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Wray TB, Luo X, Ke J, Pérez AE, Carr DJ, Monti PM. Using Smartphone Survey Data and Machine Learning to Identify Situational and Contextual Risk Factors for HIV Risk Behavior Among Men Who Have Sex with Men Who Are Not on PrEP. PREVENTION SCIENCE : THE OFFICIAL JOURNAL OF THE SOCIETY FOR PREVENTION RESEARCH 2020; 20:904-913. [PMID: 31073817 DOI: 10.1007/s11121-019-01019-z] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
"Just-in-time" interventions (JITs) delivered via smartphones have considerable potential for reducing HIV risk behavior by providing pivotal support at key times prior to sex. However, these programs depend on a thorough understanding of when risk behavior is likely to occur to inform the timing of JITs. It is also critical to understand the most important momentary risk factors that may precede HIV risk behavior, so that interventions can be designed to address them. Applying machine learning (ML) methods to ecological momentary assessment data on HIV risk behaviors can help answer both questions. Eighty HIV-negative men who have sex with men (MSM) who were not on PrEP completed a daily diary survey each morning and an experience sampling survey up to six times per day via a smartphone application for 30 days. Random forest models achieved the highest area under the curve (AUC) values for classifying high-risk condomless anal sex (CAS). These models achieved 80% specificity at a sensitivity value of 74%. Unsurprisingly, the most important contextual risk factors that aided in classification were participants' plans and intentions for sex, sexual arousal, and positive affective states. Findings suggest that survey data collected throughout the day can be used to correctly classify about three of every four high-risk CAS events, while incorrectly classifying one of every five non-CAS days as involving high-risk CAS. A unique set of risk factors also often emerge prior to high-risk CAS events that may be useful targets for JITs.
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Affiliation(s)
- Tyler B Wray
- Department of Behavioral and Social Sciences, Center for Alcohol and Addictions Studies, Brown University School of Public Health, 121 South Main Street, Providence, RI, 02912, USA.
| | - Xi Luo
- Department of Biostatistics, Brown University School of Public Health, Providence, RI, 02906, USA.,Department of Biostatistics and Data Science, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA
| | - Jun Ke
- Department of Biostatistics, Brown University School of Public Health, Providence, RI, 02906, USA
| | - Ashley E Pérez
- Department of Social and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, 94118, USA
| | - Daniel J Carr
- Department of Behavioral and Social Sciences, Center for Alcohol and Addictions Studies, Brown University School of Public Health, 121 South Main Street, Providence, RI, 02912, USA
| | - Peter M Monti
- Department of Behavioral and Social Sciences, Center for Alcohol and Addictions Studies, Brown University School of Public Health, 121 South Main Street, Providence, RI, 02912, USA
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Wray TB, Monti PM. Characteristics of Sex Events, Partners, and Motivations and Their Associations with HIV-Risk Behavior in a Daily Diary Study of High-Risk Men Who Have Sex with Men (MSM). AIDS Behav 2020; 24:1851-1864. [PMID: 31832855 PMCID: PMC7228849 DOI: 10.1007/s10461-019-02760-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
In the United States, men who have sex with men (MSM) continue to be at high-risk for HIV and other STIs, and condoms represent the most popular, affordable, and accessible method of prevention. Although a vast body of research has explored various factors associated with condom use in MSM, fewer studies have explored situation-level characteristics that affect their decisions about sex partners and condom use. Daily diary studies are well-suited to help improve our understanding of these event-level factors in detail, including the sex events themselves, partner characteristics, and motivations. As part of a larger study using ecological momentary assessment methods, high-risk MSM completed daily diary surveys about their sexual behavior on their smartphones each day for 30 days. This study explored detailed descriptive characteristics of sex events, partner characteristics, and motivations for sex and condom use, and examined whether specific aspects of these characteristics were associated with having condomless anal sex (CAS) with high-risk partners. High-risk CAS was common among MSM, with the majority of participants having met their partners online and many reporting sex the same day they met. Results showed that the odds of CAS were not higher with partners met online versus those met in other ways, but MSM were more likely to have asked online partners about their HIV status and testing history before sex. The odds of engaging in high-risk CAS was higher when MSM reported intimacy or self-assurance motives. Not having condoms readily available was a CAS motivation reported more commonly when MSM had sex with high-risk partners. Findings suggest that interventions should incorporate strategies that help MSM be safer specifically when meeting partners online and when having sex for intimacy or re-assurance. Interventions that remind MSM to carry condoms at opportune moments may also help reduce some HIV risk.
