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Volumn 15, Issue 1, 2015, Pages

Using interviewer random effects to remove selection bias from HIV prevalence estimates Data analysis, statistics and modelling

Author keywords

Heckman Selection Models; HIV Prevalence; Missing Data; Random Effects Estimation; Selection Bias

Indexed keywords

ADOLESCENT; ADULT; ALGORITHM; GHANA; HEALTH SURVEY; HIV INFECTIONS; HUMAN; INTERVIEW; MASS SCREENING; MIDDLE AGED; PREVALENCE; PROCEDURES; SELECTION BIAS; STATISTICAL MODEL; STATISTICS AND NUMERICAL DATA; YOUNG ADULT; ZAMBIA;

EID: 84928994333     PISSN: None     EISSN: 14712288     Source Type: Journal    
DOI: 10.1186/1471-2288-15-8     Document Type: Article
Times cited : (12)

References (40)
  • 1
    • 0345118069 scopus 로고    scopus 로고
    • Estimates of HIV-1 prevalence from national population-based surveys as a new gold standard
    • 14667753 10.1016/S0140-6736(03)14967-7
    • Boerma JT, Ghys PD, Walker N: Estimates of HIV-1 prevalence from national population-based surveys as a new gold standard. Lancet 2003, 362:1929-31. 10.1016/S0140-6736(03)14967-7
    • (2003) Lancet , vol.362 , pp. 1929-1931
    • Boerma, J.T.1    Ghys, P.D.2    Walker, N.3
  • 2
    • 84873030745 scopus 로고    scopus 로고
    • National HIV prevalence estimates for sub-Saharan Africa: Controlling selection bias with Heckman-type selection models
    • 3512441 23172342 10.1136/sextrans-2012-050636
    • Hogan DR, Salomon JA, Canning D, Hammitt JK, Zaslavsky AM, Bärnighausen T: National HIV prevalence estimates for sub-Saharan Africa: controlling selection bias with Heckman-type selection models. Sex Transm Infect 2012,88(Suppl 2):i17-23. 10.1136/sextrans-2012-050636
    • (2012) Sex Transm Infect , vol.88 , pp. 17-23
    • Hogan, D.R.1    Salomon, J.A.2    Canning, D.3    Hammitt, J.K.4    Zaslavsky, A.M.5    Bärnighausen, T.6
  • 3
    • 33746928692 scopus 로고    scopus 로고
    • HIV testing in national population-based surveys: Experience from the Demographic and Health Surveys
    • 2627390 16878227 10.2471/BLT.05.029520
    • Mishra V, Vaessen M, Boerma J, Arnold F, Way A, Barrere B, et al.: HIV testing in national population-based surveys: experience from the Demographic and Health Surveys. Bull World Health Organ 2006, 84:537-45. 10.2471/BLT.05.029520
    • (2006) Bull World Health Organ , vol.84 , pp. 537-545
    • Mishra, V.1    Vaessen, M.2    Boerma, J.3    Arnold, F.4    Way, A.5    Barrere, B.6
  • 4
    • 49049093821 scopus 로고    scopus 로고
    • Non-response bias in estimates of HIV prevalence due to the mobility of absentees in national population-based surveys: A study of nine national surveys
    • 2569192 18647870
    • Marston M, Harriss K, Slaymaker E: Non-response bias in estimates of HIV prevalence due to the mobility of absentees in national population-based surveys: a study of nine national surveys. Sex Transm Infect 2008,84(Suppl 1):i71-7.
    • (2008) Sex Transm Infect , vol.84 , pp. 71-77
    • Marston, M.1    Harriss, K.2    Slaymaker, E.3
  • 5
    • 49049095698 scopus 로고    scopus 로고
    • Evaluation of bias in HIV seroprevalence estimates from national household surveys
    • 2569831 18647869
    • Mishra V, Barrere B, Hong R, Khan S: Evaluation of bias in HIV seroprevalence estimates from national household surveys. Sex Transm Infect 2008,84(Suppl 1):i63-70.
