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Srinor W, Tanpradech S, Thiengtham P, Karuchit S, Naksuk C, Yingyong T, Naiwatanakul T, Northbrook S, Hladik W. Web-Based Respondent-Driven Sampling to Assess Biobehavioral Factors Among Men Who Have Sex With Men in Thailand: Cross-Sectional Study. JMIR Public Health Surveill 2024; 10:e58076. [PMID: 39641651 PMCID: PMC11639414 DOI: 10.2196/58076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Revised: 08/24/2024] [Accepted: 09/19/2024] [Indexed: 12/07/2024] Open
Abstract
Background Respondent-driven sampling (RDS) is the current standard for sampling key populations at risk for HIV infections but is usually limited to local implementation in single towns or cities. Web-based sampling eliminates this spatial constraint but often relies on self-selected convenience samples. We piloted a web-based RDS survey with biomarker collection among men who have sex with men (MSM) in Thailand. Objective This study aimed to evaluate and demonstrate the feasibility of implementing a web-based RDS survey as a routine surveillance system in Thailand. The goal was to enhance surveillance efforts targeting hard-to-reach populations in the country. Methods We developed a website to fully function like a conventional RDS survey office, including coupon verification, eligibility screening, consenting, interviewing (self-administered), peer recruitment training, coupon issuance, compensation, and recruitment tracking. All functions were automated; data managers monitored recruitment, data collection, and payment and could be contacted by recruits as needed. Eligible participants were male, older than 15 years, resided in Thailand, and had anal sex with a man in the past 6 months. Recruits who resided in Bangkok were additionally invited to physically attend a participating health clinic of their choice for an HIV-related blood draw. Data were weighted to account for the complex sampling design. Results The survey was implemented from February to June 2022; seeds (21 at start, 14 added later) were identified mostly through targeted web-based banner ads; coupon uptake was 45.1%. Of 2578 candidate recruits screened for eligibility, 2151 (83.4%) were eligible and 2142 (83.1%) enrolled. Almost all (2067/2578, 80.2%) completed the questionnaire; however, 318 survey records were removed from analysis as fraudulent enrollments. The final sample size was 1749, the maximum number of waves achieved was 191, and sampling covered all 6 geographic regions and 75 of 77 (97.4%) provinces; convergence was reached for several salient variables. The mean age was 20.5 (SD 4.0) years, and most (69.8%) had never tested for HIV before, with fear of stigma as the biggest reason (97.1%) for not having tested. Most (76.9%) had visited gay-focused physical venues several times a week. A condom was used in 97.6% of the last sex acts, 11.0% had purchased sex from other men (past 12 mo), 4.5% had sold sex to men (past 12 mo), and 95.3% had 3+ male sex partners (last 3 mo). No participant in Bangkok presented for a blood draw. Conclusions We successfully conducted a web-based RDS survey among MSM in Thailand, covering nearly the entire country, although, as in physical RDS surveys, sampling was dominated by younger MSM. The survey also failed to collect biomarkers in Bangkok. Public health interventions should aim at increasing testing and addressing (the perception of) stigma.
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Affiliation(s)
- Watcharapol Srinor
- Division of Epidemiology, Department of Disease Control, Ministry of Public Health, DDC 10 Building, Tiwanon Road, Mueang, Nonthaburi, 11000, Thailand, 66 877711666
| | - Suvimon Tanpradech
- Division of Global HIV & TB, U.S. Centers for Disease Control and Prevention, Nonthaburi, Thailand
| | - Panupit Thiengtham
- Division of Epidemiology, Department of Disease Control, Ministry of Public Health, DDC 10 Building, Tiwanon Road, Mueang, Nonthaburi, 11000, Thailand, 66 877711666
| | - Samart Karuchit
- Informatics Section, Business Services Office, U.S. Centers for Disease Control and Prevention, Nonthaburi, Thailand
| | - Charif Naksuk
- Division of Epidemiology, Department of Disease Control, Ministry of Public Health, DDC 10 Building, Tiwanon Road, Mueang, Nonthaburi, 11000, Thailand, 66 877711666
| | - Thitipong Yingyong
- Division of Epidemiology, Department of Disease Control, Ministry of Public Health, DDC 10 Building, Tiwanon Road, Mueang, Nonthaburi, 11000, Thailand, 66 877711666
| | - Thananda Naiwatanakul
- Division of Global HIV & TB, U.S. Centers for Disease Control and Prevention, Nonthaburi, Thailand
| | - Sanny Northbrook
- Division of Global HIV & TB, U.S. Centers for Disease Control and Prevention, Nonthaburi, Thailand
| | - Wolfgang Hladik
- Division of Global HIV & TB, U.S. Centers for Disease Control and Prevention, Atlanta, GA, United States
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Karuchit S, Thiengtham P, Tanpradech S, Srinor W, Yingyong T, Naiwatanakul T, Northbrook S, Hladik W. A Web-Based, Respondent-Driven Sampling Survey Among Men Who Have Sex With Men (Kai Noi): Description of Methods and Characteristics. JMIR Form Res 2024; 8:e50812. [PMID: 38767946 PMCID: PMC11148518 DOI: 10.2196/50812] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Revised: 02/01/2024] [Accepted: 04/11/2024] [Indexed: 05/22/2024] Open
Abstract
BACKGROUND Thailand's HIV epidemic is heavily concentrated among men who have sex with men (MSM), and surveillance efforts are mostly based on case surveillance and local biobehavioral surveys. OBJECTIVE We piloted Kai Noi, a web-based respondent-driven sampling (RDS) survey among MSM. METHODS We developed an application coded in PHP that facilitated all procedures and events typically used in an RDS office for use on the web, including e-coupon validation, eligibility screening, consent, interview, peer recruitment, e-coupon issuance, and compensation. All procedures were automated and e-coupon ID numbers were randomly generated. Participants' phone numbers were the principal means to detect and prevent duplicate enrollment. Sampling took place across Thailand; residents of Bangkok were also invited to attend 1 of 10 clinics for an HIV-related blood draw with additional compensation. RESULTS Sampling took place from February to June 2022; seeds (21 at the start, 14 added later) were identified through banner ads, micromessaging, and in online chat rooms. Sampling reached all 6 regions and almost all provinces. Fraudulent (duplicate) enrollment using "borrowed" phone numbers was identified and led to the detection and invalidation of 318 survey records. A further 106 participants did not pass an attention filter question (asking recruits to select a specific categorical response) and were excluded from data analysis, leading to a final data set of 1643 valid participants. Only one record showed signs of straightlining (identical adjacent responses). None of the Bangkok respondents presented for a blood draw. CONCLUSIONS We successfully developed an application to implement web-based RDS among MSM across Thailand. Measures to minimize, detect, and eliminate fraudulent survey enrollment are imperative in web-based surveys offering compensation. Efforts to improve biomarker uptake are needed to fully tap the potential of web-based sampling and data collection.
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Affiliation(s)
- Samart Karuchit
- Informatics Section, Business Services Office, US Centers for Disease Control and Prevention, Nonthaburi, Thailand
| | - Panupit Thiengtham
- Division of Epidemiology, Department of Disease Control, Ministry of Public Health, Nonthaburi, Thailand
| | - Suvimon Tanpradech
- Division of Global HIV & TB, US Centers for Disease Control and Prevention, Nonthaburi, Thailand
| | - Watcharapol Srinor
- Division of Epidemiology, Department of Disease Control, Ministry of Public Health, Nonthaburi, Thailand
| | - Thitipong Yingyong
- Division of Epidemiology, Department of Disease Control, Ministry of Public Health, Nonthaburi, Thailand
| | - Thananda Naiwatanakul
- Division of Global HIV & TB, US Centers for Disease Control and Prevention, Nonthaburi, Thailand
| | - Sanny Northbrook
- Division of Global HIV & TB, US Centers for Disease Control and Prevention, Nonthaburi, Thailand
| | - Wolfgang Hladik
- Division of Global HIV & TB, US Centers for Disease Control and Prevention, Atlanta, GA, United States
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Pham PN, Johnston LG, Keegan K, Wei C, Vinck P. Innovative Strategies for Remotely Sampling Hard-to-Reach Populations: Assessing Phone Versus Internet Respondent-Driven Sampling Approaches Among Venezuelan Refugees and Migrants in Colombia. Am J Epidemiol 2023; 192:1613-1623. [PMID: 37194729 PMCID: PMC10558185 DOI: 10.1093/aje/kwad116] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Revised: 11/10/2022] [Accepted: 05/10/2023] [Indexed: 05/18/2023] Open
Abstract
It is challenging to quantitatively measure the health vulnerability and risk factors of refugees and migrants residing outside of formal settlement settings. For hard-to-reach populations without available sampling frames, researchers have increasingly turned to novel sampling and statistical methods, like respondent-driven sampling (RDS). "Standard" RDS is typically conducted face-to-face at fixed sites. However, during the coronavirus disease 2019 (COVID-19) pandemic, face-to-face survey methods and recruitment approaches posed high potential risk of virus transmission and infection, making remote RDS approaches optimal. In this paper, we explore the feasibility of implementing telephone and Internet RDS strategies to assess challenges faced by Venezuelan refugees and migrants in the city of Bogotá, Colombia's capital, and the department of Norte de Santander, the main Venezuelan-Colombian border crossing site. We describe RDS assumptions, survey design, formative research, and the implementation of both strategies and present diagnostics for determining whether assumptions are met. Phone-based recruitment strategies in both locations and the Internet strategy in Bogotá achieved their calculated sample size; however, the Internet strategy in Norte de Santander did not. Most RDS assumptions were sufficiently met at sites where sample sizes were reached. These surveys provide valuable lessons for implementing innovative remote strategies with which to study hard-to-reach populations such as refugees and migrants.
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Affiliation(s)
- Phuong N Pham
- Correspondence to Dr. Phuong N. Pham, Department of Emergency Medicine, Harvard Medical School, Harvard University, 14 Story Street, 2nd Floor, Cambridge, MA 02139 (e-mail: )
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McGowan CR, Alhaffar M, Ekoriko P, Al-Refai S, Badr J, Bell L, Checchi F. Adult mortality patterns in Yemen before and during armed conflict: evidence from a web survey of the global diaspora. Confl Health 2023; 17:36. [PMID: 37563626 PMCID: PMC10413691 DOI: 10.1186/s13031-023-00535-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Accepted: 07/31/2023] [Indexed: 08/12/2023] Open
Abstract
BACKGROUND The ongoing war in Yemen has created a severe and protracted crisis that has left nearly three-quarters of the population in need of urgent humanitarian assistance. Despite eight years of conflict there exist few robust estimates of how the conflict (and the conflict combined with the COVID-19 pandemic) have affected mortality in Yemen. As the security situation has limited access to affected populations we have designed a novel alternative to local mortality surveys. METHODS We used a web-based, respondent-driven sampling method to disseminate a mortality survey amongst the global Yemeni diaspora. We used Cox proportional hazards survival models to estimate the association between the exposure (i.e. between the pre-conflict, conflict, and conflict/pandemic periods) and mortality risk, adjusted for gender and birth cohort. RESULTS Eighty-nine eligible respondents completed the survey. Respondents provided data on the status of 1704 individuals of whom 85 (5%) had died; of these 65 (3.8%) were reported to have died in Yemen. An analysis of survivorship of respondents' parents after their 50th birthday (adjusted for gender and birth cohort) provided weak evidence that the war and pandemic periods were associated with higher mortality when compared to the pre-war period. Analysis of the subset of individuals who died in Yemen also suggested an increased, but non-significant hazard of dying during the war/pandemic period: this association tended towards significance when allowing for varying degrees of out-migration from Yemen across the cohort. The number of deaths amongst respondents' siblings and children under five in Yemen were too low to allow meaningful analysis. CONCLUSIONS Our data suggest increased mortality during the war/pandemic period, compared to the pre-war period, among older Yemeni adults. However, our findings require careful interpretation as our study design cannot establish causation, and as our small and non-representative sample appeared skewed towards higher-income, urban communities. Surveys of diaspora populations offer a promising means of describing mortality patterns in crisis-affected populations; though, large numbers of respondents are likely required to achieve accurate mortality estimates and to adjust for selection bias.
