Public Health Commons^™

Aggregating Twitter Text Through Generalized Linear Regression Models For Tweet Popularity Prediction And Automatic Topic Classification, Chen Mo, Jingjing Yin, Isaac Chun-Hai Fung, Zion Tse

Biostatistics, Epidemiology & Environmental Health Sciences: Faculty Publications

Social media platforms have become accessible resources for health data analysis. However, the advanced computational techniques involved in big data text mining and analysis are challenging for public health data analysts to apply. This study proposes and explores the feasibility of a novel yet straightforward method by regressing the outcome of interest on the aggregated influence scores for association and/or classification analyses based on generalized linear models. The method reduces the document term matrix by transforming text data into a continuous summary score, thereby reducing the data dimension substantially and easing the data sparsity issue of the term matrix. To …

The Impact Of The Covid-19 Pandemic On Food Distribution At Emergency Food Assistance Organizations In The Southwestern United States: A Qualitative Investigation, Alexandra N Castro, Mamie A White, Ariun Ishdorj, Debbe Thompson, Jayna M Dave

Children’s Nutrition Research Center Staff Publications

This study aimed to identify changes in food distribution operations at emergency food assistance organizations (EFAOs) during the COVID-19 pandemic. EFAOs across the Houston metro area, TX (human service centers and food pantries) as well as the Houston Food Bank (HFB) participated in the qualitative study. Data were collected via individual semi-structured interviews and focus group (December 2020–February 2021), and coded using semi-structured thematic analysis. Categories were pre-identified based on the interview questions. Direct quotes supported subcategories. Directors from 18 EFAOs were interviewed; 8 HFB leadership staff participated in a focus group. Four major categories of change due to COVID-19 …

Large-Scale Dna Demethylation Occurs In Proliferating Ovarian Granulosa Cells During Mouse Follicular Development, Tomoko Kawai, Joanne S Richards, Masayuki Shimada

Faculty, Staff and Students Publications

During ovarian follicular development, granulosa cells proliferate and progressively differentiate to support oocyte maturation and ovulation. To determine the underlying links between proliferation and differentiation in granulosa cells, we determined changes in 1) the expression of genes regulating DNA methylation and 2) DNA methylation patterns, histone acetylation levels and genomic DNA structure. In response to equine chorionic gonadotropin (eCG), granulosa cell proliferation increased, DNA methyltransferase (DNMT1) significantly decreased and Tet methylcytosine dioxygenase 2 (TET2) significantly increased in S-phase granulosa cells. Comprehensive MeDIP-seq analyses documented that eCG treatment decreased methylation of promoter regions in approximately 40% of the genes in granulosa …

Causal Effects On Low Apgar At 5-Min And Stillbirth In A Malaria Maternal–Fetal Health Outcome Investigation: A Large Perinatal Surveillance Study In The Brazilian Amazon, Julio Abel Seijas-Chávez, Melissa Nolan Ph.D., Mph, Mary K. Lynn, Maria José Francalino Da Rocha, Muana Da Costa Araújo, Fernando Luiz Affonso Fonseca, Gabriel Zorello Laporta

Faculty Publications

Background

Malaria elimination in Brazil poses several challenges, including the control of Plasmodium falciparum foci and the hidden burden of Plasmodium vivax in pregnancy. Maternal malaria and fetal health outcomes were investigated with a perinatal surveillance study in the municipality of Cruzeiro do Sul, Acre state, Brazilian Amazon. The research questions are: what are the causal effects of low birth weight on low Apgar at 5-min and of perinatal anaemia on stillbirth?

Methods

From November 2018 to October 2019, pregnant women of ≥ 22 weeks or puerperal mothers, who delivered at the referral maternity hospital (Juruá Women and Children’s Hospital), …

2021-11-24_Michigandaily_Covidmap, Michigan Department Of Health & Human Services

Daily Michigan COVID-19 Update

The "WHERE WE STAND WITH COVID-19" map was obtained from Michigan's main COVID-19 page: https://www.michigan.gov/coronavirus. Data was compiled by the Michigan Department of Health and Human Services (MDHHS). The information was updated daily at 3p.m., Monday - Saturday.

The State of Michigan is working around the clock to test and treat COVID-19 patients. Below is the most recent data healthcare experts across the state have compiled.