    • (2008) Sex Transm Infect , vol.84 , pp. 63-70
    • Mishra, V.1    Barrere, B.2    Hong, R.3    Khan, S.4
  • 6
    • 84862730934 scopus 로고    scopus 로고
    • HIV status and participation in HIV surveillance in the era of antiretroviral treatment: A study of linked population-based and clinical data in rural South Africa
    • 3443380 22943374 10.1111/j.1365-3156.2012.02928.x
    • Bärnighausen T, Tanser F, Malaza A, Herbst K, Newell M: HIV status and participation in HIV surveillance in the era of antiretroviral treatment: a study of linked population-based and clinical data in rural South Africa. Trop Med Int Health 2012, 17:e103-10. 10.1111/j.1365-3156.2012.02928.x
    • (2012) Trop Med Int Health , vol.17 , pp. 103-110
    • Bärnighausen, T.1    Tanser, F.2    Malaza, A.3    Herbst, K.4    Newell, M.5
  • 7
    • 63449089154 scopus 로고    scopus 로고
    • Refusal bias in HIV prevalence estimates from nationally representative seroprevalence surveys
    • 2695508 19182677 10.1097/QAD.0b013e3283269e13
    • Reniers G, Eaton J: Refusal bias in HIV prevalence estimates from nationally representative seroprevalence surveys. AIDS 2009, 23:621-9. 10.1097/QAD.0b013e3283269e13
    • (2009) AIDS , vol.23 , pp. 621-629
    • Reniers, G.1    Eaton, J.2
  • 8
    • 84872378200 scopus 로고    scopus 로고
    • Underestimation of HIV prevalence in surveys when some people already know their status, and ways to reduce the bias
    • 22842993 10.1097/QAD.0b013e32835848ab
    • Floyd S, Molesworth A, Dube A, Crampin AC, Houben R, Chihana M, et al.: Underestimation of HIV prevalence in surveys when some people already know their status, and ways to reduce the bias. AIDS 2013, 27:233-42. 10.1097/QAD.0b013e32835848ab
    • (2013) AIDS , vol.27 , pp. 233-242
    • Floyd, S.1    Molesworth, A.2    Dube, A.3    Crampin, A.C.4    Houben, R.5    Chihana, M.6
  • 9
    • 77955973591 scopus 로고    scopus 로고
    • Nonresponse in repeat population-based voluntary counseling and testing for HIV in rural Malawi
    • 3000063 20879682 10.1353/dem.0.0115
    • Obare F: Nonresponse in repeat population-based voluntary counseling and testing for HIV in rural Malawi. Demography 2010, 47:651-65. 10.1353/dem.0.0115
    • (2010) Demography , vol.47 , pp. 651-665
    • Obare, F.1
  • 10
    • 84884665020 scopus 로고    scopus 로고
    • Efficient Probit Estimation with Partially Missing Covariates
    • Conniffe D, O'Neill D: Efficient Probit Estimation with Partially Missing Covariates. Adv Econ 2011, 27:209-45.
