| Literature DB >> 25946932 |
Varun Sharma1, Niranjan Saggurti, Shalini Bharat.
Abstract
Mobility among Female Sex Workers (FSWs) interrupts their demand for, and utilization of, health services under any intervention. Various strategic interventions are meant to provide access to care and reduce the incidence of HIV and other STIs among FSWs. This paper applies a bivariate probit regression analysis to explain the probability of mobile FSWs being reached by the system and being exposed to interventions jointly with a wide variety of characteristics of mobile FSWs in India. The data used are based on a cross-section survey among 5,498 mobile FSWs in 22 districts of four high HIV prevalence states in southern India. A majority of mobile FSWs (59%) were street-based and about 70 percent of them were members of SW organization and nearly half (46%) were highly mobile. The majority of them (90%) had been contacted by outreach workers from any system in the last two years in their current location and 94 percent were exposed to interventions in terms of getting free or subsidized condoms. Bivariate probit analysis revealed that comprehensive interventions are able to reach more vulnerable mobile FSWs effectively, e.g. new entrants, highly mobile, reported STIs, tested for HIV ever and serving a high volume of clients. The results complement the efforts of government and other agencies in response to HIV. However, the results highlight that specific issues related to various subgroups of this highly vulnerable population remain unaddressed calling for tailoring the response to the specific needs of the sub-groups.Entities:
Mesh:
Year: 2015 PMID: 25946932 PMCID: PMC4802063 DOI: 10.5539/gjhs.v7n4p83
Source DB: PubMed Journal: Glob J Health Sci ISSN: 1916-9736
Summary statistics of variables used
| Description of variables | Frequency [n=5498] | Percentage of n |
|---|---|---|
| System reach | 4,992 | 90.8 |
| Exposure to interventions | 5,169 | 94.0 |
| Typology of sex workers | ||
| Street based FSWs (SBS) | 3,221 | 58.6 |
| Home based FSWs (HBS) | 1,095 | 19.9 |
| Brothel based FSWs (BBS) | 1,182 | 21.5 |
| Educational status | ||
| Non-literate | 1,893 | 34.4 |
| Up to primary | 1,817 | 33.0 |
| Above primary | 1,788 | 32.5 |
| Duration into sex work | ||
| New entrants [FSWs in sex work less than equal to 2 years] | 1,104 | 20.1 |
| FSWs who have ever been tested for HIV infection | 4,475 | 81.4 |
| Living arrangements[ | ||
| FSWs living alone | 667 | 12.1 |
| FSWs living with family or any other relative | 3,568 | 64.9 |
| FSWs living with other co-sex workers or pimps | 1,252 | 22.8 |
| FSWs member of any organization | 3,917 | 71.2 |
| Highly mobile FSWs [Had moved more than 4 places in the last two years] | 2,499 | 45.5 |
| Young FSWs [FSWs less than equal to 25 years] | 1,321 | 24.0 |
| Had any STI symptom in the last six months | 3,922 | 71.3 |
| Serving high volume of clients in the last week worked [More than 10 clients in the last week worked] | 3,445 | 62.7 |
11 respondents did not answer about their living arrangement.
Characteristics of mobile SWs not reached by the system and not exposed to interventions
| Characteristics | Those who were not reached by the system [n=506] | Those who were not exposed to any intervention [n=329] | ||
|---|---|---|---|---|
| Age categories | ||||
| 15-19 | 1 | (0.2) | 4 | (1.22) |
| 20-24 | 60 | (11.86) | 50 | (15.2) |
| 25-29 | 210 | (41.5) | 149 | (45.29) |
| 30-34 | 129 | (25.49) | 75 | (22.8) |
| 35-39 | 59 | (11.66) | 33 | (10.03) |
| 40+ | 47 | (9.29) | 18 | (5.47) |
| Educational status | ||||
| Non-literate | 174 | (34.39) | 142 | (43.16) |
| Primary | 160 | (31.62) | 100 | (30.4) |
| Above Primary | 172 | (33.99) | 87 | (26.44) |
| Typology of sex workers | ||||
| BBS | 50 | (9.88) | 72 | (21.88) |
| SBS | 404 | (79.84) | 229 | (69.6) |
| HBS | 52 | (10.28) | 28 | (8.51) |
| Mobility | ||||
| Less mobile [<=4 places] | 310 | (61.26) | 236 | (71.73) |
| High mobile [>4 places] | 196 | (38.74) | 93 | (28.27) |
| Membership of any organization | ||||
| No membership | 441 | (87.15) | 295 | (89.67) |
| Membership | 65 | (12.85) | 34 | (10.33) |
| Caste status[ | ||||
| Schedule caste | 79 | (21.01) | 50 | (29.94) |
| Schedule tribe | 38 | (10.11) | 26 | (15.57) |
| Other backward class | 166 | (44.15) | 63 | (37.72) |
| Others | 93 | (24.73) | 28 | (16.77) |
| Duration into sex work | ||||