The image contained a map, indicating total cases by county, and also provides statistics on Total Confirmed Cases, Total COVID-19 Deaths, Daily Confirmed Cases, and Daily COVID-19 Deaths. There …

2021-11-24 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services

Michigan COVID-19 Hospital Data

Contains the tables Statewide Hospital Capacity Report for COVID-19, COVID-19 Metrics, Statewide Hospital Available PPE Tracking for COVID-19, as well as the tables PPE Days On Hand and Patient Census.

Measuring The Social Net Benefits Of Covid-19 Restrictions: The Case Of Reduced Vehicle Use In A Pollution-Prone Region Of Utah, Ethan Hartley, Arthur Caplan

Applied Economics Faculty Publications

A number of natural experiments have recently found that COVID-19 restrictions imposed in nations worldwide are correlated with short-term reductions – in some cases dramatic reductions – in mobile-source air pollutants. Noticeably absent from these studies are estimates of the social net benefits associated with the changes in human behavior underlying the pandemic-induced effects. Using readily available data provided by the state of Utah and the U.S. Environmental Protection Agency’s Co-Benefits Risk Assessment Health Impacts Screening and Mapping Tool (COBRA), we find that daily social net benefit was positive during a pandemic-induced shutdown from March-April, 2020 in Utah’s Wasatch Front …

2021-11-24_Michiganoverview_Covidstats, Michigan Department Of Health & Human Services

Cumulative Michigan COVID-19 Data

The COVID Overview page was obtained from Michigan's main COVID-19 page: https:/www.michigan.gov/coronavirus/0,9753,7-406-98163-520743--,00.html.

The State of Michigan is working around the clock to test and treat COVID-19 patients. Below is the most recent data healthcare experts across the state have compiled. COVID case and testing data will be posted three times a week on Mondays, Wednesdays and Fridays.

This report is provisional and subject to change. City of Detroit and Wayne County are reported separately. MDHHS began tracking probable cases April 5, 2020. FCI indicates federal correctional institute. MDOC indicates Michigan Department of Corrections. Diagnostic tests, including nucleic acid amplification/real-time …

Is Living In A Region With High Groundwater Arsenic Contamination Associated With Adverse Reproductive Health Outcomes? An Analysis Using Nationally Representative Data From India, Jessie Pinchoff, Brent Monseur, Sapna Desai, Katelyn Koons, Ruben Alvero, Michelle J Hindin

Department of Medicine Faculty Papers

Background: Exposure to groundwater arsenic via drinking water is common in certain geographies, such as parts of India, and causes a range of negative health effects, potentially including adverse reproductive health outcomes.

Methods: We conducted an ecological analysis of self-reported rates of stillbirth, recurrent pregnancy loss, and infertility in relation to groundwater arsenic levels in India. We used a gridded, modeled dataset of the probability of groundwater arsenic exceeding 10 μg/L (World Health Organization drinking water limit) to calculate mean probabilities at the district level (n = 599 districts). A spatial integration approach was used to merge these estimates with …

A Full-Factorial Randomized Controlled Trial Of Adjunct Couples Hiv Testing And Counseling Components Addressing Drug Use And Communication Skills Among Sexual Minority Male Couples, Tyrel J. Starks, Kory D. Kyre, Christine B. Cowles, Juan Castiblanco, Catherine Washington, Jayelin N. Parker, Erin M. Kahle, Rob Stephenson

Publications and Research

Background: The past decade has seen increasing attention directed to the development of HIV prevention interventions for male couples, driven by epidemiological data indicating that main or primary – rather than causal – partnerships account for a substantial number of HIV infections in this population. Couples HIV testing and counseling (CHTC) has emerged as a standard of care in the US. This protocol describes a study that aims to evaluate the efficacy of two adjunct components to CHTC – communication training (CT) videos and a substance use module (SUM) – to reduce drug use and sexual HIV transmission risk …

The Debate On Physician-Assisted Death In The United States: A Narrative Analysis Of Formula Stories, Rebecca Blackwell

