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We used group-based trajectory models to identify 4 distinct trajectory patterns of adherence to preexposure prophylaxis (PrEP) among 20 696 users. Only 44.5% were consistently PrEP adherent, with younger age, being female, or having substance use disorder or depression associated with early discontinuation. Public health efforts are needed to improve PrEP adherence. [ABSTRACT FROM AUTHOR]

Objective This study aimed to develop a natural language processing algorithm (NLP) using machine learning (ML) techniques to identify and classify documentation of preoperative cannabis use status. Materials and Methods We developed and applied a keyword search strategy to identify documentation of preoperative cannabis use status in clinical documentation within 60 days of surgery. We manually reviewed matching notes to classify each documentation into 8 different categories based on context, time, and certainty of cannabis use documentation. We applied 2 conventional ML and 3 deep learning models against manual annotation. We externally validated our model using the MIMIC-III dataset. Results The tested classifiers achieved classification results close to human performance with up to 93% and 94% precision and 95% recall of preoperative cannabis use status documentation. External validation showed consistent results with up to 94% precision and recall. Discussion Our NLP model successfully replicated human annotation of preoperative cannabis use documentation, providing a baseline framework for identifying and classifying documentation of cannabis use. We add to NLP methods applied in healthcare for clinical concept extraction and classification, mainly concerning social determinants of health and substance use. Our systematically developed lexicon provides a comprehensive knowledge-based resource covering a wide range of cannabis-related concepts for future NLP applications. Conclusion We demonstrated that documentation of preoperative cannabis use status could be accurately identified using an NLP algorithm. This approach can be employed to identify comparison groups based on cannabis exposure for growing research efforts aiming to guide cannabis-related clinical practices and policies. [ABSTRACT FROM AUTHOR]

Background Acute pharyngitis is a frequent illness presenting in outpatient settings. Antibiotics are only recommended for bacterial pharyngitis caused by group A β-hemolytic streptococci (GAS); however, infections with non–group A β-hemolytic streptococci (NGAS) have similar clinical presentations and are common in young adult populations. The objective of this study was to analyze the performance of a current (expert) diagnostic algorithm for GAS pharyngitis, the Centor score, and compare it to alternative models developed to predict GAS and NGAS in a college student population. Methods Electronic health records were obtained for all patients who received a streptococcal rapid antigen detection test (RADT) and/or a bacterial throat culture (n = 3963) at a southeastern US university in 2014. Bivariate and multivariable regression models (least absolute shrinkage and selection operator [LASSO] and stepwise-selected) were fitted to assess and compare their diagnostic performances for GAS-positive and NGAS-positive infections. Results Prevalence of GAS was 18.8%. In the subset of RADT-negative patients who received bacterial throat cultures (n = 313), growth of NGAS occurred in 34.8%, with group C streptococci the most frequent isolate. Mean Centor score was higher for NGAS (3.2) vs GAS (2.9) infections (P  = .0111). The area under the curve (AUC) for GAS prediction was 0.64 using the Centor score and 0.70 using the LASSO model. For NGAS, the most important features were cough, pharyngeal erythema, tonsillar exudate, and gastrointestinal symptoms (AUC = 0.63). Conclusions GAS and NGAS pharyngitis were indistinguishable among college students in this study utilizing a commonly applied decision score. Alternative models using additional clinical criteria may be useful for supporting diagnosis of this common illness. [ABSTRACT FROM AUTHOR]