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Affiliation(s)
- Tyler B Wray
- Center for Alcohol and Addictions Studies, Brown University School of Public Health, Providence, RI, 02906, USA.
- Center for Alcohol and Addictions Studies, Brown University School of Public Health, 121 South Main Street, Providence, RI, 02912, USA.
| | - Peter M Monti
- Center for Alcohol and Addictions Studies, Brown University School of Public Health, Providence, RI, 02906, USA
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Sexual Networks of Racially Diverse Young MSM Differ in Racial Homophily But Not Concurrency. J Acquir Immune Defic Syndr 2019; 77:459-466. [PMID: 29280767 DOI: 10.1097/qai.0000000000001620] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
BACKGROUND Substantial racial disparities exist in HIV infection among young men who have sex with men (YMSM). However, evidence suggests black YMSM do not engage in greater levels of risk behavior. Sexual networks may help explain this paradox. This study used egocentric exponential random graph models to examine variation in concurrency (ie, 2 or more simultaneous partners) and homophily (ie, same race/ethnicity partners) across race/ethnicity groups in a diverse sample of YMSM. METHODS Data for this study come from a longitudinal cohort study of YMSM. Participants (n = 1012) provided data regarding their sexual contacts during the 6 months before their first study visit. A series of egocentric exponential random graph models examined how providing separate estimates for homophily and concurrency parameters across race/ethnicity improved the fit of these models. Networks were simulated using these parameters to examine how local network characteristics impact risk at the whole network level. RESULTS Results indicated that homophily, but not concurrency, varied across race/ethnicity. Black participants witnessed significantly higher race/ethnicity homophily compared with white and Latino peers. Extrapolating from these models, black individuals were more likely to be in a connected component with an HIV-positive individual and closer to HIV-positive individuals. However, white individuals were more likely to be in large connected components. CONCLUSIONS These findings suggest that high racial homophily combined with existing disparities in HIV help perpetuate the spread of HIV among black YMSM. Nonetheless, additional work is required to understand these disparities given that homophily alone cannot sustain them indefinitely.
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Prestage G, Mao L, Philpot S, Jin F, Callander D, Doyle M, Zablotska I, Kolstee J, Keen P, Bavinton B. The Role of Age and Homonegativity in Racial or Ethnic Partner Preferences Among Australian Gay and Bisexual Men. ARCHIVES OF SEXUAL BEHAVIOR 2019; 48:357-368. [PMID: 30478706 DOI: 10.1007/s10508-018-1308-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2018] [Revised: 09/07/2018] [Accepted: 09/10/2018] [Indexed: 06/09/2023]
Abstract
We investigated the racial or ethnic partner preferences among Australian gay and bisexual men (GBM) as part of a large study of sexual preferences among GBM, to identify whether racial bias was a factor in how GBM expressed their partner preferences. We surveyed 1853 Australian GBM about their partner preferences and preferred sex practices. We used logistic regression to identify whether factors such as age, gay social engagement, or men's own ethnicity or race were associated with ethnic and racial partner preferences. Mean age was 34.8 years. Ethnic or racial background included: white or "Caucasian" (86.6%), Australian Aboriginal (2.7%), and Asian (6.6%). Mean attraction scores were highest for "Caucasian" men, and lowest for Aboriginal and Asian men. Under half (41.6%) were attracted to all racial or ethnic types; 7.7% were only attracted to "Caucasian" men. Being older and lower homonegativity scores were independently associated with finding all ethnic and racial types attractive. Being attracted only to "Caucasian" men was associated with younger age. Mental health was not associated with ethnic or racial partner preferences. Although men more commonly found most racial or ethnic types attractive, racial biases in partner selection were more evident among younger men, and among those who were less comfortable with their own sexuality. Addressing anti-gay stigma and broader exposure to gay community subcultures may be as important in countering racial bias.