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Affiliation(s)
- Catherine R McGowan
- Department of Infectious Disease Epidemiology, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK.
| | - Mervat Alhaffar
- Department of Infectious Disease Epidemiology, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
- Syria Research Group, London School of Hygiene & Tropical Medicine and National University of Singapore School of Public Health, London, UK
| | - Promise Ekoriko
- Department of Infectious Disease Epidemiology, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
- Information Technology Services, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
| | | | - Jamal Badr
- Het Grote Midden Oosten Platform [The Greater Middle East Platform], The Hague, Netherlands
| | - Lucy Bell
- Department of Infectious Disease Epidemiology, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
| | - Francesco Checchi
- Department of Infectious Disease Epidemiology, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
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McGowan CR, Ekoriko P, Alhaffar M, Cassidy-Seyoum S, Whitbread S, Rogers P, Bell L, Checchi F. Design and implementation of a web-based, respondent-driven sampling solution. BMC Med Inform Decis Mak 2023; 23:113. [PMID: 37407971 PMCID: PMC10320937 DOI: 10.1186/s12911-023-02217-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Accepted: 06/26/2023] [Indexed: 07/07/2023] Open
Abstract
BACKGROUND Respondent-driven sampling (RDS) refers both to a chain-referral sampling method and an analytical model for analysing sampled data. Web-based respondent-driven sampling (webRDS) uses internet-based recruitment coupled with an electronic survey to carry out RDS studies; there is currently no commercially available webRDS solution. We designed and developed a webRDS solution to support a research study aimed at estimating conflict-attributable mortality in Yemen. Our webRDS solution is composed of an existing survey platform (i.e. ODK) and a bespoke RDS system. The RDS system is designed to administer and manage an RDS survey cascade and includes: (1) an application programming interface, (2) a study participant client, and (3) an administrator interface. We report here on the design of the webRDS solution and its implementation. RESULTS We consulted members of the Yemeni diaspora throughout the development of the solution. Technical obstacles were largely the result of: WhatsApp's policies on bulk messaging and automated messaging behaviour, the inherent constraints of SMS messaging, and SMS filtering behaviour. Language support was straight-forward yet time consuming. Survey uptake was lower than expected. Factors which may have impacted uptake include: our use of consumable survey links, low interest amongst the diaspora population, lack of material incentives, and the length and subject matter of the survey itself. The SMS/WhatsApp messaging integration was relatively complex and limited the information we could send potential participants. CONCLUSION Despite lower-than expected survey uptake we believe our webRDS solution provides efficient and flexible means to survey a globally diverse population.
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Affiliation(s)
- Catherine R McGowan
- Department of Infectious Disease Epidemiology and International Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK.
| | - Promise Ekoriko
- Department of Infectious Disease Epidemiology and International Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
- Information Technology Services, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
| | - Mervat Alhaffar
- Department of Infectious Disease Epidemiology and International Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
| | - Sarah Cassidy-Seyoum
- Department of Infectious Disease Epidemiology and International Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
| | - Steven Whitbread
- Information Technology Services, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
| | - Phil Rogers
- Information Technology Services, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
| | - Lucy Bell
- Department of Infectious Disease Epidemiology and International Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
| | - Francesco Checchi
- Department of Infectious Disease Epidemiology and International Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel Street, London, WC1E 7HT, UK
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Diexer S, Teslya A, Buskens V, Matser A, Stein M, Kretzschmar ME. Improving web-based respondent-driven sampling performance among men who have sex with men in the Netherlands. PLOS DIGITAL HEALTH 2023; 2:e0000192. [PMID: 36812647 PMCID: PMC9931300 DOI: 10.1371/journal.pdig.0000192] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Accepted: 01/04/2023] [Indexed: 02/11/2023]
Abstract
Respondent-driven sampling (RDS) uses the social network of participants to sample people of populations that can be challenging to engage. While in this context RDS offers improvements on standard sampling methods, it does not always generate a sufficiently large sample. In this study we aimed to identify preferences of men who have sex with men (MSM) in the Netherlands regarding surveys and recruitment to studies with the subsequent goal of improving the performance of web-based RDS in MSM. A questionnaire about preferences with respect to various aspects of an web-based RDS study was circulated among participants of the Amsterdam Cohort Studies, a study among MSM. The duration of a survey and the type and amount of participation reward were explored. Participants were also asked about their preferences regarding invitation and recruitment methods. We used multi-level and rank-ordered logistic regression to analyze the data and identify the preferences. The majority of the 98 participants were older than 45 years (59.2%), were born in the Netherlands (84.7%), and had a university degree (77.6%). Participants did not have a preference regarding the type of participation reward, but they preferred to spend less time on a survey and to get a higher monetary reward. Sending a personal email was the preferred option to getting invited or inviting someone to a study, while using Facebook messenger was the least preferred option. There are differences between age groups: monetary rewards were less important to older participants (45+) and younger participants (18-34) more often preferred SMS/WhatsApp to recruit others. When designing a web-based RDS study for MSM, it is important to balance the duration of the survey and the monetary reward. If the study takes more of a participants time, it might be beneficial to provide a higher incentive. To optimize expected participation, the recruitment method should be selected based on the targeted population group.
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Affiliation(s)
- Sophie Diexer
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Alexandra Teslya
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Vincent Buskens
- Department of Sociology, Utrecht University, Utrecht, The Netherlands
| | - Amy Matser
- Department of Infectious Diseases, Public Health Service (GGD) of Amsterdam, Amsterdam, The Netherlands
- Department of Internal Medicine, Amsterdam Institute for Infection and Immunity, Amsterdam UMC, Academic Medical Center, Amsterdam, The Netherlands
| | - Mart Stein
- National Coordination Centre for Communicable Disease Control, Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Mirjam E. Kretzschmar
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
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Sosenko FL, Bramley G. Smartphone-based Respondent Driven Sampling (RDS): A methodological advance in surveying small or ‘hard-to-reach’ populations. PLoS One 2022; 17:e0270673. [PMID: 35862382 PMCID: PMC9302716 DOI: 10.1371/journal.pone.0270673] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Accepted: 06/13/2022] [Indexed: 11/24/2022] Open
Abstract
Producing statistically robust profiles of small or ‘hard-to-reach’ populations has always been a challenge for researchers. Since surveying the wider population in order to capture a large enough sample of cases is usually too costly or impractical, researchers have been opting for ‘snowballing’ or ‘time-location sampling’. The former does not allow for claims to representativeness, and the latter struggles with under-coverage and estimating confidence intervals. Respondent Driven Sampling (RDS) is a method that combines snowballing sampling with an analytical algorithm that corrects for biases that arise in snowballing. For all its advantages, a major weakness of RDS has been around data collection. Traditionally done on-site, the process is costly and lengthy. When done online, it is cheaper and faster but under a serious threat from fraud, compromising data quality and validity of findings. This paper describes a real-life application of a RDS data collection system that maximizes fraud prevention while still benefiting from low cost and speedy data collection.
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Affiliation(s)
| | - Glen Bramley
- Heriot-Watt University, Edinburgh, United Kingdom
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Inghels M, Kouassi AK, Niangoran S, Bekelynck A, Carilon S, Sika L, Koné M, Danel C, Degrées du Loû A, Larmarange J. Preferences and access to community-based HIV testing sites among men who have sex with men (MSM) in Côte d'Ivoire. BMJ Open 2022; 12:e052536. [PMID: 35760538 PMCID: PMC9237902 DOI: 10.1136/bmjopen-2021-052536] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
OBJECTIVE Measuring access and preferences to Men who have Sex with Men focused community-based HIV testing sites (MSM-CBTS) in Côte d'Ivoire. DESIGN A respondent-driven sampling telephone survey. SETTING National survey conducted in 2018 in Côte d'Ivoire. PARTICIPANTS 518 MSM aged over 18 years old. PRIMARY AND SECONDARY OUTCOME MEASURES Knowledge, practices, satisfaction and preferences regarding MSM-CBTS. Factors associated with MSM-CTBS access or knowledge and with HIV testing venue preferences were examined. RESULTS Only half of the respondents (47%) reported knowing of an MSM-CBTS. Of these, 79% had already attended one. Both knowing of and ever visiting an MSM-CBTS were significantly associated with a higher number of HIV tests performed in the past 12 months and having disclosed sexual orientation to one family member.In terms of preferences, 37% of respondents said they preferred undifferentiated HIV testing sites (ie, 'all patients' HIV testing sites), 34% preferred MSM-CBTS and 29% had no preference.Those who reported being sexually attracted to women, being bisexual and those who did not know an MSM non-governmental organisation were less likely to prefer MSM-CBTS. MSM who preferred undifferentiated HIV testing sites mentioned the lack of discretion and anonymity of community-based sites and the desire to avoid the gaze of others. CONCLUSION Community-based HIV testing is well suited for MSM who identify as homosexual and those close to the MSM community, while maintaining undifferentiated HIV testing is essential for others. Both types of activities need to be maintained and developed. Healthcare professionals in undifferentiated HIV testing sites need to be properly trained in the non-judgemental reception of MSM.
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Affiliation(s)
- Maxime Inghels
- Lincoln International Institute for Rural Health, University of Lincoln, Lincoln, UK
- Centre Population et Développement, Université Paris Cité, Institut de Recherche pour le Développement, Inserm, Paris, France
| | - Arsène Kra Kouassi
- Centre Population et Développement, Université Paris Cité, Institut de Recherche pour le Développement, Inserm, Paris, France
| | | | - Anne Bekelynck
- Centre Population et Développement, Université Paris Cité, Institut de Recherche pour le Développement, Inserm, Paris, France
- Programme PAC-CI, Abidjan, Côte d'Ivoire
| | - Séverine Carilon
- Centre Population et Développement, Université Paris Cité, Institut de Recherche pour le Développement, Inserm, Paris, France
| | - Lazare Sika
- Ecole Nationale Supérieure de Statistique et d'Economie Appliquée d'Abidjan, Abidjan, Côte d'Ivoire
| | - Mariatou Koné
- Institut d'Ethno-Sociologie, Université Félix-Houphouët-Boigny, Abidjan, Côte d'Ivoire
| | - Christine Danel
- Programme PAC-CI, Abidjan, Côte d'Ivoire
- Bordeaux Population Health, Université de Bordeaux, Inserm, Bordeaux, France
| | - Annabel Degrées du Loû
- Centre Population et Développement, Université Paris Cité, Institut de Recherche pour le Développement, Inserm, Paris, France
| | - Joseph Larmarange
- Centre Population et Développement, Université Paris Cité, Institut de Recherche pour le Développement, Inserm, Paris, France
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Xu C, Jing F, Lu Y, Ni Y, Tucker J, Wu D, Zhou Y, Ong J, Zhang Q, Tang W. Summarizing methods for estimating population size for key populations: a global scoping review for human immunodeficiency virus research. AIDS Res Ther 2022; 19:9. [PMID: 35183203 PMCID: PMC8858560 DOI: 10.1186/s12981-022-00434-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Accepted: 02/04/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Estimating the population sizes of key populations(people who inject drugs, men who have sex with men, transgender persons, and commercial sex workers) is critical for understanding the overall Human Immunodeficiency Virus burden. This scoping review aims to synthesize existing methods for population size estimation among key populations, and provide recommendations for future application of the existing methods. METHODS Relevant studies published from 1st January 2000 to 4th August 2020 and related to key population size estimation were retrieved and 120 of 688 studies were assessed. After reading the full texts, 81 studies were further excluded. Therefore, 39 studies were included in this scoping review. Estimation methods included five digital methods, one in-person method, and four hybrid methods. FINDING We summarized and organized the methods for population size estimateion into the following five categories: methods based on independent samples (including capture-recapture method and multiplier method), methods based on population counting (including Delphi method and mapping method), methods based on the official report (including workbook method), methods based on social network (including respondent-driven sampling method and network scale-up method) and methods based on data-driven technologies (Bayesian estimation method, Stochastic simulation method, and Laska, Meisner, and Siegel estimation method). Thirty-six (92%) articles were published after 2010 and 23 (59%) used multiple methods. Among the articles published after 2010, 11 in high-income countries and 28 in low-income countries. A total of 10 estimated the size of commercial sex workers, 14 focused on men who have sex with men, and 10 focused on people who inject drugs. CONCLUSIONS There was no gold standard for population size estimation. Among 120 studies that were related to population size estimation of key populations, the most commonly used population estimation method is the multiplier method (26/120 studies). Every method has its strengths and biases. In recent years, novel methods based on data-driven technologies such as Bayesian estimation have been developed and applied in many surveys.