Background: Persons living with human immunodeficiency virus (HIV) with resistance to antiretroviral therapy are vulnerable to adverse HIV-related health outcomes and can contribute to transmission of HIV drug resistance (HIVDR) when nonvirally suppressed. The degree to which HIVDR contributes to disease burden in Florida-the US state with the highest HIV incidence- is unknown.Methods: We explored sociodemographic, ecological, and spatiotemporal associations of HIVDR. HIV-1 sequences (n = 34 447) collected during 2012-2017 were obtained from the Florida Department of Health. HIVDR was categorized by resistance class, including resistance to nucleoside reverse-transcriptase , nonnucleoside reverse-transcriptase , protease , and integrase inhibitors. Multidrug resistance and transmitted drug resistance were also evaluated. Multivariable fixed-effects logistic regression models were fitted to associate individual- and county-level sociodemographic and ecological health indicators with HIVDR.Results: The HIVDR prevalence was 19.2% (nucleoside reverse-transcriptase inhibitor resistance), 29.7% (nonnucleoside reverse-transcriptase inhibitor resistance), 6.6% (protease inhibitor resistance), 23.5% (transmitted drug resistance), 13.2% (multidrug resistance), and 8.2% (integrase strand transfer inhibitor resistance), with significant variation by Florida county. Individuals who were older, black, or acquired HIV through mother-to-child transmission had significantly higher odds of HIVDR. HIVDR was linked to counties with lower socioeconomic status, higher rates of unemployment, and poor mental health.Conclusions: Our findings indicate that HIVDR prevalence is higher in Florida than aggregate North American estimates with significant geographic and socioecological heterogeneity. [ABSTRACT FROM AUTHOR]

Background People living in settlement projects represent an emergent rural population in Brazil. Data on their health is scarce and there are no data on viral hepatitis in this population. This study investigated the epidemiology of viral hepatitis A-E in residents of settlement projects in central Brazil. Methods During 2011 and 2012, 923 people living in rural settlements in central Brazil were interviewed and tested to estimate the prevalence of exposure to viral hepatitis A-E, to identify the circulating hepatitis B virus (HBV)/hepatitis C virus (HCV) genotypes and risk factors for HBV exposure and to evaluate adherence to the hepatitis B vaccination series. Results Overall, 85.9, 3.9, 0.4 and 17.3% of individuals showed evidence of exposure to hepatitis A virus (HAV), hepatitis E virus, HCV and HBV, respectively. Among HBV-DNA positive samples (n=8), subgenotypes A1 (n=3) and A2 (n=1) and genotype D/subgenotype D3 (n=4) were identified. Hepatitis D virus superinfection was detected in 0/16 HBsAg-positive participants. A total of 229 individuals showed serological evidence of HBV vaccination. In total, 442 settlers were eligible for vaccination, but only 150 individuals completed the vaccine series. All anti-HCV-positive samples (n=4) were also HCV-RNA positive and identified as subtype 1a. Conclusions The intermediate endemicity of HAV, the higher prevalence of HBV exposure compared with urban areas and the low compliance with HBV vaccination requires preventive measures focused on rural populations, emphasizing the need for HAV and HBV vaccination. [ABSTRACT FROM AUTHOR]

Background The prevalence and risk of concurrent unhealthy drinking, cigarette use, and depression on mortality among persons living with HIV (PLWH) is unclear. This study applied a syndemic framework to assess whether these co-occurring conditions increase mortality and whether such risk is differential by HIV status. Methods We evaluated 6721 participants (49.8% PLWH) without baseline cancer from the Veterans Aging Cohort Study, a prospective, observational cohort of PLWH and matched uninfected veterans enrolled in 2002 and followed through 2015. Multivariable Cox proportional hazards regressions estimated risk of a syndemic score (number of conditions: that is, unhealthy drinking, cigarette use, and depressive symptoms) on all-cause mortality by HIV status, adjusting for demographic, health status, and HIV-related factors. Results Fewer than 10% of participants had no conditions; 25.6% had 1, 51.0% had 2, and 15.0% had all 3. There were 1747 deaths (61.9% PLWH) during the median follow-up (11.4 years). Overall, age-adjusted mortality rates/1000 person-years increased with a greater number of conditions: (0: 12.0; 1: 21.2; 2: 30.4; 3: 36.3). For 3 conditions, the adjusted hazard ratio of mortality was 36% higher among PLWH compared with uninfected participants with 3 conditions (95% confidence interval, 1.07–1.72; P =.013), after adjusting for health status and HIV disease progression. Among PLWH and uninfected participants, mortality risk persisted after adjustment for time-updated health status. Conclusions Syndemic unhealthy drinking, cigarette use, and depression are common and are associated with higher mortality risk among PLWH, underscoring the need to screen for and treat these conditions. [ABSTRACT FROM AUTHOR]