USF Tampa Graduate Theses and Dissertations

Public policy discussions can be viewed as empirical windows into broadly shared culturalvalues and emotions of the social contexts in which the policy discussions take place. This project is a narrative analysis of the public debate on physician-assisted death (PAD), drawing from three data sources: newspaper articles, the websites of social movement organizations, and testimonies from a state legislative hearing. This analysis explores ways in which social actors deploy personal stories that contribute to shape the policy-making process by appealing to cultural beliefs and broadly shared emotions. The findings of this project constitute a contribution to the study of emotions …

2021-11-23_Michiganoverview_Covidlongtermcare, Michigan Department Of Health & Human Services

Michigan COVID-19 Long Term Care Data

The COVID Long Term Care Facilities page was obtained from Michigan's COVID-19 data page: https://www.michigan.gov/coronavirus/0,9753,7-406-98163_98173-526911--,00.html.

This report is created by the Michigan Department of Health & Human Services from data self-reported by long-term care facilities into EMResource. Data for all reporting facilities is posted weekly each Monday.

The information below represents COVID-19 data reported directly to MDHHS by licensed and operating Skilled Nursing, Home for the Aged and Adult Foster Care facilities (licensed to serve 13 or more individuals) in Michigan from January 1, 2020. All long-term care facilities additionally have an obligation to report COVID-positive residents and/or staff …

Covid-19 Newsletter (Vol. 96), Center For Disaster Medicine, New York Medical College

COVID-19 Newsletter

No abstract provided.

Social Determinants Of Health Related To Stay-At-Home Order Adherence And Social Distancing Attitudes Among A Diverse Deep South Population, Jennifer L. Lemacks, Tammy Greer, Sermin Aras, Laurie Abbott, Darlene Willis, June Gipson, Mohamed O. Elasri

Faculty Publications

Objective: To describe COVID-19 related symptoms and medical care experienced in the first six months of the pandemic as well as stay-at-home order adherence, and attitudes related to COVID-19 risk and social distancing among a diverse sample of adults in the Deep South.

Methods: Survey data were collected from 411 Louisiana and Mississippi residents for three weeks in June 2020 through social media.

Results: Over half (52.5%) of participants who experienced COVID-19 related symptoms (with 41.5% experiencing at least one symptom) did not feel the severity of symptoms warranted seeking medical care. 91.6% of the Deep South …

2021-11-22_Michiganoverview_Covidcounts, Michigan Department Of Health & Human Services

Michigan COVID-19 Confirmed Cases by Date of Onset Data

Data was downloaded as an Excel spreadsheet which appeared in the Public Use Datasets section under the Cumulative Data link of Michigan's Coronavirus webpage, under the url https://www.michigan.gov/coronavirus/0,9753,7-406-98163_98173---,00.html.

Cases are aggregated by the date of onset of COVID-19 symptoms, if known, otherwise by laboratory specimen date if known, otherwise by case referral date. Deaths are aggregated by the date of death if known, otherwise by the last date of a change to the case status.

2021-11-22_Michigandaily_Covidmap, Michigan Department Of Health & Human Services

Daily Michigan COVID-19 Update

The "WHERE WE STAND WITH COVID-19" map was obtained from Michigan's main COVID-19 page: https://www.michigan.gov/coronavirus. Data was compiled by the Michigan Department of Health and Human Services (MDHHS). The information was updated daily at 3p.m., Monday - Saturday.

The State of Michigan is working around the clock to test and treat COVID-19 patients. Below is the most recent data healthcare experts across the state have compiled.

The image contained a map, indicating total cases by county, and also provides statistics on Total Confirmed Cases, Total COVID-19 Deaths, Daily Confirmed Cases, and Daily COVID-19 Deaths. There …

Treatment Considerations For Obstructive Sleep Apnea In Pediatric Down Syndrome, Erica Gastelum, Marcus Cummins, Amitoj Singh, Manuel Montoya, Gino Luis Urbano, Mary Anne Tablizo

Goal 3: Good Health and Well-Being

Children with Down syndrome (DS) are at high risk for developing obstructive sleep apnea (OSA) compared to children without DS. The negative impact of OSA on health, behavior, and cognitive development in children with DS highlights the importance of timely and effective treatment. Due to the higher prevalence of craniofacial and airway abnormalities, obesity, and hypotonia in patients with DS, residual OSA can still occur after exhausting first-line options. While treatment commonly includes adenotonsillectomy (AT) and continuous positive airway pressure (CPAP) therapy, additional therapy such as medical management and/or adjuvant surgical procedures need to be considered in refractory OSA. Given …

2021-11-22 Michiganoverview_Covidbedppe, Michigan Department Of Health & Human Services

Michigan COVID-19 Hospital Data

Contains the tables Statewide Hospital Capacity Report for COVID-19, COVID-19 Metrics, Statewide Hospital Available PPE Tracking for COVID-19, as well as the tables PPE Days On Hand and Patient Census.