    • (2011) Adv Econ , vol.27 , pp. 209-245
    • Conniffe, D.1    O'Neill, D.2
  • 11
    • 84901278145 scopus 로고    scopus 로고
    • Using panel data for partial identification of human immunodeficiency virus prevalence when infection status is missing not at random
    • Arpino B, Cao ED, Peracchi F: Using panel data for partial identification of human immunodeficiency virus prevalence when infection status is missing not at random. J R Stat Soc Ser A 2014, 177:587-606. 10.1111/rssa.12027
    • (2014) J R Stat Soc ser A , vol.177 , pp. 587-606
    • Arpino, B.1    Cao, E.D.2    Peracchi, F.3
  • 12
    • 84874255369 scopus 로고    scopus 로고
    • Estimating HIV prevalence from surveys with low individual consent rates: Annealing individual and pooled samples
    • 3649931 23446064 10.1186/1742-7622-10-2
    • Hund L, Pagano M: Estimating HIV prevalence from surveys with low individual consent rates: annealing individual and pooled samples. Emerg Themes Epidemiol 2013, 10:2. 10.1186/1742-7622-10-2
    • (2013) Emerg Themes Epidemiol , vol.10 , pp. 2
    • Hund, L.1    Pagano, M.2
  • 13
    • 0000125534 scopus 로고
    • Sample selection bias as a specification error
    • Heckman JJ: Sample selection bias as a specification error. Econometrica 1979, 47:153-61. 10.2307/1912352
    • (1979) Econometrica , vol.47 , pp. 153-161
    • Heckman, J.J.1
  • 14
    • 0001703017 scopus 로고    scopus 로고
    • Estimating models with sample selection bias: A survey
    • Vella F: Estimating models with sample selection bias: a survey. J Hum Resour 1998, 33:127-69. 10.2307/146317
    • (1998) J Hum Resour , vol.33 , pp. 127-169
    • Vella, F.1
  • 15
    • 78650100087 scopus 로고    scopus 로고
    • Correcting HIV prevalence estimates for survey nonparticipation using Heckman-type selection models
    • 21150352 10.1097/EDE.0b013e3181ffa201
    • Bärnighausen T, Bor J, Wandira-Kazibwe S, Canning D: Correcting HIV prevalence estimates for survey nonparticipation using Heckman-type selection models. Epidemiology 2011, 22:27-35. 10.1097/EDE.0b013e3181ffa201
    • (2011) Epidemiology , vol.22 , pp. 27-35
    • Bärnighausen, T.1    Bor, J.2    Wandira-Kazibwe, S.3    Canning, D.4
  • 16
    • 84902013418 scopus 로고    scopus 로고
    • Refusal bias in the estimation of HIV prevalence
    • 24788481 10.1007/s13524-014-0290-0
    • Janssens W, van der Gaag J, de Wit TFR, Tanović Z: Refusal bias in the estimation of HIV prevalence. Demography 2014, 51:1131-57. 10.1007/s13524-014-0290-0
    • (2014) Demography , vol.51 , pp. 1131-1157
    • Janssens, W.1    Van Der Gaag, J.2    De Wit, T.F.R.3    Tanović, Z.4
  • 17
    • 67651154612 scopus 로고    scopus 로고
    • Implications of the HIV testing protocol for refusal bias in seroprevalence surveys
    • Reniers G, Araya T, Berhane Y, Davey G, Sanders EJ: Implications of the HIV testing protocol for refusal bias in seroprevalence surveys. BMC Public Health 2009, 9:1-9. 10.1186/1471-2458-9-1
    • (2009) BMC Public Health , vol.9 , pp. 1-9
    • Reniers, G.1    Araya, T.2    Berhane, Y.3    Davey, G.4    Sanders, E.J.5
  • 18
    • 84912117996 scopus 로고    scopus 로고
    • Validation, replication, and sensitivity testing of Heckman-type selection models to adjust estimates of HIV prevalence
    • 4234405 25402333 10.1371/journal.pone.0112563
    • Clark SJ, Houle B: Validation, replication, and sensitivity testing of Heckman-type selection models to adjust estimates of HIV prevalence. PLoS One 2014, 9:e112563. 10.1371/journal.pone.0112563
    • (2014) PLoS One , vol.9 , pp. 112563
    • Clark, S.J.1    Houle, B.2
  • 19
    • 40849096076 scopus 로고    scopus 로고
    • Sample selection versus two-part models revisited: The case of female smoking and drinking
    • 18180064 10.1016/j.jhealeco.2007.07.001
    • Madden D: Sample selection versus two-part models revisited: the case of female smoking and drinking. J Health Econ 2008, 27:300-7. 10.1016/j.jhealeco.2007.07.001
    • (2008) J Health Econ , vol.27 , pp. 300-307
    • Madden, D.1
  • 20
    • 84923988299 scopus 로고    scopus 로고
    • Evaluation of Heckman selection model method for correcting estimates of HIV prevalence from sample surveys via realistic simulation
    • University of Washington
    • Clark SJ, Houle B: Evaluation of Heckman selection model method for correcting estimates of HIV prevalence from sample surveys via realistic simulation. In Center for Statistical Social Science, Working Paper No 120. University of Washington; 2012.