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Affiliation(s)
- Garrett Prestage
- Kirby Institute, University of New South Wales, Kensington, NSW, 2052, Australia.
| | - Limin Mao
- Centre for Social Research in Health, University of New South Wales, Kensington, NSW, Australia
| | - Steven Philpot
- Kirby Institute, University of New South Wales, Kensington, NSW, 2052, Australia
| | - Fengyi Jin
- Kirby Institute, University of New South Wales, Kensington, NSW, 2052, Australia
| | - Denton Callander
- Kirby Institute, University of New South Wales, Kensington, NSW, 2052, Australia
| | - Michael Doyle
- Sydney Medical School, University of Sydney, Camperdown, NSW, Australia
| | - Iryna Zablotska
- Sydney Medical School, University of Sydney, Camperdown, NSW, Australia
| | - Johann Kolstee
- Kirby Institute, University of New South Wales, Kensington, NSW, 2052, Australia
- ACON, Surry Hills, NSW, Australia
| | - Phillip Keen
- Kirby Institute, University of New South Wales, Kensington, NSW, 2052, Australia
| | - Benjamin Bavinton
- Kirby Institute, University of New South Wales, Kensington, NSW, 2052, Australia
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Cortopassi AC, Driver R, Eaton LA, Kalichman SC. A New Era of HIV Risk: It's Not What You Know, It's Who You Know (and How Infectious). Annu Rev Psychol 2018; 70:673-701. [PMID: 30256719 DOI: 10.1146/annurev-psych-010418-102927] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
HIV is transmitted in social and sexual relationships, and HIV transmission risks, as well as protective actions, are evolving as HIV epidemics unfold. The current focus of HIV prevention is centered on antiretroviral medications used to reduce HIV infectiousness in persons already infected with HIV [treatment as prevention (TasP)]. The same medications used to treat infected persons can also be used by uninfected persons as pre-exposure prophylaxis (PrEP) to reduce the infectivity of HIV. Both PrEP and TasP are effective when adherence is high and individuals do not have co-occurring sexually transmitted infections. HIV prevention is most effective and efficient when delivered within sexual networks with high HIV prevalence. Specific network characteristics are recognized as important facilitators of HIV transmission; these characteristics include the degree of similarity among network members (homophily), gender role norms, and belief systems. Since 2011, HIV risk has been redefined based on infectiousness and infectivity, ushering in a new era of HIV prevention with the potential to end HIV epidemics.
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Affiliation(s)
- Andrew C Cortopassi
- Department of Psychological Sciences, University of Connecticut, Storrs, Connecticut 06269, USA;
| | - Redd Driver
- Department of Psychological Sciences, University of Connecticut, Storrs, Connecticut 06269, USA;
| | - Lisa A Eaton
- Department of Human Development and Family Studies, University of Connecticut, Storrs, Connecticut 06269, USA
| | - Seth C Kalichman
- Department of Psychological Sciences, University of Connecticut, Storrs, Connecticut 06269, USA;
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Rzeszutek M, Gruszczyńska E. Paradoxical effect of social support among people living with HIV: A diary study investigating the buffering hypothesis. J Psychosom Res 2018; 109:25-31. [PMID: 29773149 DOI: 10.1016/j.jpsychores.2018.03.006] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2017] [Revised: 03/13/2018] [Accepted: 03/13/2018] [Indexed: 11/19/2022]
Abstract
OBJECTIVE The aim of this study was to examine the buffering role of time-varying received and provided support in the relationship between stress and end-of-day mood among people living with HIV. In addition, the moderating role of intimate relationships in this buffering effect was verified. METHODS The participants included 115 patients with a confirmed diagnosis of HIV infection. The data were collected using an online diary method. For five consecutive days (from Monday to Friday), participants completed an online time-stamped questionnaire in the evening to assess their end-of day-mood, stress related to a central hassle on any given day and social support that was received and provided. RESULTS The results of the multilevel analysis showed that daily provided, but not received, support had the following partial buffering effect: the association between negative affect and stress was weaker on days with higher support provision. However, this effect was limited to those participants who were in an intimate relationship; the opposite effect was observed in single participants. CONCLUSION These findings suggest that the buffering effect of daily support may be modified by other social resources, such as being in an intimate relationship, and when they are not available, it can even become detrimental.
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Affiliation(s)
- Marcin Rzeszutek
- Faculty of Psychology, University of Warsaw, Stawki 5/7, 00-183 Warsaw, Poland.
| | - Ewa Gruszczyńska
- Faculty of Psychology, University of Social Sciences and Humanities, Chodakowska 19/31, 03-815 Warsaw, Poland.