2021-11-22_Michiganoverview_Covidschooloutbreak, Michigan Department Of Health & Human Services

Michigan COVID-19 Outbreak Reports

The School Outbreak Data page was obtained from Michigan's COVID-19 data page: https://www.michigan.gov/coronavirus/0,9753,7-406-98163_98173_102480---,00.html.

This report is created by the Michigan Department of Health & Human Services from data self-reported by local health departments. Data is updated every week.

K-12 School-Related Outbreak Reporting: In accordance with the Council of State and Territorial Epidemiologists' outbreak definition, a K-12 school-associated COVID-19 case (confirmed or probable) is defined as a student, teacher, or staff member physically present in the school setting or participated in a school sanctioned extracurricular activity within 14 days prior to illness onset (or a positive test result) OR …

2021-11-22_Michiganoverview_Covidoutbreak, Michigan Department Of Health & Human Services

Michigan COVID-19 Outbreak Reports

The Outbreak Data page was obtained from Michigan's COVID-19 data page: https://www.michigan.gov/coronavirus/0,9753,7-406-98163_98173_102057---,00.html.

This report is created by the Michigan Department of Health & Human Services from data self-reported by local health departments. Data is updated every week.

COVID-19 outbreaks are generally defined as two or more cases with a link by place and time indicating a shared exposure outside of a household. Local health departments report the number of new and ongoing outbreaks they are investigating by the setting of the outbreak. New outbreaks are those outbreaks that were first identified during the current reporting week. Ongoing outbreaks are …

2021-11-22_Michiganoverview_Covidstats, Michigan Department Of Health & Human Services

Cumulative Michigan COVID-19 Data

The COVID Overview page was obtained from Michigan's main COVID-19 page: https:/www.michigan.gov/coronavirus/0,9753,7-406-98163-520743--,00.html.

The State of Michigan is working around the clock to test and treat COVID-19 patients. Below is the most recent data healthcare experts across the state have compiled. COVID case and testing data will be posted three times a week on Mondays, Wednesdays and Fridays.

This report is provisional and subject to change. City of Detroit and Wayne County are reported separately. MDHHS began tracking probable cases April 5, 2020. FCI indicates federal correctional institute. MDOC indicates Michigan Department of Corrections. Diagnostic tests, including nucleic acid amplification/real-time …

Blood Donation Fear, Perceived Rewards, Self-Efficacy, And Intention To Return Among Whole Blood Donors In China: A Social Cognitive Perspective, Zhong Li, Shuge Lei, Xiamoing Li Ph.D., Yilun Zhao, Yudong Dai, Shengxuan Jin, Qiang Fu, Xubing Cai, Zhenping Lin, Xiaoming Tu

Faculty Publications

With the increasing demand from aging population and seasonal blood shortage, recruiting and retaining blood donors has become an urgent issue for the blood collection centers in China. This study aims to understand intention to donate again from a social cognitive perspective among whole blood donors in China through investigating the association between the blood donation fear, perceived rewards, self-efficacy, and intention to return. A cross-sectional survey was conducted in six cities, which are geographically and socioeconomically distinct areas in Jiangsu, China. Respondents completed a self-administrated questionnaire interviewed by two well-trained medical students. A total of 191 blood donors were …

Class Imbalance In Out-Of-Distribution Datasets: Improving The Robustness Of The Textcnn For The Classification Of Rare Cancer Types, Kevin De Angeli, Shang Gao, Ioana Danciu, Eric B. Durbin, Xiao Cheng Wu, Antoinette Stroup, Jennifer Doherty, Stephen Schwartz, Charles Wiggins, Mark Damesyn, Linda Coyle, Lynne Penberthy, Georgia D. Tourassi, Hong Jun Yoon