    • (2012) Center for Statistical Social Science, Working Paper No 120
    • Clark, S.J.1    Houle, B.2
  • 21
    • 84970301780 scopus 로고
    • Selection bias in linear regression, logit and probit models
    • Dubin JA, Rivers D: Selection bias in linear regression, logit and probit models. Sociol Methods Res 1989, 18:360-90. 10.1177/0049124189018002006
    • (1989) Sociol Methods Res , vol.18 , pp. 360-390
    • Dubin, J.A.1    Rivers, D.2
  • 22
    • 0001454891 scopus 로고
    • The demand for deductibles in private health insurance: A probit model with sample selection
    • Van de Ven WP, Van Praag B: The demand for deductibles in private health insurance: a probit model with sample selection. J Econom 1981, 17:229-52. 10.1016/0304-4076(81)90028-2
    • (1981) J Econom , vol.17 , pp. 229-252
    • Van De Ven, W.P.1    Van Praag, B.2
  • 23
    • 84872122723 scopus 로고    scopus 로고
    • Demographic and health surveys: A profile
    • 23148108 10.1093/ije/dys184
    • Corsi DJ, Neuman M, Finlay JE, Subramanian S: Demographic and health surveys: a profile. Int J Epidemiol 2012, 41:1602-1613. 10.1093/ije/dys184
    • (2012) Int J Epidemiol , vol.41 , pp. 1602-1613
    • Corsi, D.J.1    Neuman, M.2    Finlay, J.E.3    Subramanian, S.4
  • 24
    • 25144451363 scopus 로고    scopus 로고
    • The behaviour of the maximum likelihood estimator of limited dependent variable models in the presence of fixed effects
    • Greene W: The behaviour of the maximum likelihood estimator of limited dependent variable models in the presence of fixed effects. Econom J 2004, 7:98-119. 10.1111/j.1368-423X.2004.00123.x
    • (2004) Econom J , vol.7 , pp. 98-119
    • Greene, W.1
  • 25
    • 0000555876 scopus 로고    scopus 로고
    • Small-sample bias and corrections for conditional maximum-likelihood odds-ratio estimators
    • 12933529 10.1093/biostatistics/1.1.113
    • Greenland S: Small-sample bias and corrections for conditional maximum-likelihood odds-ratio estimators. Biostatistics 2000, 1:113-22. 10.1093/biostatistics/1.1.113
    • (2000) Biostatistics , vol.1 , pp. 113-122
    • Greenland, S.1
  • 26
    • 84866110775 scopus 로고    scopus 로고
    • A practical comparison of the bivariate probit and linear IV estimators
    • Chiburis RC, Das J, Lokshin M: A practical comparison of the bivariate probit and linear IV estimators. Econ Lett 2012, 117:762-6. 10.1016/j.econlet.2012.08.037
    • (2012) Econ Lett , vol.117 , pp. 762-766
    • Chiburis, R.C.1    Das, J.2    Lokshin, M.3
  • 27
    • 21344449270 scopus 로고    scopus 로고
    • Estimating the correlation in censored probit models
    • Butler JS: Estimating the correlation in censored probit models. Rev Econ Stat 1996, 78:356-8. 10.2307/2109940
    • (1996) Rev Econ Stat , vol.78 , pp. 356-358
    • Butler, J.S.1
  • 28
    • 0001658840 scopus 로고    scopus 로고
    • Estimation when a parameter is on a boundary
    • Andrews DW: Estimation when a parameter is on a boundary. Econometrica 1999, 67:1341-83. 10.1111/1468-0262.00082
    • (1999) Econometrica , vol.67 , pp. 1341-1383
    • Andrews, D.W.1
  • 29
    • 0001198502 scopus 로고    scopus 로고