Background Research linking depression to mortality among people living with human immunodeficiency virus (PLWH) has largely focused on binary "always vs never" characterizations of depression. However, depression is chronic and is likely to have cumulative effects on mortality over time. Quantifying depression as a cumulative exposure may provide a better indication of the clinical benefit of enhanced depression treatment protocols delivered in HIV care settings. Methods Women living with HIV (WLWH), naive to antiretroviral therapy, from the Women's Interagency HIV Study were followed from their first visit in or after 1998 for up to 10 semiannual visits (5 years). Depressive symptoms were assessed using the Center for Epidemiologic Studies Depression (CES-D) scale. An area-under-the-curve approach was used to translate CES-D scores into a time-updated measure of cumulative days with depression (CDWD). We estimated the effect of CDWD on all-cause mortality using marginal structural Cox proportional hazards models. Results Overall, 818 women contributed 3292 woman-years over a median of 4.8 years of follow-up, during which the median (interquartile range) CDWD was 366 (97–853). Ninety-four women died during follow-up (2.9 deaths/100 woman-years). A dose–response relationship was observed between CDWD and mortality. Each additional 365 days spent with depression increased mortality risk by 72% (hazard ratio, 1.72; 95% confidence interval, 1.34–2.20). Conclusions In this sample of WLWH, increased CDWD elevated mortality rates in a dose–response fashion. More frequent monitoring and enhanced depression treatment protocols designed to reduce CDWD may interrupt the accumulation of mortality risk among WLWH. [ABSTRACT FROM AUTHOR]

Background. Mycoplasma genitalium can result in pelvic inflammatory disease and adverse pregnancy outcomes. We analyzed data collected from a prospective study of asymptomatic bacterial vaginosis (BV) to determine the natural history of M. genitalium. Methods. Women aged 15-25 years, with asymptomatic BV and ≥2 risk factors for sexually transmitted infection were recruited from 10 sites throughout the United States. Vaginal swab samples were collected at enrollment and through home-based testing every 2 months over 12 months. M. genitalium nucleic acid amplification testing was performed for M. genitalium using transcription-mediated assays (Hologic). The prevalence, incidence, and persistence of M. genitalium, defined as all positive specimens during follow-up, were estimated with 95% confidence intervals (CIs). Adjusted odds ratios (AOR) were calculated using logistic and Poisson regression to evaluate participant characteristics associated with M. genitalium infection. Results. Among 1139 women, 233 were M. genitalium positive, for a prevalence of 20.5% (95% CI, 18.2%-22.9%); 42 of 204 had persistent M. genitalium (20.6%). Among 801 M. genitalium-negative women at baseline, the M. genitalium incidence was 36.6 per 100 person-years (95% CI, 32.4-41.3). Black race (AOR, 1.92; 95% CI, 1.09-3.38), age ≤21 years (1.40; 1.03-1.91), and prior preg- nancy (1.36; 1.00-1.85) were associated with prevalent M. genitalium; only black race was associated with incident M. genitalium (P = .03). Conclusions. We identified high rates of prevalent, incident, and persistent M. genitalium infections among young, high-risk women with asymptomatic BV, supporting the need for clinical trials to evaluate the impact of M. genitalium screening on female reproductive health outcomes. [ABSTRACT FROM AUTHOR]