School of Public Health Faculty Publications

In the last decade, the widespread adoption of electronic health record documentation has created huge opportunities for information mining. Natural language processing (NLP) techniques using machine and deep learning are becoming increasingly widespread for information extraction tasks from unstructured clinical notes. Disparities in performance when deploying machine learning models in the real world have recently received considerable attention. In the clinical NLP domain, the robustness of convolutional neural networks (CNNs) for classifying cancer pathology reports under natural distribution shifts remains understudied. In this research, we aim to quantify and improve the performance of the CNN for text classification on out-of-distribution …

The Dietary Inflammatory Index Is Not Associated With Gut Permeability Or Biomarkers Of Systemic Inflammation In Hiv Immunologic Non-Responders, Fat Malazogu, Rodney K. Rousseau, Nitin Shivappa Mbbs, Mph, Ph.D., Sanja Huibner, Sharon L. Walmsley, Colin M. Kovacs, Erika Benko, Robert J. Reinhard, Ron Rosenes, James R. Hébert, Rupert Kaul

Faculty Publications

Immunologic non-responders (INRs) are a subset of individuals living with HIV who have suboptimal blood CD4+ T cell recovery despite effective antiretroviral therapy (ART). They are at an increased risk of serious non-AIDS co-morbidities and death, and demonstrate enhanced systemic immune activation. In other populations diet has been correlated with markers of systemic inflammation through the Diet Inflammatory Index (DII), but this association has not been studied in persons living with HIV (PLWH). Blood was collected from 28 INR PLWH with a blood CD4+ T cell count <350/μL despite ≥2 years of effective ART. Participants completed a Canadian Diet History Questionnaire, and their responses were used to calculate the DII. Plasma inflammatory markers (IFNγ, TNF, IL-6, sVCAM, D-dimer, sCD14 and CRP) were assayed by ELISA, cellular immune activation (HLA-DR and CD38 on CD4+ and CD8+ T cells) was quantified using flow cytometry, and small bowel permeability assessed by calculation of the urine LacMan ratio after drinking a mix of lactulose and mannitol. Participants were a median age of 57 years, had been on effective ART for 15 years, and the median DII was −1.91 (range of −3.78 to +2.23). No correlation was observed between DII and plasma markers of inflammation, levels of T cell activation, gut permeability, or the biomarker of bacterial translocation sCD14. Self-reported alcohol intake, a potential confounder of the relationship between diet and inflammatory biomarkers, was also not associated with systemic inflammation or gut permeability. Our findings suggest that other mechanisms, rather than diet, are likely to be the major driver of systemic inflammation in INR individuals.

Applying The Nominal Group Technique For Specifying The Interacting Dimensions Affecting Adherence To Post–Sharps Injury Follow-Up Services, Abdullah Aliff Abdul Wahab, Rosnah Ismail, Asnarulkhadi Abu Samah, Noor Dalila Inche Zainal Abidin, Nurul Asyikin Mustaffa, Halim Ismail

The Qualitative Report

Scale of adherence to post–sharps injury follow-up services among healthcare workers is uncommon compared to medication adherence scale. To develop a novel and culturally adapted scale, stakeholders should be consulted to specify dimensions by deducing it from the existing framework. This study was to demonstrate how health stakeholders were consulted to specify the dimensions.

This study employed two sessions of Nominal Group Technique. Each session consisted of 12 purposive-sampled mixed participants i.e., healthcare managers and providers. A four-step sequential protocol was used for collecting participants’ key ideas on what adherence factors in post–sharps injury follow-up services: silent idea generation, round-robin …

2021-11-21_Michiganoverview_Covidsymptoms, Michigan Department Of Health & Human Services

Michigan COVID-19 Syndromic Surveillance System Data

The Syndromic Surveillance System Data report was obtained from Michigan's COVID-19 dashboard, from under the link "​Coronavirus Symptoms": https://www.michigan.gov/coronavirus. Data was compiled by the Michigan Department of Health and Human Services (MDHHS). The information was updated three times a week on Mondays, Wednesdays and Fridays.