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Affiliation(s)
- Chen Xu
- Medical Record Information Section, Yantai Yuhuangding Hospital, 264000 Shandong, China
- Dermatology Hospital of Southern Medical University, Guangzhou, China
- University of North Carolina Project-China, No. 7, Lujing Road, Yuexiu District, Guangzhou, 510095 China
| | - Fengshi Jing
- University of North Carolina Project-China, No. 7, Lujing Road, Yuexiu District, Guangzhou, 510095 China
- Institute for Artificial Intelligence, Guangdong Second Provincial General Hospital, Guangzhou, China
| | - Ying Lu
- University of North Carolina Project-China, No. 7, Lujing Road, Yuexiu District, Guangzhou, 510095 China
| | - Yuxin Ni
- University of North Carolina Project-China, No. 7, Lujing Road, Yuexiu District, Guangzhou, 510095 China
| | - Joseph Tucker
- University of North Carolina Project-China, No. 7, Lujing Road, Yuexiu District, Guangzhou, 510095 China
- Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
- Division of Infectious Disease, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC USA
| | - Dan Wu
- University of North Carolina Project-China, No. 7, Lujing Road, Yuexiu District, Guangzhou, 510095 China
- Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
- West China School of Public Health, West China Medical Center SCU, Chengdu, China
| | - Yi Zhou
- Zhuhai Center for Diseases Control and Prevention, Zhuhai, China
- Faculty of Medicine, Macau University of Science and Technology, Macau SAR, China
| | - Jason Ong
- Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
- Melbourne Sexual Health Centre, Alfred Health, Melbourne, Australia
- Central Clinical School, Faculty of Medicine, Monash University, Melbourne, Australia
| | - Qingpeng Zhang
- School of Data Science, City University of Hong Kong, No. 83 Tat Chee Avenue, Kowloon Tong, Kowloon, Hong Kong SAR China
| | - Weiming Tang
- University of North Carolina Project-China, No. 7, Lujing Road, Yuexiu District, Guangzhou, 510095 China
- Institute for Artificial Intelligence, Guangdong Second Provincial General Hospital, Guangzhou, China
- Division of Infectious Disease, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC USA
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10
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Johnson CA, Tran DN, Mwangi A, Sosa-Rubí SG, Chivardi C, Romero-Martínez M, Pastakia S, Robinson E, Jennings Mayo-Wilson L, Galárraga O. Incorporating respondent-driven sampling into web-based discrete choice experiments: preferences for COVID-19 mitigation measures. HEALTH SERVICES AND OUTCOMES RESEARCH METHODOLOGY 2022; 22:297-316. [PMID: 35035272 PMCID: PMC8747856 DOI: 10.1007/s10742-021-00266-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Revised: 09/22/2021] [Accepted: 11/25/2021] [Indexed: 11/28/2022]
Abstract
To slow the spread of COVID-19, most countries implemented stay-at-home orders, social distancing, and other nonpharmaceutical mitigation strategies. To understand individual preferences for mitigation strategies, we piloted a web-based Respondent Driven Sampling (RDS) approach to recruit participants from four universities in three countries to complete a computer-based Discrete Choice Experiment (DCE). Use of these methods, in combination, can serve to increase the external validity of a study by enabling recruitment of populations underrepresented in sampling frames, thus allowing preference results to be more generalizable to targeted subpopulations. A total of 99 students or staff members were invited to complete the survey, of which 72% started the survey (n = 71). Sixty-three participants (89% of starters) completed all tasks in the DCE. A rank-ordered mixed logit model was used to estimate preferences for COVID-19 nonpharmaceutical mitigation strategies. The model estimates indicated that participants preferred mitigation strategies that resulted in lower COVID-19 risk (i.e. sheltering-in-place more days a week), financial compensation from the government, fewer health (mental and physical) problems, and fewer financial problems. The high response rate and survey engagement provide proof of concept that RDS and DCE can be implemented as web-based applications, with the potential for scale up to produce nationally-representative preference estimates.
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Affiliation(s)
- Courtney A Johnson
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, 121 South Main Street, Box G-S121-2, Providence, RI 02912 USA
| | - Dan N Tran
- Department of Pharmacy Practice, Temple University School of Pharmacy, Philadelphia, PA USA
| | - Ann Mwangi
- Department of Behavioural Science, School of Medicine, Moi University, Eldoret, Kenya
| | | | - Carlos Chivardi
- National Institute of Public Health (INSP), Cuernavaca, Morelos Mexico
| | | | - Sonak Pastakia
- Center for Health Equity and Innovation, Purdue University College of Pharmacy, Indianapolis, IN USA
| | | | | | - Omar Galárraga
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, 121 South Main Street, Box G-S121-2, Providence, RI 02912 USA
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11
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Nguyen LH, Nguyen HLT, Tran BX, Larsson M, Rocha LEC, Thorson A, Strömdahl S. A qualitative assessment in acceptability and barriers to use pre-exposure prophylaxis (PrEP) among men who have sex with men: implications for service delivery in Vietnam. BMC Infect Dis 2021; 21:472. [PMID: 34030652 PMCID: PMC8147440 DOI: 10.1186/s12879-021-06178-5] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Accepted: 05/12/2021] [Indexed: 11/20/2022] Open
Abstract
Background HIV Pre-exposure prophylaxis (PrEP) is being considered for implementation among MSM nationwide in Vietnam. However, there may be concerns about potential obstacles for PrEP adherence among Vietnamese MSM. This study aims to assess the acceptability to use PrEP, potential barriers and facilitators, and the preferences for PrEP service accessibility and delivery among Vietnamese MSM. Methods Four focus group discussions (FGDs) were conducted with 30 HIV-negative MSM in January 2018 in Hanoi, Vietnam. FGDs explored MSM’s awareness regarding PrEP, perceived benefits and barriers of PrEP use, and willingness to use PrEP. FGDs were audio-recorded and transcribed verbatim. Content analysis was used. Results The mean age of participants was 23.9 years old. Most participants realized the advantages of PrEP given its efficacy in HIV risk reduction and expressed high motivation and interest to use PrEP in the future. PrEP was considered as a supplement alongside condoms. Common concerns about PrEP included side-effects, forgetting to take the pill daily, stigmatization due to using PrEP, negative attitudes toward PrEP from other MSM and accessibility of PrEP. Participants would prefer an injectable PrEP regime if available as it was seen as easier to adhere to. Concerns were also raised that PrEP usage could be interpreted as an indication of engaging in sexual risk behavior for HIV, potentially causing suspicion in love relationships or by family and friends. Participants preferred to receive PrEP in civil business organizations and MSM-friendly clinics, and recommended that pharmacy stores would not be suitable for PrEP implementation due to lack of trust and fear of fake drugs. Conclusion This study indicated a high level of willingness to use PrEP among MSM in Vietnam in combination with condom. Strategies to raise awareness of PrEP, reduce stigma towards PrEP, and improve the accessibility among MSM in Vietnam is needed. Existing MSM-friendly clinics were recommended to implement PrEP programs in Vietnam.
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Affiliation(s)
- Long Hoang Nguyen
- Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden. .,VNU University of Medicine and Pharmacy, Vietnam National University, Hanoi, Vietnam.
| | - Huong Lan Thi Nguyen
- Institute for Global Health Innovations, Duy Tan University, Da Nang, Vietnam.,Faculty of Nursing, Duy Tan University, Da Nang, Vietnam
| | - Bach Xuan Tran
- Department of Health Economics, Institute for Preventive Medicine and Public Health, Hanoi Medical University, Hanoi, Vietnam.,Department of Health, Behaviours, and Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, United States of America
| | - Mattias Larsson
- Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden
| | - Luis E C Rocha
- Department of Economics & Department of Physics and Astronomy, Ghent University, Ghent, Belgium
| | - Anna Thorson
- Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden
| | - Susanne Strömdahl
- Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden.,Department of Medical Sciences, Section of Infectious Diseases, Uppsala University, Uppsala, Sweden
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12
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Inghels M, Kouassi AK, Niangoran S, Bekelynck A, Carillon S, Sika L, Koné M, Danel C, Desgrées du Loû A, Larmarange J. Telephone peer recruitment and interviewing during a respondent-driven sampling (RDS) survey: feasibility and field experience from the first phone-based RDS survey among men who have sex with men in Côte d'Ivoire. BMC Med Res Methodol 2021; 21:25. [PMID: 33546589 PMCID: PMC7866744 DOI: 10.1186/s12874-021-01208-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2020] [Accepted: 01/13/2021] [Indexed: 11/10/2022] Open
Abstract
Background Many respondent-driven sampling (RDS) methodologies have been employed to investigate hard-to-reach populations; however, these methodologies present some limits. We describe a minimally investigated RDS methodology in which peer recruitment and interviewing are phone-based. The feasibility of the methodology, field experiences, validity of RDS assumptions and characteristics of the sample obtained are discussed. Methods We conducted a phone-based RDS survey among men who have sex with men (MSM) aged 18 or above and living in Côte d’Ivoire. Eight initial MSM across Côte d’Ivoire were selected. Participants were asked to call a hotline to be registered and interviewed by phone. After the participants completed the questionnaire, they were asked to recruit a maximum of 3 MSM from their acquaintances. Results During the 9 months of the survey, 576 individuals called the hotline, and 518 MSM completed the questionnaire. The median delay between the invitation to participate and the completion of the questionnaire by peer-recruited MSM was 4 days [IQR: 1–12]. The recruitment process was not constant, with high variation in the number of people who called the hotline during the survey period. RDS chain convergence to equilibrium was reached within 6 waves for most of the selected variables. For the network size estimation assumption, participants who incorrectly estimated their network size were observed. Regarding the sample obtained, MSM were recruited from all the regions of Côte d’Ivoire with frequent interregional recruitment; 23.5% of MSM were recruited by someone who does not live in the same region. Compared to the MSM who participated in two other surveys in Côte d’Ivoire, the MSM in our sample were less likely to know about an MSM non-governmental organisation. However, MSM aged 30 years old and above and those with a low level of education were underrepresented in our sample. Conclusion We show that phone-based RDS surveys among MSM are feasible in the context of sub-Saharan Africa. Compared to other classical RDS survey methodologies, the phone-based RDS methodology seems to reduce selection bias based on geography and proximity with the MSM community. However, similar to other methodologies, phone-based RDS fails to reach older and less-educated MSM. Supplementary Information The online version contains supplementary material available at 10.1186/s12874-021-01208-x.
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Affiliation(s)
- Maxime Inghels
- Lincoln International Institute for Rural Health, University of Lincoln, Brayford Pool, Lincoln, Lincolnshire, LN6 7TS, UK. .,Centre Population et Développement (UMR 196 Paris Descartes - IRD), SageSud (ERL INSERM 1244), Institut de Recherche pour le Développement, Paris, France.
| | - Arsène Kra Kouassi
- Centre Population et Développement (UMR 196 Paris Descartes - IRD), SageSud (ERL INSERM 1244), Institut de Recherche pour le Développement, Paris, France.,Programme PAC-CI/ANRS, Centre Hospitalier Universitaire de Treichville, Abidjan, Côte d'Ivoire
| | - Serge Niangoran
- Programme PAC-CI/ANRS, Centre Hospitalier Universitaire de Treichville, Abidjan, Côte d'Ivoire
| | - Anne Bekelynck
- Centre Population et Développement (UMR 196 Paris Descartes - IRD), SageSud (ERL INSERM 1244), Institut de Recherche pour le Développement, Paris, France.,Programme PAC-CI/ANRS, Centre Hospitalier Universitaire de Treichville, Abidjan, Côte d'Ivoire
| | - Séverine Carillon
- Centre Population et Développement (UMR 196 Paris Descartes - IRD), SageSud (ERL INSERM 1244), Institut de Recherche pour le Développement, Paris, France
| | - Lazare Sika
- École Nationale Supérieure de Statistique et d'Economie Appliquée (ENSEA), Abidjan, Côte d'Ivoire
| | - Mariatou Koné
- Institut d'Ethno-Sociologie (IES), Abidjan, Côte d'Ivoire
| | - Christine Danel
- Programme PAC-CI/ANRS, Centre Hospitalier Universitaire de Treichville, Abidjan, Côte d'Ivoire.,Centre Inserm 1219, Université de Bordeaux, Bordeaux, France
| | - Annabel Desgrées du Loû
- Centre Population et Développement (UMR 196 Paris Descartes - IRD), SageSud (ERL INSERM 1244), Institut de Recherche pour le Développement, Paris, France
| | - Joseph Larmarange
- Centre Population et Développement (UMR 196 Paris Descartes - IRD), SageSud (ERL INSERM 1244), Institut de Recherche pour le Développement, Paris, France
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13
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Kim BJ, Handcock MS. Population Size Estimation Using Multiple Respondent-Driven Sampling Surveys. JOURNAL OF SURVEY STATISTICS AND METHODOLOGY 2021; 9:94-120. [PMID: 33521154 PMCID: PMC7834445 DOI: 10.1093/jssam/smz055] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Respondent-driven sampling (RDS) is commonly used to study hard-to-reach populations since traditional methods are unable to efficiently survey members due to the typically highly stigmatized nature of the population. The number of people in these populations is of primary global health and demographic interest and is usually hard to estimate. However, due to the nature of RDS, current methods of population size estimation are insufficient. We introduce a new method of estimating population size that uses concepts from capture-recapture methods while modeling RDS as a successive sampling process. We assess its statistical validity using information from the CDC's National HIV Behavioral Surveillance system in 2009 and 2012.