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Hammack PL, Frost DM, Meyer IH, Pletta DR. Gay Men's Health and Identity: Social Change and the Life Course. ARCHIVES OF SEXUAL BEHAVIOR 2018; 47:59-74. [PMID: 28585157 PMCID: PMC5903851 DOI: 10.1007/s10508-017-0990-9] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2016] [Revised: 03/17/2017] [Accepted: 04/05/2017] [Indexed: 05/19/2023]
Abstract
Due to significant historical change in the late 20th and early 21st century related to both health and cultural attitudes toward homosexuality, gay men of distinct birth cohorts may diverge considerably in their health and identity development. We argue that research on gay men's health has not adequately considered the significance of membership in distinct generation-cohorts, and we present a life course paradigm to address this problem. Focusing on the U.S. as an exemplar that can be adapted to other cultural contexts, we identify five generations of gay men alive today and review unique issues related to health and identity development for each. Implications for research, practice, and advocacy on gay men's health and development are discussed.
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Affiliation(s)
- Phillip L Hammack
- Department of Psychology, University of California, Santa Cruz, 1156 High Street, Santa Cruz, CA, 95064, USA.
| | - David M Frost
- Department of Psychology, University of Surrey, Guildford, UK
| | - Ilan H Meyer
- William Institute, School of Law, University of California, Los Angeles, Los Angeles, CA, USA
| | - David R Pletta
- Department of Psychology, University of California, Santa Cruz, 1156 High Street, Santa Cruz, CA, 95064, USA
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Ravenhill JP, de Visser RO. Perceptions of gay men’s masculinity are associated with their sexual self-label, voice quality and physique. PSYCHOLOGY & SEXUALITY 2017. [DOI: 10.1080/19419899.2017.1343746] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Bowleg L, Del Río-González AM, Holt SL, Pérez C, Massie JS, Mandell JE, A Boone C. Intersectional Epistemologies of Ignorance: How Behavioral and Social Science Research Shapes What We Know, Think We Know, and Don't Know About U.S. Black Men's Sexualities. JOURNAL OF SEX RESEARCH 2017; 54:577-603. [PMID: 28287844 DOI: 10.1080/00224499.2017.1295300] [Citation(s) in RCA: 51] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
Epistemologies of ignorance describe how ignorance influences the production of knowledge. Advancing an intersectional epistemologies of ignorance approach that examines how conscious (or unconscious) ignorance about racism, heterosexism, and classism shapes empirical knowledge about Black men's sexualities, we conducted a critical review of the behavioral and social science research on U.S. Black men, ages 18 and older, for two time frames: pre-1981 and the most recent decade, 2006-2016. Our search yielded 668 articles, which we classified into five categories: sexual violence, sexual experiences and expressions, sexual identities, cultural and social-structural influences, and sexual health and sexual risk. We found that most of the research, particularly pre-1981, centered the experiences of White heterosexual men as normative and implicitly constructed Black men as hypersexual or deviant. Most of the research also color-blinded White privilege and ignored how racism, heterosexism, and classism structured Black men's inequities. We also found notable exceptions to these trends. Black men who are gay, bisexual, or who have sex with men, and research on HIV risk were prominent in the past decade, as was research that emphasized the social-structural (e.g., poverty, heterosexism, racism) and cultural (e.g., masculinity, religion) contexts of Black men's lives and sexualities. We provide 10 recommendations to avoid intersectional epistemic ignorance in future research.