Background. Longitudinal studies have consistently found a significant association between bacterial vaginosis (BV) and acquisition of sexually transmitted diseases. However, there are limited prospective data to confirm these findings. Methods. We conducted a prospective, randomized, open-label trial of home screening and treatment of young women with asymptomatic BV who were also at high risk for sexually transmitted diseases. These women were screened every 2 months for 12 months and randomized to treatment with oral metronidazole 500 mg twice daily for 7 days or observation alone. The primary outcome was the incidence of gonorrhea and/or chlamydia. Results. A total of 1365 subjects were enrolled in the study across 10 sites. Adherence with mailing specimens obtained at home was excellent in both groups (84%-88%). The incidence of gonorrhea and/or chlamydia was 19.1 per 100 person-years (95% confidence interval, 15.1-22.1) for the treatment group and 18.5 per 100 person-years (15.1-22.8) for the observation arm, a difference that was not statistically significant. Conclusions. Young women were very amenable to home screening for BV, gonorrhea, and chlamydia. Treatment of asymptomatic BV with 1 week of oral metronidazole did not decrease the incidence of gonorrhea and/or chlamydia. [ABSTRACT FROM AUTHOR]

Introduction: While cross-sectional studies have shown that hookah tobacco smoking (HTS) is an increasingly popular behavior among university students, little is known about factors associated with initiation. This study sought to determine associations between knowledge, attitudes, and normative beliefs and initiation of HTS among university students. Methods: Data were from a prospective longitudinal cohort study of 569 randomly selected first- and second-year university students. Online questionnaires that were developed in accordance with our composite theoretical model were completed in September 2010 and April 2011. Results: About one-seventh (13%) of participants initiated HTS by follow-up. Positive attitudes and favorable normative beliefs were associated with increased adjusted odds of initiation (AOR = 4.12, 95% CI = 2.56, 6.59; and AOR = 2.01, 95% CI = 1.35, 2.99, respectively), while negative attitudes were associated with decreased adjusted odds (AOR = 0.62, 95% CI = 0.48, 0.80). Correct knowledge regarding toxicants associated with HTS was not significantly associated with initiation. Conclusions: While positive attitudes and favorable normative beliefs are associated with initiation of HTS in a cohort of never-users, increased knowledge about toxins is not associated with lower initiation. It may be particularly valuable for educational interventions to attempt to alter positive attitudes and normative beliefs related to HTS. [ABSTRACT FROM PUBLISHER]

Background. Despite the introduction of Centers for Disease Control and Prevention guidelines for their use, antiviral medications for influenza remain underutilized. Our objective in this study was to describe beliefs, attitudes, and knowledge regarding antiviral medication and vaccination for influenza among patients in an internal medicine clinic. Methods. We conducted a cross-sectional survey of adult patients in an internal medicine clinic from April through June 2006. Results. Two-hundred eighty patients completed the survey. Fifty-five percent received influenza vaccination for the most recent influenza season. Overall antiviral knowledge was poor. Of 8 antiviral knowledge questions, the mean percentage of correct answers was 40%; 1 (!1%) of the patients answered all questions correctly, and 47 (18%) answered all questions incorrectly. Only 37 (13%) of the patients reported calling their physician within 48 h after the onset of influenza-like symptoms. Patients with conditions associated with a high risk of complications from influenza were no more likely than other patients to be more knowledgeable about antiviral medication, nor were they more likely to report calling their physician within 48 h after symptom onset or to report receipt of influenza vaccination for the previous influenza season. Only 90 (37%) of the respondents were willing to pay 1$20 for antiviral medication, although 205 (84%) were willing to pay something. Conclusions. Patients are ill-informed about antiviral medication and its benefits, and medication costs may present a barrier to treatment. Physicians should discuss antiviral medication with patients who are at high risk for complications from influenza before the influenza season, and education programs for physicians and patients should be developed. [ABSTRACT FROM AUTHOR]