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Affiliation(s)
- Brian J Kim
- Lecturer in the Joint Program in Survey Methodology, University of Maryland, 1218 LeFrak Hall, 7251 Preinkert Dr., College Park, MD 20742, USA
| | - Mark S Handcock
- Professor at the University of California, 8125 Math Sciences Bldg., Box 951554, Los Angeles, CA 90095, USA
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14
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Helms YB, Hamdiui N, Kretzschmar MEE, Rocha LEC, van Steenbergen JE, Bengtsson L, Thorson A, Timen A, Stein ML. Applications and Recruitment Performance of Web-Based Respondent-Driven Sampling: Scoping Review. J Med Internet Res 2021; 23:e17564. [PMID: 33448935 PMCID: PMC7846441 DOI: 10.2196/17564] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Revised: 06/26/2020] [Accepted: 07/19/2020] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Web-based respondent-driven sampling is a novel sampling method for the recruitment of participants for generating population estimates, studying social network characteristics, and delivering health interventions. However, the application, barriers and facilitators, and recruitment performance of web-based respondent-driven sampling have not yet been systematically investigated. OBJECTIVE Our objectives were to provide an overview of published research using web-based respondent-driven sampling and to investigate factors related to the recruitment performance of web-based respondent-driven sampling. METHODS We conducted a scoping review on web-based respondent-driven sampling studies published between 2000 and 2019. We used the process evaluation of complex interventions framework to gain insights into how web-based respondent-driven sampling was implemented, what mechanisms of impact drove recruitment, what the role of context was in the study, and how these components together influenced the recruitment performance of web-based respondent-driven sampling. RESULTS We included 18 studies from 8 countries (high- and low-middle income countries), in which web-based respondent-driven sampling was used for making population estimates (n=12), studying social network characteristics (n=3), and delivering health-related interventions (n=3). Studies used web-based respondent-driven sampling to recruit between 19 and 3448 participants from a variety of target populations. Studies differed greatly in the number of seeds recruited, the proportion of successfully recruiting participants, the number of recruitment waves, the type of incentives offered to participants, and the duration of data collection. Studies that recruited relatively more seeds, through online platforms, and with less rigorous selection procedures reported relatively low percentages of successfully recruiting seeds. Studies that did not offer at least one guaranteed material incentive reported relatively fewer waves and lower percentages of successfully recruiting participants. The time of data collection was shortest in studies with university students. CONCLUSIONS Web-based respondent-driven sampling can be successfully applied to recruit individuals for making population estimates, studying social network characteristics, and delivering health interventions. In general, seed and peer recruitment may be enhanced by rigorously selecting and motivating seeds, offering at least one guaranteed material incentive, and facilitating adequate recruitment options regarding the target population's online connectedness and communication behavior. Potential trade-offs should be taken into account when implementing web-based respondent-driven sampling, such as having less opportunities to implement rigorous seed selection procedures when recruiting many seeds, as well as issues around online rather than physical participation, such as the risk of cheaters participating repeatedly.
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Affiliation(s)
- Yannick B Helms
- National Coordination Centre for Communicable Disease Control, Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, Netherlands
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, Netherlands
| | - Nora Hamdiui
- National Coordination Centre for Communicable Disease Control, Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, Netherlands
- Department of Primary and Community Care, Radboud University Medical Center, Radboud Institute for Health Sciences, Nijmegen, Netherlands
| | - Mirjam E E Kretzschmar
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, Netherlands
| | - Luis E C Rocha
- Department of Economics & Department of Physics and Astronomy, Ghent University, Ghent, Belgium
| | - Jim E van Steenbergen
- National Coordination Centre for Communicable Disease Control, Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, Netherlands
- Centre for Infectious Diseases, Leiden University Medical Centre, Leiden, Netherlands
| | | | - Anna Thorson
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Aura Timen
- National Coordination Centre for Communicable Disease Control, Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, Netherlands
- Athena Institute for Research on Innovation and Communication in Health and Life Sciences, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | - Mart L Stein
- National Coordination Centre for Communicable Disease Control, Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, Netherlands
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15
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Tucker JA, Bacon JP, Chandler SD, Lindstrom K, Cheong J. Utility of digital Respondent Driven Sampling to recruit community-dwelling emerging adults for assessment of drinking and related risks. Addict Behav 2020; 110:106536. [PMID: 32711287 PMCID: PMC7329684 DOI: 10.1016/j.addbeh.2020.106536] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2020] [Revised: 06/17/2020] [Accepted: 06/29/2020] [Indexed: 01/10/2023]
Abstract
INTRODUCTION Emerging adulthood often entails heightened risk-taking, including risky drinking, and research is needed to guide intervention development and delivery. This study adapted Respondent Driven Sampling, a peer-driven recruitment method, to a digital platform (d-RDS) and evaluated its utility to recruit community-dwelling emerging adult (EA) risky drinkers, who are under-served and more difficult to reach for assessment and intervention than their college student peers. MATERIALS AND METHODS Community-dwelling EA risky drinkers (N = 357) were recruited using d-RDS (M age = 23.6 years, 64.0% women). Peers recruited peers in an iterative fashion. Participants completed a web-based cross-sectional survey of drinking practices and problems and associated risk and protective factors. RESULTS d-RDS successfully recruited EA risky drinkers. On average, the sample reported recent drinking exceeding low-risk drinking guidelines and 8.80 negative consequences in the past three months. Compared to age-matched respondents from the representative U.S. National Survey on Drug Use and Health, the sample reported more past month drinking days and more drinks consumed per drinking day (ps < 0.001). At higher consumption levels, predicted positive associations were found with lower education and receipt of public assistance. CONCLUSIONS Results supported the utility of d-RDS as a sampling method and grassroots platform for research and intervention with community-dwelling EA drinkers who are harder to reach than traditional college students. The study provides a method and lays an empirical foundation for extending efficacious alcohol brief interventions with college drinkers to this underserved population.
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Affiliation(s)
- Jalie A Tucker
- University of Florida and Center for Behavioral Economic Health Research, Gainesville, FL, United States.
| | - Joseph P Bacon
- University of Florida and Center for Behavioral Economic Health Research, Gainesville, FL, United States
| | - Susan D Chandler
- University of Florida and Center for Behavioral Economic Health Research, Gainesville, FL, United States
| | - Katie Lindstrom
- University of Florida and Center for Behavioral Economic Health Research, Gainesville, FL, United States
| | - JeeWon Cheong
- University of Florida and Center for Behavioral Economic Health Research, Gainesville, FL, United States
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16
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Young AM, Ballard AM, Cooper HLF. Novel Recruitment Methods for Research Among Young Adults in Rural Areas Who Use Opioids: Cookouts, Coupons, and Community-Based Staff. Public Health Rep 2020; 135:746-755. [PMID: 32933438 DOI: 10.1177/0033354920954796] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVES Rural communities in the United States are increasingly becoming epicenters of substance use and related harms. However, best practices for recruiting rural people who use drugs (PWUD) for epidemiologic research are unknown, because such strategies were developed in cities. This study explores the feasibility of web- and community-based strategies to recruit rural, young adult PWUD into epidemiologic research. MATERIALS AND METHODS We recruited PWUD from rural Kentucky to participate in a web-based survey about opioid use using web-based peer referral and community-based strategies, including cookouts, flyers, street outreach, and invitations to PWUD enrolled in a concurrent substance use study. Staff members labeled recruitment materials with unique codes to enable tracking. We assessed eligibility and fraud through online eligibility screening and a fraud detection algorithm, respectively. Eligibility criteria included being aged 18-35, recently using opioids to get high, and residing in the study area. RESULTS Recruitment yielded 410 complete screening entries, of which 234 were eligible and 151 provided complete, nonfraudulent surveys (ie, surveys that passed a fraud-detection algorithm designed to identify duplicate, nonlocal, and/or bot-generated entries). Cookouts and subsequent web-based peer referrals accounted for the highest proportion of screening entries (37.1%, n = 152), but only 29.6% (n = 45) of entries from cookouts and subsequent web-based peer referrals resulted in eligible, nonfraudulent surveys. Recruitment and subsequent web-based peer referral from the concurrent study yielded the second most screening entries (27.8%, n = 114), 77.2% (n = 88) of which resulted in valid surveys. Other recruitment strategies combined to yield 35.1% (n = 144) of screening entries and 11.9% (n = 18) of valid surveys. CONCLUSIONS Web-based methods need to be complemented by context-tailored, street-outreach activities to recruit rural PWUD.
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Affiliation(s)
- April M Young
- 4530 Department of Epidemiology, University of Kentucky College of Public Health, Lexington, KY, USA.,Center on Drug and Alcohol Research, Department of Behavioral Science, University of Kentucky College of Medicine, Lexington, KY, USA
| | - April M Ballard
- 4530 Department of Epidemiology, University of Kentucky College of Public Health, Lexington, KY, USA.,1371 Gangarosa Department of Environmental Health, Emory University Rollins School of Public Health, Atlanta, GA, USA
| | - Hannah L F Cooper
- Department of Behavioral, Social, and Health Education Sciences, Emory University Rollins School of Public Health, Atlanta, GA, USA
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17
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Nguyen LH, Nguyen HLT, Larsson M, Tran BX, L Stein M, Rocha LEC, Strömdahl S. An exploratory assessment of the preference for eHealth interventions to prevent HIV and sexually transmitted infections among men who have sex with men in Hanoi, Vietnam. BMC Public Health 2020; 20:1387. [PMID: 32917157 PMCID: PMC7488431 DOI: 10.1186/s12889-020-09449-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2019] [Accepted: 08/25/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Electronic health (eHealth) interventions are promising in HIV and sexually transmitted infections (STIs) prevention among men who have sex with men (MSM), given a high rate of the Internet use in this population. This study determined the preferences for eHealth interventions to prevent HIV and STIs among MSM in Hanoi, Vietnam to guide the development of future eHealth interventions. METHODS Five focus group discussions (FGD) were conducted with 35 MSM recruited by purposive sampling in January 2018 in Hanoi, Vietnam. The FGDs addressed attitudes towards the feasibility and uptake of HIV/STI interventions via online modalities such as smartphone applications (apps, social network sites, or emails); preferences and concerns regarding an online HIV/STI intervention. FGDs were audio-recorded and transcribed verbatim. Content analysis was used to determine themes. RESULTS MSM reported that they commonly searched for information regarding HIV/STI and sexual health on Facebook and a variety of mobile apps. They perceived a lack of reliable online sources, a high need, and interest for an online intervention. Most of them preferred short and concise messages without perceived sensitive words such as "HIV" or "STI". Diversity of online modalities were preferred with information from credible sources about HIV/STI symptoms, testing and treatment, safe sex practices and testing locations with a focus on safe MSM-friendly clinics. Concerns about the need to trust the organization behind the online information and interventions, and the importance of confidentiality when participating in online interventions were raised. CONCLUSION High acceptance and perceived need for an online HIV/STI intervention were reported. The importance of establishing trust within the MSM community as a reliable source of information was emphasized, as well as the importance of confidentiality.
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Affiliation(s)
- Long Hoang Nguyen
- Department of Global Public Health Sciences, Karolinska Institutet, SE-171 77, Stockholm, Sweden. .,Center of Excellence in Behavioral Medicine, Nguyen Tat Thanh University, Ho Chi Minh City, Vietnam.
| | | | - Mattias Larsson
- Department of Global Public Health Sciences, Karolinska Institutet, SE-171 77, Stockholm, Sweden
| | - Bach Xuan Tran
- Department of Health Economics, Institute for Preventive Medicine and Public Health, Hanoi Medical University, Hanoi, Vietnam.,Department of Health, Behaviours, and Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Mart L Stein
- National Coordination Centre for Communicable Disease Control, Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Luis E C Rocha
- Department of Economics & Department of Physics and Astronomy, Ghent University, Ghent, Belgium
| | - Susanne Strömdahl
- Department of Global Public Health Sciences, Karolinska Institutet, SE-171 77, Stockholm, Sweden.,Department of Medical Sciences, Section of Infectious Diseases, Uppsala University, Uppsala, Sweden
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18
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Beckford Jarrett S, Flanagan R, Coriolan A, Harris O, Campbell A, Skyers N. Barriers and facilitators to participation of men who have sex with men and transgender women in HIV research in Jamaica. CULTURE, HEALTH & SEXUALITY 2020; 22:887-903. [PMID: 31423952 DOI: 10.1080/13691058.2019.1634222] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/12/2018] [Accepted: 06/17/2019] [Indexed: 06/10/2023]
Abstract
To assess potential barriers and facilitators to participation in bio-behavioural surveillance surveys of men who have sex with men and transgender women (trans women) in Jamaica, we recruited participants for individual interviews and focus group discussions. Respondents included 3 trans women; 46 gay, bisexual and other men who have sex with men; and 3 cis gender women. Data from 46 men and 3 trans women were analysed to describe barriers and facilitators to participation in research. Barriers identified were: lack of perceived benefits from research participation due to high socioeconomic status; concerns about confidentiality and unintended disclosure; HIV fatigue and fear of knowing one's HIV status; distrustful inter-group dynamics; and undesirable study location and hours. Facilitators to participation in research were: belonging to a marginalised subgroup of men who have sex with men or trans women; incentives; and trust in researchers and community input in planning the study. Findings emphasise the need to understand the individual, interpersonal and structural factors that shape relationships, disclosure and interactions to successfully enrol diverse samples of men who have sex with men and trans women.
