Publications by authors named "Adriana Romero-Espinoza"

3 Publications

  • Page 1 of 1

Using Machine Learning to Predict Young People's Internet Health and Social Service Information Seeking.

Prev Sci 2021 May 11. Epub 2021 May 11.

University of California, UCLA Center for Community Health, 10920 Wilshire Blvd Suite 350, Los AngelesLos Angeles, CA, 90024, USA.

Machine learning creates new opportunities to design digital health interventions for youth at risk for acquiring HIV (YARH), capitalizing on YARH's health information seeking on the internet. To date, researchers have focused on descriptive analyses that associate individual factors with health-seeking behaviors, without estimating of the strength of these predictive models. We developed predictive models by applying machine learning methods (i.e., elastic net and lasso regression models) to YARH's self-reports of internet use. The YARH were aged 14-24 years old (N = 1287) from Los Angeles and New Orleans. Models were fit to three binary indicators of YARH's lifetime internet searches for general health, sexual and reproductive health (SRH), and social service information. YARH responses regarding internet health information seeking were fed into machine learning models with potential predictor variables based on findings from previous research, including sociodemographic characteristics, sexual and gender minority identity, healthcare access and engagement, sexual behavior, substance use, and mental health. About half of the YARH reported seeking general health and SRH information and 26% sought social service information. Areas under the ROC curve (≥ .75) indicated strong predictive models and results were consistent with the existing literature. For example, higher education and sexual minority identification was associated with seeking general health, SRH, and social service information. New findings also emerged. Cisgender identity versus transgender and non-binary identities was associated with lower odds of general health, SRH, and social service information seeking. Experiencing intimate partner violence was associated with higher odds of seeking general health, SRH, and social service information. Findings demonstrate the ability to develop predictive models to inform targeted health information dissemination strategies but underscore the need to better understand health disparities that can be operationalized as predictors in machine learning algorithms.
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http://dx.doi.org/10.1007/s11121-021-01255-2DOI Listing
May 2021

Optimizing screening for anorectal, pharyngeal, and urogenital C. trachomatis and N. gonorrhoeae infections in at risk adolescents and young adults in New Orleans, Louisiana and Los Angeles, California, USA.

Clin Infect Dis 2020 Dec 10. Epub 2020 Dec 10.

Division of Infectious Diseases, David Geffen School of Medicine, University of California, Los Angeles, California, USA.

Background: Public health organizations have inconsistent recommendations for screening adolescents and young adults for Chlamydia trachomatis (C. trachomatis) and Neisseria gonorrhoeae (N. gonorrhoeae) infections. Guidelines suggest different combinations of anorectal, pharyngeal, and urogenital testing based on age, sex, and sexual activity. Further evaluation of how identity and behaviors impact the anatomic distribution of C. trachomatis and N. gonorrhoeae infection is needed to optimize future screening practices.

Methods: We assessed the positivity of C. trachomatis and N. gonorrhoeae infections at different anatomic sites in a cohort of at-risk sexually active adolescents and young adults between 12-24 years old in New Orleans, Louisiana and Los Angeles, California. Participants were tested for C. trachomatis and N. gonorrhoeae at three sites (anorectum, pharynx, and urethral/cervix) every four months using self-collected swabs. We stratified anatomic distributions of infection into four gender and sexual behavior categories: (i) cisgender men who have sex with men and transgender women (MSMTW), (ii) cis-heterosexual males, (iii) cis-heterosexual females, and (iv) gender minorities assigned female at birth.

Results: While three-site testing detected all infections, two-site (anorectum and urethra/cervix) testing identified 92-100% of C. trachomatis or N. gonorrhoeae infections in participants assigned female at birth and cis-heterosexual males. For MSMTW, two site anorectal and pharyngeal testing versus single site anorectal testing increased the proportion of individuals with either infection from 74 to 93%.

Conclusion: Sexual behavioral and gender identity factors may influence detection of C. trachomatis and N. gonorrhoeae infections at specific anatomic testing sites. Testing guidelines should incorporate sexual behavior and gender identity.
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http://dx.doi.org/10.1093/cid/ciaa1838DOI Listing
December 2020

Safety and Effectiveness of Same-Day Chlamydia trachomatis and Neisseria gonorrhoeae Screening and Treatment Among Gay, Bisexual, Transgender, and Homeless Youth in Los Angeles, California, and New Orleans, Louisiana.

Sex Transm Dis 2020 01;47(1):19-23

From the Division of Infectious Diseases.

Background: Gay, bisexual, transgender, and homeless youth are at risk of sexually transmitted infections. As part of an adolescent human immunodeficiency virus prevention study, we provided same-day Chlamydia trachomatis (CT) and Neisseria gonorrhoeae (NG) testing and treatment. We aimed to evaluate the feasibility and effectiveness of same-day CT and NG treatment on the proportion of participants receiving timely treatment.

Methods: We recruited adolescents with high sexual risk behaviors aged 12 to 24 years from homeless shelters, lesbian, gay, bisexual, and transgender organizations, and community health centers in Los Angeles, California, and New Orleans, Louisiana from May 2017 to June 2019. Initially, participants were offered point-of-care pharyngeal, rectal, and urethral/vaginal CT and NG testing and referral to another clinic for treatment. After March 2018 in Los Angeles and November 2018 in New Orleans, we provided same-day treatment (and partner treatment packs) for study participants. We measured the proportion of participants who received same-day treatment and the median time to treatment. We collected frequency of partner treatment and any reported adverse treatment-related events.

Results: The proportion of participants receiving same-day CT and NG treatment increased from 3.6% (5/140) to 21.1% (20/95; Δ17.5%; 95% confidence interval, 9.2%-26.9%) after implementation of same-day testing and treatment. The median time to treatment decreased from 18.5 to 3 days. Overall, 36 participants took a total of 48 partner treatment packs. There were no reported treatment-related adverse events.

Conclusions: Providing sexually transmitted infection treatment to adolescents at the same visit as testing is feasible and safe, and can increase the proportion of individuals receiving timely treatment.
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http://dx.doi.org/10.1097/OLQ.0000000000001088DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6923576PMC
January 2020