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Affiliation(s)
- Lisa Bowleg
- a Department of Psychology , The George Washington University
| | | | - Sidney L Holt
- a Department of Psychology , The George Washington University
| | - Carolin Pérez
- a Department of Psychology , The George Washington University
| | - Jenné S Massie
- a Department of Psychology , The George Washington University
| | | | - Cheriko A Boone
- a Department of Psychology , The George Washington University
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Hickson F, Melendez-Torres GJ, Reid D, Weatherburn P. HIV, sexual risk and ethnicity among gay and bisexual men in England: survey evidence for persisting health inequalities. Sex Transm Infect 2017; 93:508-513. [PMID: 28348021 DOI: 10.1136/sextrans-2016-052800] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2016] [Revised: 12/16/2016] [Accepted: 02/11/2017] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVES To examine ethnic group differences in HIV testing and sexual behaviours among a large sample of gay and bisexual men (GBM), 13 years after similar observations were made, assess national HIV prevention responses and inform planning priorities. METHODS Cross-sectional convenience self-completion online survey in summer 2014, designed and recruited in collaboration with community-based health promoters and gay internet services; comparison with earlier findings reporting on similarly designed survey in 2001. RESULTS We recruited 15 388 GBM living in England who self-reported as follows: 18.5% from ethnic minorities; 9.0% tested HIV positive (cf. 17.0% and 5.4% in 2001). Compared with the white British, Asian men were no longer less likely to report diagnosed HIV but had an equal probability of doing so (2001 OR=0.32, 95% CI 0.13 to 0.79; 2014 OR=1.04, 95% CI 0.71 to 1.54); black men remained significantly more likely to report diagnosed HIV (2001 OR=2.06, 95% CI 1.56 to 3.29; 2014 OR=1.62, 95% CI 1.10 to 2.36) as did men in the other white group (2001 OR=1.54, 95% CI 1.23 to 1.93; 2014 OR=1.31, 95% CI 1.10 to 1.55). Overall annual incidence of reported HIV diagnoses in 2014 was 1.1%. Black men were significantly more likely to report diagnosis with HIV in the last 12 months than the white British (adjusted odds ratios (AOR) 2.57, 95% CI 1.22 to 5.39). No minority ethnic group was more or less likely to report condom unprotected anal intercourse (CUAI) in the last year but men in the Asian, black and all others groups were more likely than the white British to report CUAI with more than one non-steady partners. CONCLUSIONS Among GBM in England, HIV prevalence continues to be higher among black men and other white men compared with the white British. The protective effect of being from an Asian background appears no longer to pertain. Sexual risk behaviours may account for some of these differences.
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Affiliation(s)
- Ford Hickson
- Sigma Research, Department of Social and Environmental Health Research, Faculty of Public Health and Policy, London School of Hygiene and Tropical Medicine, London, UK
| | | | - David Reid
- Sigma Research, Department of Social and Environmental Health Research, Faculty of Public Health and Policy, London School of Hygiene and Tropical Medicine, London, UK
| | - Peter Weatherburn
- Sigma Research, Department of Social and Environmental Health Research, Faculty of Public Health and Policy, London School of Hygiene and Tropical Medicine, London, UK
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Moskowitz DA, Roloff ME. Recognition and Construction of Top, Bottom, and Versatile Orientations in Gay/Bisexual Men. ARCHIVES OF SEXUAL BEHAVIOR 2017; 46:273-285. [PMID: 27734170 DOI: 10.1007/s10508-016-0810-7] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/02/2016] [Revised: 06/17/2016] [Accepted: 07/06/2016] [Indexed: 05/19/2023]
Abstract
Research on gay and bisexual men's sexual position self-label (i.e., being a top, bottom, or versatile during anal sex) has revealed only independent snapshots of its development by focusing primarily on the influence of penis size. Moreover, the basic chronology of development of the sexual position self-label has barely been addressed. In response, we implemented a survey of 282 gay and bisexual men that measured demographics (including height and penis size), age of sexual recognitions, sexual position self-label, and attitudinal constructs suggested by previous literature as important (e.g., pleasure, control, anxieties, and gender typicality). Results suggested that men's sexual position self-label was learned over a 15-year timespan. Ages of first same-sex genital manipulation and first anal sex experiences were related to age at first self-labeling. With respect to predictors of labels, a multivariate path model was created. The model did not support the direct importance of penis size, but identified indirect paths that linked penis size to top/bottom identification (e.g., smaller penis sizes leading to topping-anxieties and thus, a bottom label). Finding bottoming to be pleasurable and the importance of sexual control dynamics were the only two direct predictors. The path model substantiated the reliance both bottoms and tops show towards seeking (or not seeking among tops) gender typical, sexually dominant partners. It also supported previous evidence regarding race; specifically, while race may activate differences in sexual behavioral dynamics, it is not a great predictor of the sexual position self-label. This study shows that sexual position self-labeling has enormous complexity and cannot be reduced down to penis size.
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Affiliation(s)
- David A Moskowitz
- Department of Epidemiology & Community Health, School of Health Sciences & Practice, New York Medical College, Rm 213, 40 Sunshine Cottage Rd., Valhalla, NY, 10595, USA.
| | - Michael E Roloff
- Faculty of Communication Studies, Northwestern University, Evanston, IL, USA
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