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Affiliation(s)
| | | | | | - Orlando Harris
- School of Nursing, University of California, San Francisco, CA, USA
| | - Andrea Campbell
- Jamaica National Family Board - Sexual Health Agency, Kingston, Jamaica
| | - Nicola Skyers
- HIV/STI/Tb Unit, Ministry of Health, Kingston, Jamaica
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19
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Jonsson J, Vives A, Benach J, Kjellberg K, Selander J, Johansson G, Bodin T. Measuring precarious employment in Sweden: translation, adaptation and psychometric properties of the Employment Precariousness Scale (EPRES). BMJ Open 2019; 9:e029577. [PMID: 31551377 PMCID: PMC6773301 DOI: 10.1136/bmjopen-2019-029577] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Revised: 08/08/2019] [Accepted: 08/16/2019] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVES Precarious employment (PE) is a determinant of poor health and health inequality. However, the evidence of health consequences and mechanisms underlying the associations, are still limited due to a lack of a comprehensive multidimensional definition and measurement instrument. The Employment Precariousness Scale (EPRES) is a Spanish, multidimensional scale, developed to measure degree of PE. The aim of this study was to translate the EPRES-2010 into Swedish, adapt it to the Swedish context and to assess the psychometric properties of the Swedish EPRES. METHOD EPRES was translated, adapted and implemented for data collection within the research project PRecarious EMployment in Stockholm (PREMIS). During 2016-2017, questionnaire data were collected from 483 non-standard employees in Stockholm, Sweden, sampled with web-based respondent-driven sampling. Analyses included item descriptive statistics, scale descriptive statistics and exploratory factor analysis. RESULTS The final EPRES-Se (Swedish version of the EPRES),consisted of six dimensions and 23 items. There was a high response rate to all items and response options. Global Cronbach's alpha was 0.83. Subscales 'vulnerability', 'rights' and 'exercise rights' had reliability coefficients between α=0.78-0.89 and item-subscale correlations between r=0.48-0.78. 'Temporariness' had poor reliability (α=-0.08) and inter-item correlation (r=-0.04), while 'disempowerment' showed acceptable psychometric properties (α=0.5; r=0.34). Exploratory factor analysis confirmed the original EPRES factor structure. CONCLUSIONS 'Vulnerability', 'wages', 'rights', 'exercise rights' and 'disempowerment' worked in the Swedish context; however, 'temporariness' would need revising before implementing the EPRES-Se in further research. Continued work and validation of EPRES-Se is encouraged. In order to enable international comparisons and multinational studies, similar studies in other European countries are also called for.
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Affiliation(s)
- Johanna Jonsson
- Institute of Environmental Medicine, Unit of Occupational Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Alejandra Vives
- Department of Public Health, Pontificia Universidad Catolica de Chile Escuela de Medicina, Santiago, Chile
- Department of Political and Social Sciences, Health Inequalities Research Group, Employment Conditions Knowledge Network (GREDS-EMCONET), Universitat Pompeu Fabra, Barcelona, Spain
| | - Joan Benach
- Department of Political and Social Sciences, Health Inequalities Research Group, Employment Conditions Knowledge Network (GREDS-EMCONET), Universitat Pompeu Fabra, Barcelona, Spain
- Transdisciplinary Research Group on Socioecological Transitions (GinTRANS2), Universidad Autonoma de Madrid, Madrid, Spain
| | - Katarina Kjellberg
- Institute of Environmental Medicine, Unit of Occupational Medicine, Karolinska Institutet, Stockholm, Sweden
- Center for Occupational and Environmental Medicine, Stockholm County Council, Stockholm, Sweden
| | - Jenny Selander
- Institute of Environmental Medicine, Unit of Occupational Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Gun Johansson
- Institute of Environmental Medicine, Unit of Occupational Medicine, Karolinska Institutet, Stockholm, Sweden
- Center for Occupational and Environmental Medicine, Stockholm County Council, Stockholm, Sweden
| | - Theo Bodin
- Institute of Environmental Medicine, Unit of Occupational Medicine, Karolinska Institutet, Stockholm, Sweden
- Center for Occupational and Environmental Medicine, Stockholm County Council, Stockholm, Sweden
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Ballard AM, Cooper HL, Young AM. Web-Based Eligibility Quizzes to Verify Opioid Use and County Residence Among Rural Young Adults: Eligibility Screening Results from a Feasibility Study. JMIR Res Protoc 2019; 8:e12984. [PMID: 31215520 PMCID: PMC6604504 DOI: 10.2196/12984] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2018] [Revised: 04/15/2019] [Accepted: 05/02/2019] [Indexed: 12/17/2022] Open
Abstract
Background Web-based methods can be used to collect data from hidden populations, including people who use drugs (PWUD). These methods might be especially advantageous among PWUD in rural areas, where transportation barriers are prevalent, stigma may heighten concerns about confidentiality, and internet access is improving. However, Web-based research with PWUD can be challenging, especially in verifying eligibility. Administering quizzes to verify residential and substance use eligibility could prove valuable in online research among PWUD, yet the utility of this approach is currently unknown. Objective This study describes the implementation of online eligibility quizzes about the local community to verify residence in the target study area along with drug dose, appearance, and price to verify opioid misuse. Methods To be eligible, individuals had to live in 1 of 5 eastern Kentucky counties, report using opioids to get high in the past 30 days, and be 18 to 35 years old. Participants recruited from August 2017 to July 2018 were asked questions about their opioid use followed by a quiz about drug dose, appearance, and price to verify substance use eligibility. Residential eligibility was verified with 5-question quizzes assessing knowledge of the county where they reported living. Questions tested knowledge about towns, festivals, and landmarks; local school mascots and colors; and presence of certain retail stores, restaurants, and facilities (eg, jails). A subsample that reported using opioids in the past 24 hours was randomly selected to complete urine drug testing (UDT). Nonparametric tests were performed to explore differences across demographic subgroups. Results Of the 410 entries assessed for eligibility, 39.3% (161/410) were ineligible as they reported no substance use, being outside the age range, or living outside the study area. Of the remaining 249 who met the eligibility criteria based on age, residency, and opioid misuse, 94.0% (234/249) passed the eligibility quizzes. Among those who passed the heroin quiz, 99.4% (167/168) recognized the image of powdered heroin, 94.6% (159/168) answered the cap size (ie, the purchase unit) question correctly, and 97.0% (163/168) answered the street price question correctly. Among those who passed the drug quiz for prescription opioids, 95% (36/38) answered the dose question correctly, and 82% (31/38) selected the correct image. In a random sample of participants who completed UDT within 3 days of their online screening, 74% (25/34) tested positive for an opioid. Conclusions This study demonstrated the utility of using online eligibility screening quizzes to verify opioid misuse and residence. Participants accurately recognized heroin and prescription opioid doses, prices, and images and correctly answered questions about features of their county. Online quizzes to screen and enroll PWUD hold promise for future research as an alternative to more time- and resource-intensive approaches that could offset the advantages of Web-based methods.
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Affiliation(s)
- April M Ballard
- Department of Epidemiology, University of Kentucky, Lexington, KY, United States.,Department of Environmental Health, Emory University Rollins School of Public Health, Atlanta, GA, United States
| | - Hannah Lf Cooper
- Department of Behavioral Sciences and Health Education, Emory University Rollins School of Public Health, Atlanta, GA, United States
| | - April M Young
- Department of Epidemiology, University of Kentucky, Lexington, KY, United States.,Center on Drug and Alcohol Research, University of Kentucky, Lexington, KY, United States
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Hequembourg AL, Panagakis C. Maximizing respondent-driven sampling field procedures in the recruitment of sexual minorities for health research. SAGE Open Med 2019; 7:2050312119829983. [PMID: 30800299 PMCID: PMC6379799 DOI: 10.1177/2050312119829983] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2018] [Accepted: 01/14/2019] [Indexed: 11/24/2022] Open
Abstract
Objectives: Research to address the significant health burden experienced by sexual
minority populations remains hampered by a lack of appropriate sampling
methods to support evidence-based studies. Respondent-driven sampling offers
one viable strategy to recruit these hidden populations. Because few studies
systematically report their experiences using respondent-driven sampling to
recruit sexual minorities, this article aligns with recent recommendations
for the standardization of reporting and transparency in studies utilizing
respondent-driven sampling. We (1) provide detailed descriptions about the
successful execution of respondent-driven sampling in two community-based
studies of sexual minority individuals, (2) outline procedures to enhance
the effectiveness of respondent-driven sampling referral processes, (3)
present mixed-methods results regarding the effectiveness of
respondent-driven sampling in our studies, and (4) offer recommendations for
other researchers when using respondent-driven sampling. Methods: We successfully recruited 655 sexual minority men and women for two studies
using respondent-driven sampling. Results: Resulting metrics indicate the successful achievement of equilibrium in each
study. In addition, exit interviews elucidated strategies to effectively
target referrals who meet the study criteria and procedures to promote the
study that will maximize referral chains and ensure attainment of
equilibrium. Conclusion: Mixed-methods results suggest that respondent-driven sampling can be an
effective means of recruiting a community-based sample of sexual minorities
in smaller urban regions. Limitations are presented and suggestions are
offered to researchers utilizing respondent-driven sampling in future
studies.
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Jonsson J, Stein M, Johansson G, Bodin T, Strömdahl S. A performance assessment of web-based respondent driven sampling among workers with precarious employment in Sweden. PLoS One 2019; 14:e0210183. [PMID: 30629661 PMCID: PMC6328181 DOI: 10.1371/journal.pone.0210183] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2018] [Accepted: 12/18/2018] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVES Precarious employment (PE) is a social determinant of poor health of workers. However, this population usually lack a sampling frame, making it challenging to identify the characteristics of this group. Web-based respondent driven sampling (webRDS) recruits individuals online through the social network and can provide population estimates. This study aims to assess the performance of webRDS in a population of workers with PE. METHOD WebRDS was used for recruitment and data collection in the PRecarious EMployment In Stockholm (PREMIS) study. Cross-sectional questionnaire data was collected between November 2016 and May 2017. Eligible participants were living and/or working in Stockholm County, 18-65 years old, had a personal identification number and were currently employed. WebRDS performance was assessed by the total sample size, length of recruitment chains, sample composition, sample proportions and estimated RDSII population proportions with confidence intervals. RESULTS The webRDS process resulted in a sample of 358 recruits and a total sample of 415 participants, recruited over 1-15 waves. Of the participating seeds and recruits, 60% and 48%, respectively, successfully recruited at least one peer. The sample composition stabilized for all variables assessed. The sample proportions and RDSII estimates differed by 1-8% and the confidence intervals included the sample proportions for all variables except one. CONCLUSIONS WebRDS successfully recruited a sufficient sample of workers with precarious employment from which population estimates could be made. Future studies should consider implementing webRDS on a national level in order to further study this population.
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Affiliation(s)
- Johanna Jonsson
- Institute of Environmental Medicine, Unit of Occupational Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Mart Stein
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Gun Johansson
- Institute of Environmental Medicine, Unit of Occupational Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Theo Bodin
- Institute of Environmental Medicine, Unit of Occupational Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Susanne Strömdahl
- Department of Public Health, Karolinska Institutet, Stockholm, Sweden
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
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Population-based assessment of health, healthcare utilisation, and specific needs of Syrian migrants in Germany: what is the best sampling method? BMC Med Res Methodol 2019; 19:5. [PMID: 30616507 PMCID: PMC6323854 DOI: 10.1186/s12874-018-0652-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2018] [Accepted: 12/26/2018] [Indexed: 02/06/2023] Open
Abstract
Background Studies elucidating health-related information and special needs of Syrian migrants living in Germany are urgently required. However, data is scarce and finding appropriate sampling strategies to obtain representative results is challenging. In order to increase survey response in hard-to-reach populations, new methods were developed. One of them is respondent-driven sampling (RDS), a network sampling technique. We aimed to assess if respondent-driven sampling is a better approach to recruit Syrian migrants for health research than classical random sampling via the population registry. Methods A cross-sectional study was conducted in Munich between April and June 2017 inviting adults (18+ years) born in Syria to answer an online questionnaire asking for sociodemographic and health-related information. Recruitment of participants was done using a) random sampling via the population registry (PR) and b) RDS. The two study populations recruited via respondent-driven sampling and the population registry were compared to a sample drawn from the population registry with respect to gender and citizenship. In addition, the two study populations were compared to each other regarding self-reported health status, healthcare utilisation, lifestyle factors, social network size, and acculturation. Results Of 374 persons randomly drawn from the population registry, 49 individuals answered the questionnaire completely (response: 13.1%) while via RDS 195 participants were recruited by 16 seeds. More persons possessed German citizenship in the total sample (20.5, 95% CI: 16.6 to 24.8%) and in the PR study population (28.6, 95% CI: 16.6 to 43.3%) than in the study population (0.5, 95% CI: 0.1 to 1.5%). Participants recruited via the population registry were older, smoked less, reported more often to hold a university degree, and indicated a higher prevalence of chronic diseases, more frequent healthcare utilisation, higher scores of acculturation as well as a larger social network compared to the study population obtained via RDS. Conclusions Response was very low in the PR sample. The number of participants recruited via RDS was larger and led to a study population with substantially different characteristics. Our study thus indicates that RDS is a useful way to gain access to specific subgroups that are hard to reach via traditional random sampling. Electronic supplementary material The online version of this article (10.1186/s12874-018-0652-1) contains supplementary material, which is available to authorized users.
