":"177","DOI":"10.1016\/S0952-1976(03)00043-5","article-title":"Simulation metamodeling through artificial neural networks","volume":"16","author":"Fonseca","year":"2003","journal-title":"Eng Appl Artif Intell"},{"key":"10.1016\/j.jval.2020.06.013_bib32","author":"Wood"},{"key":"10.1016\/j.jval.2020.06.013_bib33","author":"Falbel"},{"key":"10.1016\/j.jval.2020.06.013_bib34","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1016\/S1473-3099(17)30540-6","article-title":"Cost-effectiveness of pre-exposure prophylaxis for HIV prevention in men who have sex with men in the UK: a modelling study and health economic evaluation","volume":"18","author":"Cambiano","year":"2018","journal-title":"Lancet Infect Dis"},{"key":"10.1016\/j.jval.2020.06.013_bib35","doi-asserted-by":"crossref","first-page":"423","DOI":"10.1136\/sextrans-2013-051219","article-title":"The dual impact of antiretroviral therapy and sexual behaviour changes on HIV epidemiologic trends in Uganda: a modelling study","volume":"90","author":"Shafer","year":"2014","journal-title":"Sex Transm Infect"},{"key":"10.1016\/j.jval.2020.06.013_bib36","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1016\/j.epidem.2009.03.001","article-title":"Assessing evidence for behaviour change affecting the course of HIV epidemics: a new mathematical modelling approach and application to data from Zimbabwe","volume":"1","author":"Hallett","year":"2009","journal-title":"Epidemics"},{"key":"10.1016\/j.jval.2020.06.013_bib37","unstructured":"Centers for Disease Control and Prevention. HIV risk, prevention, and testing behaviors - National HIV Behavioral Surveillance System: men who have sex with men, 20 US cities, 20 HIV Special Report 8: Centers for Disease Control and Prevention.\u00a02014."},{"key":"10.1016\/j.jval.2020.06.013_bib38","unstructured":"Centers for Disease Control and Prevention. Public use data file documentation. 2011-2013. National Survey of Family Growth. User\u2019s guide. Hyattsville, MD: Centers for Disease Control and Prevention, National Center for Health Science;\u00a02014."},{"key":"10.1016\/j.jval.2020.06.013_bib39","doi-asserted-by":"crossref","first-page":"S39","DOI":"10.1097\/01.aids.0000172876.74886.86","article-title":"The role of behavioral data in HIV surveillance","volume":"19","author":"Zaba","year":"2005","journal-title":"AIDS"},{"issue":"1","key":"10.1016\/j.jval.2020.06.013_bib40","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1093\/aje\/kwz231","article-title":"Population-level sexual mixing by HIV status and pre-exposure prophylaxis use among men who have sex with men in Montreal, Canada: implications for HIV prevention","volume":"189","author":"Wang","year":"2020","journal-title":"Am J Epidemiol"},{"key":"10.1016\/j.jval.2020.06.013_bib41","first-page":"79","article-title":"Probability based estimation theory for respondent driven sampling","volume":"24","author":"Volz","year":"2008","journal-title":"J\u00a0Off Stat"},{"key":"10.1016\/j.jval.2020.06.013_bib44","series-title":"Behavioral Risk Factor Surveillance System Survey Data","year":"2014"},{"key":"10.1016\/j.jval.2020.06.013_bib46","doi-asserted-by":"crossref","first-page":"e531","DOI":"10.1016\/S2352-3018(19)30148-1","article-title":"Combined estimation of disease progression and retention on antiretroviral therapy among treated individuals with HIV in the USA: a modelling study","volume":"6","author":"Wang","year":"2019","journal-title":"Lancet HIV"},{"key":"10.1016\/j.jval.2020.06.013_bib47","doi-asserted-by":"crossref","first-page":"403","DOI":"10.1177\/0033354917709542","article-title":"Advances in public health surveillance and information dissemination at the Centers for Disease Control and Prevention","volume":"132","author":"Richards","year":"2017","journal-title":"Public Health Rep"},{"key":"10.1016\/j.jval.2020.06.013_bib48","doi-asserted-by":"crossref","first-page":"2012","DOI":"10.1001\/jama.2015.4795","article-title":"Using healthcare data to track and improve public health","volume":"313","author":"Sharfstein","year":"2015","journal-title":"JAMA"},{"issue":"12","key":"10.1016\/j.jval.2020.06.013_bib49","doi-asserted-by":"crossref","first-page":"2199","DOI":"10.1093\/cid\/ciz1018","article-title":"Ending the human immunodeficiency virus epidemic:\u00a0towards an evidence-based approach","volume":"69","author":"Fojo","year":"2019","journal-title":"Clin Infect Dis"}],"container-title":["Value in Health"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1098301520343503?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1098301520343503?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T01:21:15Z","timestamp":1761096075000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1098301520343503"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,12]]},"references-count":46,"journal-issue":{"issue":"12","published-print":{"date-parts":[[2020,12]]}},"alternative-id":["S1098301520343503"],"URL":"https:\/\/doi.org\/10.1016\/j.jval.2020.06.013","relation":{},"ISSN":["1098-3015"],"issn-type":[{"value":"1098-3015","type":"print"}],"subject":[],"published":{"date-parts":[[2020,12]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Prioritizing Additional Data Collection to Reduce Decision Uncertainty in the HIV\/AIDS Response in 6 US Cities: A Value of Information Analysis","name":"articletitle","label":"Article Title"},{"value":"Value in Health","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.jval.2020.06.013","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2020 ISPOR-The Professional Society for Health Economics and Outcomes Research. Published by Elsevier Inc.","name":"copyright","label":"Copyright"}]}}