| Others [>2 years] | 405 | (80.04) | 267 | (81.16) |
| New entrants [<=2 years] | 101 | (19.96) | 62 | (18.84) |
Few SWs did not respond to their caste status, figures in bracket are percentage, BBS: Brothel based sex workers, SBS: Street based sex workers, HBS: Home based sex workers
Bivariate probit regression results
| Number of observations = 5487 | ||||||
|---|---|---|---|---|---|---|
| log likelihood ratio= -2005.4115 | prob>chi2 = 0.000 | |||||
| Variables | Coefficient | Robust Std. Err. | z | p>|z| | [95% CI] | |
| Young FSW | 0.016 | 0.072 | 0.230 | 0.821 | [-0.124 ― 0.157] | |
| Typology of SWs | ||||||
| SBS | -0.729 | 0.096 | -7.630 | 0.000 | [-0.916 ― -0.542] | |
| HBS | -0.320 | 0.124 | -2.570 | 0.010 | [-0.563 ― -0.076] | |
| Educational status | ||||||
| Up to primary | 0.020 | 0.072 | 0.280 | 0.779 | [-0.121 ― 0.161] | |
| Above primary | -0.051 | 0.070 | -0.720 | 0.473 | [-0.189 ― 0.087] | |
| New entrants | 0.192 | 0.078 | 2.460 | 0.014 | [0.039 ― 0.345] | |
| Ever tested for HIV | 0.213 | 0.069 | 3.110 | 0.002 | [0.079 ― 0.347] | |
| Living arrangements | ||||||
| Living alone | -0.192 | 0.106 | -1.820 | 0.069 | [-0.400 ― 0.015] | |
| Living with family or other relatives | 0.032 | 0.076 | 0.420 | 0.672 | [-0.116 ― 0.180] | |
| Member of any organization | 1.565 | 0.065 | 24.250 | 0.000 | [1.439 ― 1.692] | |
| High mobility | 0.143 | 0.061 | 2.350 | 0.019 | [0.024 ― 0.263] | |
| Had STI symptoms | 0.314 | 0.060 | 5.230 | 0.000 | [0.196 ― 0.432] | |
| High inflow of clients | 0.282 | 0.063 | 4.460 | 0.000 | [0.158 ― 0.407] | |
| Constant | 0.509 | 0.143 | 3.570 | 0.000 | [0.230 ― 0.789] | |
| Young FSW | -0.011 | 0.079 | -0.140 | 0.889 | [-0.167 ― 0.144] | |
| Typology of SWs | ||||||
| SBS | -0.335 | 0.096 | -3.480 | 0.001 | [-0.523 ― -0.146] | |
| HBS | -0.017 | 0.134 | -0.130 | 0.900 | [-0.280 ― 0.246] | |
| Educational status | ||||||
| Up to primary | 0.163 | 0.077 | 2.130 | 0.033 | [0.013 ― 0.314] | |
| Above primary | 0.129 | 0.084 | 1.550 | 0.122 | [-0.035 ― 0.293] | |
| New entrants | 0.327 | 0.094 | 3.490 | 0.000 | [0.143 ― 0.511] | |
| Ever tested for HIV | 0.354 | 0.081 | 4.380 | 0.000 | [0.195 ― 0.512] | |
| Living arrangements | ||||||
| Living alone | -0.054 | 0.105 | -0.510 | 0.608 | [-0.260 ― 0.152] | |
| Living with family or other relatives | 0.487 | 0.083 | 5.850 | 0.000 | [0.324 ― 0.650] | |
| Membership of organization | 1.411 | 0.080 | 17.690 | 0.000 | [1.255 ― 1.568] | |
| High mobility[ | 0.302 | 0.073 | 4.120 | 0.000 | [0.158 ― 0.445] | |
| Had STI symptoms | -0.096 | 0.072 | -1.330 | 0.182 | [-0.238 ― 0.045] | |
| High inflow of clients[ | -0.093 | 0.078 | -1.190 | 0.234 | [-0.246 ― 0.060] | |
| Constant | 0.498 | 0.137 | 3.630 | 0.000 | [0.229 ― 0.768] | |
| /athrho | 0.497 | 0.051 | 9.810 | 0.000 | [0.398 ― 0.597] | |
| Rho (ρ) | 0.460 | 0.040 | 0.378 | 0.535 | ||
| Wald test of rho=0: chi2(1) = 96.284 Prob > chi2 = 0.000 | ||||||
Sig @ 99%,
Sig @ 95%,
Sig @ 90%, BBS: Brothel based sex workers; SBS: Street based sex workers; HBS: Home based sex workers; CI: Confidence interval;
High mobility: those who had moved to more than 4 places in the last two years for sex;
High inflow of clients: those who had served more than 10 clients in the last week of work.
Outcome variables and predicted probabilities from bivariate probit regression
| Variable | Obs. | Mean | Std. Dev. | Min | Max |
|---|---|---|---|---|---|
| System reach | 5498 | 0.908 | 0.289 | 0.0000 | 1.0000 |
| Exposure to intervention | 5498 | 0.940 | 0.237 | 0.0000 | 1.0000 |
| Predicted probability of system reach | 5487 | 0.909 | 0.136 | 0.3747 | 0.9995 |
| Predicted probability of exposure to interventions | 5487 | 0.941 | 0.094 | 0.4639 | 0.9998 |
| Joint predicted probability of system reach with exposure to the intervention | 5487 | 0.877 | 0.168 | 0.3232 | 0.9991 |
| Joint predicted probability of system reach and not exposed to interventions | 5487 | 0.031 | 0.048 | 0.0002 | 0.2927 |
| Joint predicted probability of no system reach and exposure to interventions | 5487 | 0.063 | 0.093 | 0.0005 | 0.4235 |
| Joint predicted probability of no system reach and no exposure to interventions | 5487 | 0.028 | 0.051 | 0.0000 | 0.3068 |
The marginal probabilities that y1 (system reach) = 1 and y2 (exposure to interventions) = 1 are, 0.909 and 0.941, respectively, very close to the sample frequencies (0.908 and 0.940 respectively).