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Stein ML, Buskens V, van der Heijden PGM, van Steenbergen JE, Wong A, Bootsma MCJ, Kretzschmar MEE. A stochastic simulation model to study respondent-driven recruitment. PLoS One 2018; 13:e0207507. [PMID: 30440047 PMCID: PMC6237413 DOI: 10.1371/journal.pone.0207507] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2017] [Accepted: 11/01/2018] [Indexed: 11/19/2022] Open
Abstract
Respondent-driven detection is a chain recruitment method used to sample contact persons of infected persons in order to enhance case finding. It starts with initial individuals, so-called seeds, who are invited for participation. Afterwards, seeds receive a fixed number of coupons to invite individuals with whom they had contact during a specific time period. Recruitees are then asked to do the same, resulting in successive waves of contact persons who are connected in one recruitment tree. However, often the majority of participants fail to invite others, or invitees do not accept an invitation, and recruitment stops after several waves. A mathematical model can help to analyse how various factors influence peer recruitment and to understand under which circumstances sustainable recruitment is possible. We implemented a stochastic simulation model, where parameters were suggested by empirical data from an online survey, to determine the thresholds for obtaining large recruitment trees and the number of waves needed to reach a steady state in the sample composition for individual characteristics. We also examined the relationship between mean and variance of the number of invitations sent out by participants and the probability of obtaining a large recruitment tree. Our main finding is that a situation where participants send out any number of coupons between one and the maximum number is more effective in reaching large recruitment trees, compared to a situation where the majority of participants does not send out any invitations and a smaller group sends out the maximum number of invitations. The presented model is a helpful tool that can assist public health professionals in preparing research and contact tracing using online respondent-driven detection. In particular, it can provide information on the required minimum number of successfully sent invitations to reach large recruitment trees, a certain sample composition or certain number of waves.
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Affiliation(s)
- Mart L. Stein
- National Coordination Centre for Communicable Disease Control, Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, Utrecht, The Netherlands
| | - Vincent Buskens
- Department of Sociology, Faculty of Social and Behavioural Sciences, University Utrecht, Utrecht, The Netherlands
| | - Peter G. M. van der Heijden
- Department of Methodology and Statistics, Faculty of Social and Behavioural Sciences, University Utrecht, Utrecht, The Netherlands
- Southampton Statistical Sciences Research Institute, University of Southampton, Southampton, United Kingdom
| | - Jim E. van Steenbergen
- National Coordination Centre for Communicable Disease Control, Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, Utrecht, The Netherlands
- Centre of Infectious Diseases, Leiden University Medical Centre, Leiden, The Netherlands
| | - Albert Wong
- Department of Statistics, Informatics and Mathematical Modelling, National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Martin C. J. Bootsma
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
- Department of Mathematics, Faculty of Sciences, Utrecht University, Utrecht, The Netherlands
| | - Mirjam E. E. Kretzschmar
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
- Centre for Infectious, Disease Control, RIVM, Bilthoven, Utrecht, The Netherlands
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Hamdiui N, Stein ML, Timen A, Timmermans D, Wong A, van den Muijsenbergh METC, van Steenbergen JE. Hepatitis B in Moroccan-Dutch: a quantitative study into determinants of screening participation. BMC Med 2018; 16:47. [PMID: 29598817 PMCID: PMC5877391 DOI: 10.1186/s12916-018-1034-6] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/26/2017] [Accepted: 03/09/2018] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND In November 2016, the Dutch Health Council recommended hepatitis B (HBV) screening for first-generation immigrants from HBV endemic countries. However, these communities show relatively low attendance rates for screening programmes, and our knowledge on their participation behaviour is limited. We identified determinants associated with the intention to request an HBV screening test in first-generation Moroccan-Dutch immigrants. We also investigated the influence of non-refundable costs for HBV screening on their intention. METHODS Offline and online questionnaires were distributed among first- and second/third-generation Moroccan-Dutch immigrants using respondent-driven sampling. Random forest analyses were conducted to determine which determinants had the greatest impact on (1) the intention to request an HBV screening test on one's own initiative, and (2) the intention to participate in non-refundable HBV screening at €70,-. RESULTS Of the 379 Moroccan-Dutch respondents, 49.3% intended to request a test on their own initiative, and 44.1% were willing to attend non-refundable screening for €70,-. Clarity regarding infection status, not having symptoms, fatalism, perceived self-efficacy, and perceived risk of having HBV were the strongest predictors to request a test. Shame and stigma, fatalism, perceived burden of screening participation, and social influence of Islamic religious leaders had the greatest predictive value for not intending to participate in screening at €70,- non-refundable costs. Perceived severity and possible health benefit were facilitators for this intention measure. These predictions were satisfyingly accurate, as the random forest method retrieved area under the curve scores of 0.72 for intention to request a test and 0.67 for intention to participate in screening at €70,- non-refundable costs. CONCLUSIONS By the use of respondent-driven sampling, we succeeded in studying screening behaviour among a hard-to-reach minority population. Despite the limitations associated with correlated data and the sampling method, we recommend to (1) incorporate clarity regarding HBV status, (2) stress the risk of an asymptomatic infection, (3) emphasise mother-to-child transmission as the main transmission route, and (4) team up with Islamic religious leaders to help decrease elements of fatalism, shame, and stigma to enhance screening uptake of Moroccan immigrants in the Netherlands.
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Affiliation(s)
- Nora Hamdiui
- National Coordination Centre for Communicable Disease Control, Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, The Netherlands. .,Department for Health Evidence, Radboud University Medical Center, Nijmegen, The Netherlands.
| | - Mart L Stein
- National Coordination Centre for Communicable Disease Control, Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Aura Timen
- National Coordination Centre for Communicable Disease Control, Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Danielle Timmermans
- Department of Public and Occupational Health, Amsterdam Public Health research institute, VU University Medical Center, Amsterdam, The Netherlands.,National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Albert Wong
- Department of Statistics, Informatics and Mathematical Modelling, National Institute for Public Health and the Environment, Bilthoven, The Netherlands
| | - Maria E T C van den Muijsenbergh
- Pharos: Dutch Centre of Expertise on Health Disparities, Program Prevention and Care, Utrecht, The Netherlands.,Department of Primary and Community Care, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Jim E van Steenbergen
- National Coordination Centre for Communicable Disease Control, Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, The Netherlands.,Centre for Infectious Diseases, Leiden University Medical Centre, Leiden, The Netherlands
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Web based survey to measuring social interactions, values, attitudes and travel behavior. ACTA ACUST UNITED AC 2018. [DOI: 10.1016/j.trpro.2018.10.031] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Johnston LG, Sass J, Acaba J, Cheng WS, Mark Prabhu S. Ensuring Inclusion of Adolescent Key Populations at Higher Risk of HIV Exposure: Recommendations for Conducting Biological Behavioral Surveillance Surveys. JMIR Public Health Surveill 2017. [PMID: 28634152 PMCID: PMC5497069 DOI: 10.2196/publichealth.7459] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Ending acquired immune deficiency syndrome (AIDS) depends on greater efforts to reduce new human immunodeficiency virus (HIV) infections and prevent AIDS-related deaths among key populations at highest HIV risk, including males who have sex with males, sex workers, and people who inject drugs. Although adolescent key populations (AKP) are disproportionately affected by HIV, they have been largely ignored in HIV biological behavioral surveillance survey (BBSS) activities to date. This paper reviews current ethical and sampling challenges and provides suggestions to ensure AKP are included in surveillance activities, with the aim being to enhance evidence-informed, strategic, and targeted funding allocations and programs toward ending AIDS among AKP. HIV BBSS, conducted every few years worldwide among adult key populations, provide information on HIV and other infections’ prevalence, HIV testing, risk behaviors, program coverage, and when at least three of these surveys are conducted, trend data with which to evaluate progress. We provide suggestions and recommendations on how to make the case to ethical review boards to involve AKP in surveillance while assuring that AKP are properly protected. We also describe two widely used probability sampling methods, time location sampling and respondent driven sampling, and offer considerations of feature modifications when sampling AKP. Effectively responding to AKP’s HIV and sexual risks requires the inclusion of AKP in HIV BBSS activities. The implementation of strategies to overcome barriers to including AKP in HIV BBSS will result in more effective and targeted prevention and intervention programs directly suited to the needs of AKP.
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Affiliation(s)
| | - Justine Sass
- UNESCOSection of Education for Inclusion and Gender EqualityParisFrance
| | | | - Wing-Sie Cheng
- UNICEFEast Asia and Pacific Regional OfficeBangkokThailand
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Abstract
Abstract
Respondent-driven sampling (RDS) is frequently used when sampling from hidden populations. In RDS, sampled individuals pass on participation coupons to at most c of their acquaintances in the community (c = 3 being a common choice). If these individuals choose to participate, they in turn pass coupons on to their acquaintances, and so on. The process of recruiting is shown to behave like a new Reed–Frost-type network epidemic, in which 'becoming infected' corresponds to study participation. We calculate R0, the probability of a major 'outbreak', and the relative size of a major outbreak for c < ∞ in the limit of infinite population size and compare to the standard Reed–Frost epidemic. Our results indicate that c should often be chosen larger than in current practice.
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Arayasirikul S, Chen YH, Jin H, Wilson E. A Web 2.0 and Epidemiology Mash-Up: Using Respondent-Driven Sampling in Combination with Social Network Site Recruitment to Reach Young Transwomen. AIDS Behav 2016; 20:1265-74. [PMID: 26499337 DOI: 10.1007/s10461-015-1234-4] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Respondent-driven sampling (RDS) peer referral has been proven to be an effective recruitment method for hard-to-reach populations; however, its application in diverse populations is limited. Recruitment occurred in two phases: RDS-only followed by development and implementation of an online social network strategy in combination with RDS peer referral (RDS + SNS). Compared to RDS-only, RDS + SNS reached a sample that was younger (χ(2) = 9.19, P = .03), more likely to identify with a non-binary gender identity (χ(2) = 10.4247, P = .03), with less housing instability (50.5 vs. 68.6 %, χ(2) = 9.0038, P = .002) and less sex work (19.7 vs. 31.4 %, χ(2) = 5.0798, P = .02). Additionally, we describe lessons learned as a result of implementing our online social network strategy. Our findings underscore the importance of integrating Internet-driven strategies to meet challenges in sample diversity and recruitment of young transwomen.
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Affiliation(s)
- Sean Arayasirikul
- Center for Public Health Research, San Francisco Department of Public Health, 25 Van Ness Ave, Floor 5, San Francisco, CA, 94102, USA.
- Medical Sociology, Department of Social and Behavioral Sciences, University of California San Francisco, San Francisco, CA, USA.
| | - Yea-Hung Chen
- Center for Public Health Research, San Francisco Department of Public Health, 25 Van Ness Ave, Floor 5, San Francisco, CA, 94102, USA
| | - Harry Jin
- Center for Public Health Research, San Francisco Department of Public Health, 25 Van Ness Ave, Floor 5, San Francisco, CA, 94102, USA
- Medical Sociology, Department of Social and Behavioral Sciences, University of California San Francisco, San Francisco, CA, USA
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, USA
| | - Erin Wilson
- Center for Public Health Research, San Francisco Department of Public Health, 25 Van Ness Ave, Floor 5, San Francisco, CA, 94102, USA
- Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, USA
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Lachowsky NJ, Lal A, Forrest JI, Card KG, Cui Z, Sereda P, Rich A, Raymond HF, Roth EA, Moore DM, Hogg RS. Including Online-Recruited Seeds: A Respondent-Driven Sample of Men Who Have Sex With Men. J Med Internet Res 2016; 18:e51. [PMID: 26980147 PMCID: PMC4812046 DOI: 10.2196/jmir.5258] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2015] [Revised: 12/22/2015] [Accepted: 01/08/2016] [Indexed: 11/24/2022] Open
Abstract
Background Technology has changed the way men who have sex with men (MSM) seek sex and socialize, which may impact the implementation of respondent-driven sampling (RDS) among this population. Initial participants (also known as seeds) are a critical consideration in RDS because they begin the recruitment chains. However, little information is available on how the online-recruited seeds may effect RDS implementation. Objective The objectives of this study were to compare (1) online-recruited versus offline-recruited seeds and (2) subsequent recruitment chains of online-recruited versus offline-recruited seeds. Methods Between 2012 and 2014, we recruited MSM using RDS in Vancouver, Canada. RDS weights were used with logistic regression to address each objective. Results A total of 119 seeds were used, 85 of whom were online-recruited seeds, to recruit an additional 600 MSM. Compared with offline-recruited seeds, online-recruited seeds were less likely to be HIV-positive (OR 0.34, 95% CI 0.13-0.88), to have attended a gay community group (AOR 0.33, 95% CI 0.12-0.90), and to feel gay community involvement was “very important” (AOR 0.16, 95% CI 0.03-0.93). Online-recruited seeds were more likely to ask a sexual partner’s HIV status always versus <50% of the time (AOR 5.21, 95% CI 1.17-23.23), to have watched the Pride parade (AOR 6.30, 95% CI 1.69-23.45), and to have sought sex online (AOR 4.29, 95% CI 1.53-12-12.05). Further, compared with recruitment chains started by offline-recruited seeds, recruits from chains started by online-recruited seeds (283/600, 47.2%) were less likely to be HIV-positive (AOR 0.25, 95% CI 0.16-0.40), to report “versatile” versus “bottom” sexual position preference (AOR 0.56, 95% CI 0.35-0.88), and to be in a relationship lasting >1 year (AOR 1.65, 95% CI 1.06-2.56). Recruits of online seeds were more likely to be out as gay for longer (eg, 11-21 vs 1-4 years, AOR 2.22, 95% CI 1.27-3.88) and have fewer Facebook friends (eg, 201-500 vs >500, AOR 1.69, 95% CI 1.02-2.80). Conclusions Online-recruited seeds were more prevalent, recruited fewer participants, but were different from those recruited offline. This may therefore help create a more diverse overall sample. Our work has shown the value of geosocial networking apps for aiding RDS recruitment efforts, especially when faced with slow participation uptake by other means. Understanding the degree to which networks interact will be an important next step in confirming the efficacy of online RDS recruitment strategies.