Background The Southeast region of the United States contains nine out of the 10 states with the most severe syndemic of poverty and HIV infection.1 The Florida AIDS Drug Assistance Program (FL-ADAP) and Ryan White network are crucial for linkage to care services. Data from FL-ADAP are available but seldom published; thus this study quantifies this program's impact on Florida PLWH access and linkage to care. Methods Data were obtained from the Florida Cohort, an ongoing cross-sectional survey among health clinics across the State of Florida from 2015 to 2018. Chi-square and binomial multivariate logistic regression analyses correlated anti-retroviral therapy (ART) access and linkage to care stratified by insurance status (ADAP vs. non-ADAP), demographics, and sexual orientation Results Of the total 934 PLWH, n = 418 (44.8%) self-reported ADAP participation. Of these, 68.4% were male, 79.7% were non-Hispanic, and 55.5% were African American. FL ADAP participants did not significantly differ by race, ethnicity, marital or education status, transportation barriers, nor the actual number of missed appointments. However, ADAP participants were slightly more likely to have same-sex relationships [OR 1.41 (CI 1.02 to 1.96)] or to be bisexual [OR 2.05 (1.21 to 3.47)]. ADAP enrollees reported greater adherence to antiretroviral therapy (ART) (94.2% vs. 87.1%; P < 0.001) and to have a case manager (83.8% vs. 75.4%; P = 0.008). Likewise, PLWH with a case manager were more likely to have ADAP [OR 2.04; (CI 1.32 to 3.17)]. However, ADAP enrollees were more likely to report barriers to care for a missed appointment (28.9% vs. 22.2%; P = 0.02). Conclusion The Florida ADAP program is successful in providing ART access, facilitating linkage to care, and improving adherence through embedded case management services. However, more resources are needed to improve ART and medical appointment adherence as well as to decrease socioeconomic barriers to care. Disclosures All authors: No reported disclosures. [ABSTRACT FROM AUTHOR]

Background The United States has the largest incarcerated population in the world with 6.61 million adults in 2016.1 While incarceration is a known risk factor for difficulties in linkage to care2–3 and adverse health outcomes4–6, little is published on post-release incarcerated persons living with HIV (PLWH) in Florida. Methods Data were acquired from the Florida Cohort, an ongoing, longitudinal, cross-sectional study of PLWH recruited across HIV clinics in the state of Florida, from 2014 to 2018. Chi-square and multiple regression analyses correlated recent incarceration (within last 12 months) with demographics, HIV care adherence, perceived barriers to care, and self-reported high-risk behaviors. Results Of 936 participants, 6.4% (n = 60) reported recent incarceration within the last 12 months. Those recently incarcerated were more likely to report missing at least one appointment in the last 6 months (46.7% vs. 22.2%; P < 0.0001), to have an excessively long travel time (>60 minutes) to a HIV provider (34.5% vs. 16.6%, P = 0.002; OR 2.66 [95% CI: 1.20–5.92]), and to lack reliable transportation (70% vs. 47.5%, P = 0.0007; OR 1.70 [95% CI: 0.82–3.52]) Those not recently incarcerated reported having completed a high school education (OR: 0.69 [95% CI: 0.5–0.97]) and stated they "never missed an appointment" (OR: 0.42 [95% CI: 0.22–0.81]). Recently incarcerated PLWH also had higher occurrence of high-risk behaviors such as receiving (40.4% vs. 8.7%; P = 0.001) or providing (30.4% vs. 10.4%; P = 0.000) money or drugs for sex, having used IV drugs (15% vs. 4%; P = 0.001), and not using condoms during exchange of drugs for sex (OR: 9.43 [95% CI: 3.78–23.52]). Conclusion Recently incarcerated PLWH continue to have significant geographical and logistical barriers to care and self-report more high-risk behaviors than nonincarcerated peers. Enhanced case management and telehealth services may be useful in linkage to care when PLWH transition from correctional to community healthcare systems in the Florida setting. Disclosures All authors: No reported disclosures. [ABSTRACT FROM AUTHOR]

Examines Chlamydia trachomatis infection in college women with a polymerase chain reaction (PCR) assay. Factors associated with chlamydial infection; Testing characteristics of a PCR assay for chlamydial infection; Symptoms; Importance of screening young women for chlamydial infection.

Responds to comments on a report by Robert Cook and colleagues, which dealt with screening of college-aged women for Chlamydia trachomatis infection. Specificity of DNA amplification tests; Potential for tests with false-positive results.