    • Inconsistency of the bootstrap when a parameter is on the boundary of the parameter space
    • Andrews DW: Inconsistency of the bootstrap when a parameter is on the boundary of the parameter space. Econometrica 2000, 68:399-405. 10.1111/1468-0262.00114
    • (2000) Econometrica , vol.68 , pp. 399-405
    • Andrews, D.W.1
  • 30
    • 0002330888 scopus 로고
    • On the pooling of time series and cross section data
    • Mundlak Y: On the pooling of time series and cross section data. Econometrica 1978, 46:69-85. 10.2307/1913646
    • (1978) Econometrica , vol.46 , pp. 69-85
    • Mundlak, Y.1
  • 31
    • 84862686880 scopus 로고
    • Analysis of covariance with qualitative data
    • Chamberlain G: Analysis of covariance with qualitative data. Rev Econ Stud 1980, 47:225-38. 10.2307/2297110
    • (1980) Rev Econ Stud , vol.47 , pp. 225-238
    • Chamberlain, G.1
  • 33
    • 1242345357 scopus 로고    scopus 로고
    • Cluster-sample methods in applied econometrics
    • Wooldridge JM: Cluster-sample methods in applied econometrics. Am Econ Rev 2003, 93:133-8.
    • (2003) Am Econ Rev , vol.93 , pp. 133-138
    • Wooldridge, J.M.1
  • 35
    • 0037438981 scopus 로고    scopus 로고
    • On monte carlo methods for Bayesian inference
    • 1:CAS:528:DC%2BD38XpsFSks7w%3D 10.1016/S0304-3800(02)00299-5
    • Qian SS, Stow CA, Borsuk ME: On monte carlo methods for Bayesian inference. Ecol Model 2003, 159:269-77. 10.1016/S0304-3800(02)00299-5
    • (2003) Ecol Model , vol.159 , pp. 269-277
    • Qian, S.S.1    Stow, C.A.2    Borsuk, M.E.3
  • 36
    • 4344680880 scopus 로고    scopus 로고
    • New information technology systems and a Bayesian hierarchical bivariate probit model for profiling surgeon quality at a large hospital
    • Hall BL, Hamilton BH: New information technology systems and a Bayesian hierarchical bivariate probit model for profiling surgeon quality at a large hospital. Q Rev Econ Finance 2004, 44:410-29. 10.1016/j.qref.2004.05.004
    • (2004) Q Rev Econ Finance , vol.44 , pp. 410-429
    • Hall, B.L.1    Hamilton, B.H.2
  • 38
    • 77957883704 scopus 로고    scopus 로고
    • Adjusting HIV prevalence for survey non-response using mortality rates: An application of the method using surveillance data from rural South Africa
    • 2928261 20811499 10.1371/journal.pone.0012370
    • Nyirenda M, Zaba B, Bärnighausen T, Hosegood V, Newell M-L: Adjusting HIV prevalence for survey non-response using mortality rates: an application of the method using surveillance data from rural South Africa. PLoS One 2010, 5:e12370. 10.1371/journal.pone.0012370
    • (2010) PLoS One , vol.5 , pp. 12370
    • Nyirenda, M.1    Zaba, B.2    Bärnighausen, T.3    Hosegood, V.4    Newell, M.-L.5
  • 39
    • 43049104038 scopus 로고    scopus 로고
    • Censored probit estimation with correlation near the boundary: A useful reparameterization
    • Pre-publication history
    • Terza JV, Tsai W: Censored probit estimation with correlation near the boundary: a useful reparameterization. Rev Appl Econ 2006, 2:1-12.
    • (2006) Rev Appl Econ , vol.2 , pp. 1-12
    • Terza, J.V.1    Tsai, W.2


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