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Hildebrand J, Burns S, Zhao Y, Lobo R, Howat P, Allsop S, Maycock B. Potential and Challenges in Collecting Social and Behavioral Data on Adolescent Alcohol Norms: Comparing Respondent-Driven Sampling and Web-Based Respondent-Driven Sampling. J Med Internet Res 2015; 17:e285. [PMID: 26704736 PMCID: PMC4705369 DOI: 10.2196/jmir.4762] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2015] [Revised: 10/09/2015] [Accepted: 10/16/2015] [Indexed: 12/04/2022] Open
Abstract
Background Respondent-driven sampling (RDS) is a method successfully used to research hard-to-access populations. Few studies have explored the use of the Internet and social media with RDS, known as Web-based RDS (WebRDS). This study explored the use of combining both “traditional” RDS and WebRDS to examine the influences on adolescent alcohol use. Objective This paper reports on the recruitment processes and the challenges and enablers of both RDS and WebRDS. It details comparative recruitment data and provides a summary of the utility of both methods for recruiting adolescents to participate in an online survey investigating youth alcohol norms. Methods Process evaluation data collected from research staff throughout the study were used to assess the challenges and solutions of RDS and WebRDS. Pearson chi-square test (Fisher’s exact test if applicable) was used to compare the differences in sociodemographics and drinking behavior between data collected by RDS and WebRDS. Results Of the total sample (N=1012), 232 adolescents were recruited by RDS and 780 by WebRDS. A significantly larger proportion of Aboriginal or Torres Strait Islander (P<.001) participants who spoke English as their main language at home (P=.03), and of middle and lower socioeconomic status (P<.001) was found in the RDS sample. The RDS sample was also found to have a higher occurrence of past 7-day drinking (P<.001) and past 7-day risky drinking (P=.004). No significant differences in gender, age, past month alcohol use, and lifetime alcohol use were observed between the RDS and WebRDS samples. This study revealed RDS and WebRDS used similar lengths of chains for recruiting participants; however, WebRDS conducted a faster rate of recruitment at a lower average cost per participant compared to RDS. Conclusions Using WebRDS resulted in significant improvements in the recruitment rate and was a more effective and efficient use of resources than the traditional RDS method. However, WebRDS resulted in partially different sample characteristics to traditional RDS. This potential effect should be considered when selecting the most appropriate data collection method.
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Affiliation(s)
- Janina Hildebrand
- Collaboration for Evidence, Research and Impact in Public Health, School of Public Health, Curtin University, Bentley, Australia
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Ludlam AH, Saxton PJW, Dickson NP, Adams J. Respondent-driven sampling among gay and bisexual men: experiences from a New Zealand pilot study. BMC Res Notes 2015; 8:549. [PMID: 26453538 PMCID: PMC4600264 DOI: 10.1186/s13104-015-1449-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2015] [Accepted: 09/16/2015] [Indexed: 11/27/2022] Open
Abstract
Background Respondent-driven sampling (RDS) is a method of approximating random sampling of populations that are difficult to locate and engage in research such as gay, bisexual and other men who have sex with men (GBM). However, its effectiveness among established urban gay communities in high-income countries is largely unexplored outside North America. We conducted a pilot study of RDS among urban GBM in Auckland, New Zealand to assess its local applicability for sexual health research. Findings Pre-fieldwork formative assessment explored RDS suitability among local GBM. Highly-networked initial participants (“seeds”) and subsequent participants completed a questionnaire, took a rectal swab for chlamydia and gonorrhoea testing, and were asked to recruit up to three eligible peers over the subsequent 2 weeks using study coupons. Compensation was given for participating and for each peer enrolled. Feedback on the pilot was obtained through questionnaire items, participant follow-up, and a focus group. Nine seeds commenced recruitment, directly enrolling 10 participants (Wave One), who in turn enrolled a further three (Wave Two). Two of the 22 participants (9 %) had undiagnosed rectal chlamydia. The coupon redemption rate (23 %) was lower than the expected rate (33 %) for this population. Participants were motivated by altruism above financial incentives; however, time, transport and reluctance recruiting peers were perceived as barriers to enrolment. Discussion Slow recruitment in our pilot study suggests that RDS might not be an effective or efficient method of sampling gay men in all high-income urban settings. However those who participated in the pilot were willing to provide anal swabs and information on their sexual behaviour, and also on the size of their GBM social network which is necessary to weight data in RDS. Refinements and adaptations such as reducing the transaction costs of taking part (e.g. offering online participation) could improve responses but these have their own drawbacks (higher set-up costs, difficulty collecting biological specimens).
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Affiliation(s)
- Adrian H Ludlam
- Gay Men's Sexual Health Research Group, Department of Social and Community Health, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand. .,AIDS Epidemiology Group, Department of Preventive and Social Medicine, University of Otago, Dunedin, New Zealand.
| | - Peter J W Saxton
- Gay Men's Sexual Health Research Group, Department of Social and Community Health, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand. .,AIDS Epidemiology Group, Department of Preventive and Social Medicine, University of Otago, Dunedin, New Zealand.
| | - Nigel P Dickson
- AIDS Epidemiology Group, Department of Preventive and Social Medicine, University of Otago, Dunedin, New Zealand.
| | - Jeffery Adams
- SHORE and Whariki Research Centre, College of Health, Massey University, Auckland, New Zealand.
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Strömdahl S, Lu X, Bengtsson L, Liljeros F, Thorson A. Implementation of Web-Based Respondent Driven Sampling among Men Who Have Sex with Men in Sweden. PLoS One 2015; 10:e0138599. [PMID: 26426802 PMCID: PMC4591333 DOI: 10.1371/journal.pone.0138599] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2015] [Accepted: 08/31/2015] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Respondent driven sampling (RDS) was designed to study 'hidden' populations, for which there are no available sampling frame. RDS has been shown to recruit far into social networks of the study population and achieve unbiased estimates when certain assumptions are fulfilled. Web-based respondent driven sampling (WebRDS) has been implemented among MSM in Vietnam and produced a sufficient sample of MSM. In order to see if WebRDS could work in a 'hidden' population in a high-income setting, we performed a WebRDS among MSM in Sweden to study a sensitive topic, sexual risk behaviour for HIV/STI and Internet use. METHODS A cross-sectional survey was implemented between July 11, 2012 and January 21, 2013 by using a WebRDS software. Men, fifteen years old or above, who reported having ever had sex with another man were included. The web-survey explored sociodemographics, sexual risk behaviour for HIV/STI and Internet use. RESULTS The WebRDS process created a sample of 123 eligible respondents. The mean age among participants was 32 years old. All respondents reported having had unprotected anal intercourse (UAI) with at least one regular and one casual sex partner during the last 12 months. On average participants reported having had UAI with three casual sexual partners and in total having had seven casual sex partners during the last 12 months. CONCLUSION The WebRDS produced a sample of Internet-using MSM in Sweden who all reported sexual risk behaviour for HIV/STI during the last 12 months. It holds promise for future online studies among MSM and a possibility to reach MSM at risk for HIV/STI with interventions or information. Some challenges were found including short recruitment chains, and further research need to address how to optimize WebRDS online recruitment methods in high income settings.
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Affiliation(s)
- Susanne Strömdahl
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Xin Lu
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
- College of Information System and Management, National University of Defense Technology, Changsha, China
| | - Linus Bengtsson
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Fredrik Liljeros
- Department of Sociology, Stockholm University, Stockholm, Sweden
| | - Anna Thorson
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
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Arayasirikul S, Cai X, Wilson EC. A Qualitative Examination of Respondent-Driven Sampling (RDS) Peer Referral Challenges Among Young Transwomen in the San Francisco Bay Area. JMIR Public Health Surveill 2015; 1:e9. [PMID: 27227143 PMCID: PMC4869213 DOI: 10.2196/publichealth.4573] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2015] [Revised: 07/13/2015] [Accepted: 07/21/2015] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Efforts have focused on developing innovative recruitment strategies to engage the most marginalized of populations in public health research. Respondent-driven sampling (RDS) has been found to be an effective sampling strategy for hard-to-reach, hidden populations. Though studies have documented RDS peer referral as challenging, literature contextualizing these challenges is scant and rarely do they discuss the role of Internet technologies. OBJECTIVE The objective of the study was to explore reasons for peer referral challenges in a human immunodeficiency virus (HIV) risk and resilience study among a hidden population of youth, specifically, young transwomen. These findings amplify the unique opportunities Internet technologies bring to public health research and methodology. METHODS We conducted focused, semistructured, qualitative interviews with 16 young transwomen to investigate the reasons why youth did or did not refer peers to an RDS study for transwomen ages 16-24 in the San Francisco Bay Area. Qualitative interview data were coded and analyzed using grounded theory. RESULTS Participants discussed specific barriers and facilitators related to four factors that include study design, study implementation, community characteristics, and individual characteristics, which contributed to RDS peer referral challenges. CONCLUSIONS Our grounded theory analysis identifies important considerations for future RDS studies with hidden youth populations. Exploring research participants' experiences is integral in strengthening future epidemiologic research efforts that plan to use RDS to sample and estimate the hidden epidemics among at-risk youth and transgender women. Additionally, Internet technologies and Web-based adaptations offer solutions to traditional RDS peer referral challenges, having the potential to increase accessibility and use among hidden youth populations.
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Affiliation(s)
- Sean Arayasirikul
- Center for Public HealthPopulation Health DivisionSan Francisco Department of Public HealthSan Francisco, CAUnited States.,Medical SociologyDepartment of Social and Behavioral SciencesUniversity of California San FranciscoSan Francisco, CAUnited States
| | - Xiang Cai
- Yale UniversityNew Haven, CTUnited States
| | - Erin C Wilson
- Center for Public HealthPopulation Health DivisionSan Francisco Department of Public HealthSan Francisco, CAUnited States.,Department of Epidemiology and BiostatisticsUniversity of California San FranciscoSan Francisco, CAUnited States
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Stein ML, van Steenbergen JE, Buskens V, van der Heijden PGM, Koppeschaar CE, Bengtsson L, Thorson A, Kretzschmar MEE. Enhancing Syndromic Surveillance With Online Respondent-Driven Detection. Am J Public Health 2015; 105:e90-7. [PMID: 26066940 DOI: 10.2105/ajph.2015.302717] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
OBJECTIVES We investigated the feasibility of combining an online chain recruitment method (respondent-driven detection) and participatory surveillance panels to collect previously undetected information on infectious diseases via social networks of participants. METHODS In 2014, volunteers from 2 large panels in the Netherlands were invited to complete a survey focusing on symptoms of upper respiratory tract infections and to invite 4 individuals they had met in the preceding 2 weeks to take part in the study. We compared sociodemographic characteristics among panel participants, individuals who volunteered for our survey, and individuals recruited via respondent-driven detection. RESULTS Starting from 1015 panel members, the survey spread through all provinces of the Netherlands and all age groups in 83 days. A total of 433 individuals completed the survey via peer recruitment. Participants who reported symptoms were 6.1% (95% confidence interval = 5.4, 6.9) more likely to invite contact persons than were participants who did not report symptoms. Participants with symptoms invited more symptomatic recruits to take part than did participants without symptoms. CONCLUSIONS Our findings suggest that online respondent-driven detection can enhance identification of symptomatic patients by making use of individuals' local social networks.
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Affiliation(s)
- Mart L Stein
- Mart L. Stein and Mirjam E. E. Kretzschmar are with the Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands. Jim E. van Steenbergen is with the Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, the Netherlands. Vincent Buskens is with the Department of Sociology, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Peter G. M. van der Heijden is with the Department of Methodology and Statistics, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Carl E. Koppeschaar is with Science in Action BV, Amsterdam, the Netherlands. Linus Bengtsson and Anna Thorson are with the Department of Public Health Sciences-Global Health, Karolinska Institutet, Stockholm, Sweden
| | - Jim E van Steenbergen
- Mart L. Stein and Mirjam E. E. Kretzschmar are with the Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands. Jim E. van Steenbergen is with the Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, the Netherlands. Vincent Buskens is with the Department of Sociology, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Peter G. M. van der Heijden is with the Department of Methodology and Statistics, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Carl E. Koppeschaar is with Science in Action BV, Amsterdam, the Netherlands. Linus Bengtsson and Anna Thorson are with the Department of Public Health Sciences-Global Health, Karolinska Institutet, Stockholm, Sweden
| | - Vincent Buskens
- Mart L. Stein and Mirjam E. E. Kretzschmar are with the Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands. Jim E. van Steenbergen is with the Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, the Netherlands. Vincent Buskens is with the Department of Sociology, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Peter G. M. van der Heijden is with the Department of Methodology and Statistics, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Carl E. Koppeschaar is with Science in Action BV, Amsterdam, the Netherlands. Linus Bengtsson and Anna Thorson are with the Department of Public Health Sciences-Global Health, Karolinska Institutet, Stockholm, Sweden
| | - Peter G M van der Heijden
- Mart L. Stein and Mirjam E. E. Kretzschmar are with the Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands. Jim E. van Steenbergen is with the Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, the Netherlands. Vincent Buskens is with the Department of Sociology, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Peter G. M. van der Heijden is with the Department of Methodology and Statistics, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Carl E. Koppeschaar is with Science in Action BV, Amsterdam, the Netherlands. Linus Bengtsson and Anna Thorson are with the Department of Public Health Sciences-Global Health, Karolinska Institutet, Stockholm, Sweden
| | - Carl E Koppeschaar
- Mart L. Stein and Mirjam E. E. Kretzschmar are with the Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands. Jim E. van Steenbergen is with the Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, the Netherlands. Vincent Buskens is with the Department of Sociology, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Peter G. M. van der Heijden is with the Department of Methodology and Statistics, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Carl E. Koppeschaar is with Science in Action BV, Amsterdam, the Netherlands. Linus Bengtsson and Anna Thorson are with the Department of Public Health Sciences-Global Health, Karolinska Institutet, Stockholm, Sweden
| | - Linus Bengtsson
- Mart L. Stein and Mirjam E. E. Kretzschmar are with the Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands. Jim E. van Steenbergen is with the Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, the Netherlands. Vincent Buskens is with the Department of Sociology, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Peter G. M. van der Heijden is with the Department of Methodology and Statistics, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Carl E. Koppeschaar is with Science in Action BV, Amsterdam, the Netherlands. Linus Bengtsson and Anna Thorson are with the Department of Public Health Sciences-Global Health, Karolinska Institutet, Stockholm, Sweden
| | - Anna Thorson
- Mart L. Stein and Mirjam E. E. Kretzschmar are with the Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands. Jim E. van Steenbergen is with the Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, the Netherlands. Vincent Buskens is with the Department of Sociology, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Peter G. M. van der Heijden is with the Department of Methodology and Statistics, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Carl E. Koppeschaar is with Science in Action BV, Amsterdam, the Netherlands. Linus Bengtsson and Anna Thorson are with the Department of Public Health Sciences-Global Health, Karolinska Institutet, Stockholm, Sweden
| | - Mirjam E E Kretzschmar
- Mart L. Stein and Mirjam E. E. Kretzschmar are with the Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands. Jim E. van Steenbergen is with the Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, the Netherlands. Vincent Buskens is with the Department of Sociology, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Peter G. M. van der Heijden is with the Department of Methodology and Statistics, Faculty of Social and Behavioural Sciences, Utrecht University, Utrecht. Carl E. Koppeschaar is with Science in Action BV, Amsterdam, the Netherlands. Linus Bengtsson and Anna Thorson are with the Department of Public Health Sciences-Global Health, Karolinska Institutet, Stockholm, Sweden
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Gile KJ, Johnston LG, Salganik MJ. Diagnostics for Respondent-driven Sampling. JOURNAL OF THE ROYAL STATISTICAL SOCIETY. SERIES A, (STATISTICS IN SOCIETY) 2015; 178:241-269. [PMID: 27226702 PMCID: PMC4877136 DOI: 10.1111/rssa.12059] [Citation(s) in RCA: 140] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
Respondent-driven sampling (RDS) is a widely used method for sampling from hard-to-reach human populations, especially populations at higher risk for HIV. Data are collected through peer-referral over social networks. RDS has proven practical for data collection in many difficult settings and is widely used. Inference from RDS data requires many strong assumptions because the sampling design is partially beyond the control of the researcher and partially unobserved. We introduce diagnostic tools for most of these assumptions and apply them in 12 high risk populations. These diagnostics empower researchers to better understand their data and encourage future statistical research on RDS.
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Affiliation(s)
| | - Lisa G Johnston
- Tulane University, New Orleans, LA, USA and University of California, San Francisco, San Francisco, CA, USA
| | - Matthew J Salganik
- Microsoft Research, New York, NY USA and Princeton University, Princeton, NJ, USA
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Comparison of contact patterns relevant for transmission of respiratory pathogens in Thailand and The Netherlands using respondent-driven sampling. PLoS One 2014; 9:e113711. [PMID: 25423343 PMCID: PMC4244136 DOI: 10.1371/journal.pone.0113711] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2014] [Accepted: 10/27/2014] [Indexed: 11/19/2022] Open
Abstract
Understanding infection dynamics of respiratory diseases requires the identification and quantification of behavioural, social and environmental factors that permit the transmission of these infections between humans. Little empirical information is available about contact patterns within real-world social networks, let alone on differences in these contact networks between populations that differ considerably on a socio-cultural level. Here we compared contact network data that were collected in The Netherlands and Thailand using a similar online respondent-driven method. By asking participants to recruit contact persons we studied network links relevant for the transmission of respiratory infections. We studied correlations between recruiter and recruited contacts to investigate mixing patterns in the observed social network components. In both countries, mixing patterns were assortative by demographic variables and random by total numbers of contacts. However, in Thailand participants reported overall more contacts which resulted in higher effective contact rates. Our findings provide new insights on numbers of contacts and mixing patterns in two different populations. These data could be used to improve parameterisation of mathematical models used to design control strategies. Although the spread of infections through populations depends on more factors, found similarities suggest that spread may be similar in The Netherlands and Thailand.
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Hu Y, Lu H, Raymond HF, Sun Y, Sun J, Jia Y, He X, Fan S, Xiao Y, McFarland W, Ruan Y. Measures of condom and safer sex social norms and stigma towards HIV/AIDS among Beijing MSM. AIDS Behav 2014; 18:1068-74. [PMID: 24057931 DOI: 10.1007/s10461-013-0609-7] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
Social norms around condom use and safe sex as well as HIV/AIDS stigma are used to identify persons at higher risk for HIV. These measures have been developed and tested in a variety of settings and populations. While efforts have been undertaken to develop context specific measures of these domains among Chinese MSM, the feasibility of using existing measures is unknown. A survey of MSM, based on respondent-driven sampling, was conducted in Beijing. Existing measures of condom social norms, attitudes towards safer sex and HIV/AIDS stigma were piloted. Internal consistency of all measures was high. As expected higher levels of condom social norms and positive attitudes towards safer sex were associated with condom use. HIV/AIDS stigma and discrimination had a significant relationship with never having an HIV test and lack of discussion of HIV/AIDS with male partners. Correlates of low condom social norms were age, education, employment and resident status. Existing measures of condom social norms, attitudes towards safer sex and HIV/AIDS stigma appear to be appropriate for use among Chinese MSM. Using existing measures as opposed to developing new measures has the potential to expedite investigations into psychosocial correlates of HIV risk behavior.
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Burns DN, DeGruttola V, Pilcher CD, Kretzschmar M, Gordon CM, Flanagan EH, Duncombe C, Cohen MS. Toward an endgame: finding and engaging people unaware of their HIV-1 infection in treatment and prevention. AIDS Res Hum Retroviruses 2014; 30:217-24. [PMID: 24410300 PMCID: PMC3938938 DOI: 10.1089/aid.2013.0274] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Epidemic modeling suggests that a major scale-up in HIV treatment could have a dramatic impact on HIV incidence. This has led both researchers and policymakers to set a goal of an "AIDS-Free Generation." One of the greatest obstacles to achieving this objective is the number of people with undiagnosed HIV infection. Despite recent innovations, new research strategies are needed to identify, engage, and successfully treat people who are unaware of their infection.
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Affiliation(s)
- David N Burns
- 1 Division of AIDS, National Institute of Allergy and Infectious Diseases, National Institutes of Health , Bethesda, Maryland
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Bengtsson L, Lu X, Liljeros F, Thanh HH, Thorson A. Strong propensity for HIV transmission among men who have sex with men in Vietnam: behavioural data and sexual network modelling. BMJ Open 2014; 4:e003526. [PMID: 24435887 PMCID: PMC3902196 DOI: 10.1136/bmjopen-2013-003526] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
OBJECTIVES Survey data from men who have sex with men (MSM) in Asian cities indicate ongoing and drastic increases in HIV prevalence. It is unknown which behavioural factors are most important in driving these epidemics. We aimed to analyse detailed sexual behaviour data among MSM in Vietnam and to model HIV transmission using improved assumptions on sexual network structure. SETTING Vietnam. PARTICIPANTS Internet-using men who had ever had sex (any type) with a man, aged ≥18 years and living in Vietnam. The study was cross-sectional, population-based and performed in 2012, using online respondent-driven sampling. The Internet-based survey instrument was completed by 982 participants, of which 857 were eligible. Questions included sociodemography and retrospective sexual behaviour, including number of unprotected anal sex (UAS) acts per partner. PRIMARY AND SECONDARY OUTCOME MEASURES Estimated basic reproductive number over 3 months as a function of transmission risk per UAS act; frequency distributions of number of UAS partners and UAS acts during last 3 months. RESULTS 36% (CI 32% to 42%) reported UAS at least once during the last 3 months. 36% (CI 32% to 41%) had ever taken an HIV test and received the result. UAS partner numbers and number of UAS acts were both highly skewed and positively correlated. Using a weighted configuration model, taking into account partner numbers, frequency of UAS and their correlations, we estimated the basic reproductive number (R0) over 3 months. The results indicated rapid transmission over a wide range of values of per-act transmissibility. CONCLUSIONS Men with multiple partners had unexpectedly high UAS frequency per partner, paired with low HIV testing rates. The study highlights the importance of collecting data on frequency of UAS acts and indicates the need to rapidly scale-up HIV prevention services and testing opportunities for MSM in Vietnam.
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Affiliation(s)
- Linus Bengtsson
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
- The Institute for Futures Studies, Stockholm, Sweden
| | - Xin Lu
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
- The Institute for Futures Studies, Stockholm, Sweden
- College of Information System and Management, National University of Defense Technology, Changsha, People's Republic of China
| | - Fredrik Liljeros
- The Institute for Futures Studies, Stockholm, Sweden
- Department of Sociology, Stockholm University, Stockholm, Sweden
| | - Hoang Huy Thanh
- Institute for the Study of Society, Economy and the Environment, Ha Noi, Vietnam
| | - Anna Thorson
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
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Stein ML, van Steenbergen JE, Chanyasanha C, Tipayamongkholgul M, Buskens V, van der Heijden PGM, Sabaiwan W, Bengtsson L, Lu X, Thorson AE, Kretzschmar MEE. Online respondent-driven sampling for studying contact patterns relevant for the spread of close-contact pathogens: a pilot study in Thailand. PLoS One 2014; 9:e85256. [PMID: 24416371 PMCID: PMC3885693 DOI: 10.1371/journal.pone.0085256] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2013] [Accepted: 11/26/2013] [Indexed: 11/28/2022] Open
Abstract
Background Information on social interactions is needed to understand the spread of airborne infections through a population. Previous studies mostly collected egocentric information of independent respondents with self-reported information about contacts. Respondent-driven sampling (RDS) is a sampling technique allowing respondents to recruit contacts from their social network. We explored the feasibility of webRDS for studying contact patterns relevant for the spread of respiratory pathogens. Materials and Methods We developed a webRDS system for facilitating and tracking recruitment by Facebook and email. One-day diary surveys were conducted by applying webRDS among a convenience sample of Thai students. Students were asked to record numbers of contacts at different settings and self-reported influenza-like-illness symptoms, and to recruit four contacts whom they had met in the previous week. Contacts were asked to do the same to create a network tree of socially connected individuals. Correlations between linked individuals were analysed to investigate assortativity within networks. Results We reached up to 6 waves of contacts of initial respondents, using only non-material incentives. Forty-four (23.0%) of the initially approached students recruited one or more contacts. In total 257 persons participated, of which 168 (65.4%) were recruited by others. Facebook was the most popular recruitment option (45.1%). Strong assortative mixing was seen by age, gender and education, indicating a tendency of respondents to connect to contacts with similar characteristics. Random mixing was seen by reported number of daily contacts. Conclusions Despite methodological challenges (e.g. clustering among respondents and their contacts), applying RDS provides new insights in mixing patterns relevant for close-contact infections in real-world networks. Such information increases our knowledge of the transmission of respiratory infections within populations and can be used to improve existing modelling approaches. It is worthwhile to further develop and explore webRDS for the detection of clusters of respiratory symptoms in social networks.
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Affiliation(s)
- Mart L. Stein
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- * E-mail:
| | - Jim E. van Steenbergen
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, The Netherlands
- Centre for Infectious Diseases, Leiden University Medical Centre, Leiden, The Netherlands
| | | | | | - Vincent Buskens
- Faculty of Social and Behavioural Sciences, University Utrecht, Utrecht, The Netherlands
| | - Peter G. M. van der Heijden
- Faculty of Social and Behavioural Sciences, University Utrecht, Utrecht, The Netherlands
- Southampton Statistical Sciences Research Institute, University of Southampton, Southampton, United Kingdom
| | - Wasamon Sabaiwan
- Faculty of Communication Arts, Chulalongkorn University, Bangkok, Thailand
| | - Linus Bengtsson
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Xin Lu
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
- College of Information System and Management, National University of Defense Technology, Changsha, China
| | - Anna E. Thorson
- Department of Public Health Sciences, Karolinska Institutet, Stockholm, Sweden
| | - Mirjam E. E. Kretzschmar
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, The Netherlands
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