Syndromic Surveillance System data is obtained from approximately 216 facilities participating in syndromic surveillance (139 Emergency Departments (ED), 77 Urgent Care) across the State of Michigan. The reporting is based on individuals who present at EDs and may not be representative of the overall population. The coronavirus-like symptoms query searches visit free-text (chief complaint, …

Analisis Spasial Gizi Kurang Balita Di Kota Tangerang Tahun 2019, Nanthyan Khampa Usada, Kartika Sari Wanodya, Nadia Trisna

Jurnal Biostatistik, Kependudukan, dan Informatika Kesehatan

Kekurangan gizi pada balita dapat menyebabkan kematian hal ini dikarenakan balita lebih rentan terinfeksi penyakit. Adapun penyebab tidak langsung gizi kurang yaitu ketahanan pangan di keluarga, pola pengasuhan anak, pelayanan kesehatan dan kesehatan lingkungan. Pada tahun 2018 prevalensi gizi kurang balita di Provinsi Banten sebesar 12,6%. Di kota tangerang sendiri terdapat 5.555 kasus atau 5,99% kejadian kasus gizi kurang pada balita pada tahun 2019. Penelitian ini bertujuan untuk mengetahui gambaran distribusi faktor risiko kejadian gizi kurang pada balita di Kota Tangerang tahun 2019 dengan menggunakan analisis spasial. Penelitian ini merupakan rancangan deskriptif kuantitatif dan desain studi ekologi menggunakan data sekunder …

Analisis Manajemen Pengelolaan Data Sistem Informasi Puskesmas Di Tingkat Dinas Kesehatan Di Kabupaten Bondowoso, Nanthyan Khampa Usada, Artha Prabawa

Jurnal Biostatistik, Kependudukan, dan Informatika Kesehatan

Ketepatan proses pengelolaan data Sistem Informasi Puskesmas di tingkat Dinas Kesehatan sangat menentukan dalam menghasilkan informasi berkualitas yang digunakan untuk pengambilan keputusan di pusat atau jenjang yang lebih tinggi. Penelitian bertujuan mengetahui gambaran manajemen pengelolaan data Sistem Informasi Puskesmas di tingkat Dinas Kesehatan Kabupaten Bondowoso. Merupakan penelitian kualitatif dengan metode case study. Pengumpulan data melalui observasi dan wawancara mendalam yang berpedoman pada system approach. Subyek penelitian adalah kepala Subbagian PIEP, petugas pengelola program dan laporan serta petugas pengelola sistem informasi. Penelitian menunjukkan manajemen pengelolaan data sudah baik meski belum optimal, ditemukan kendala diantaranya adalah keterlambatan, inkonsistensi data, alur pelaporan …

Kinerja Pelaksana Manajemen Informasi Kesehatan Di Lingkungan Dinas Kesehatan Kabupaten Bondowoso, Nanthyan Khampa Usada, Artha Prabawa

Jurnal Biostatistik, Kependudukan, dan Informatika Kesehatan

Sistem manajemen dan informasi kesehatan merupakan komponen yang berfokus pada terwujudnya sistem kesehatan yang berdaya guna dan berhasil guna secara efektif dan efisien. Pentingnya tujuan tersebut menjadi dasar aturan bahwa setiap fasilitas pelayanan kesehatan berkewajiban dalam menyelenggarakan Sistem Informasi Kesehatan (SIK) demi membantu tercapainya sasaran pembangunan kesehatan. Penelitian ini bertujuan menganalisis determinan kinerja pelaksana manajemen sistem informasi kesehatan di lingkungan Dinas Kesehatan Kabupaten Bondowoso. Merupakan penelitian kuantitatif dengan pendekatan sistem menggunakan metode cross sectional. Kuesioner online dengan google form disebarkan melalui whatsapp group terhadap sampel penelitian yaitu seluruh (111 responden) pelaksana manajemen sistem informasi kesehatan di 25 puskesmas. Hasil …

Faktor Risiko Kejadian Hiv Pada Kelompok Usia Produktif Di Indonesia, Diah Rohmatullailah, Dina Fikriyah

Jurnal Biostatistik, Kependudukan, dan Informatika Kesehatan

HIV merupakan salah satu masalah kesehatan global, di Indonesia jumlah kasus HIV positif dari tahun ke tahun semakin meningkat dan paling banyak terjadi pada kelompok usia produktif yaitu usia 25-49 tahun. HIV merupakan virus yang melemahkan kekebalan tubuh manusia. Kejadian HIV dipengaruhi oleh banyak faktor yang mendukung penyebaran kasus ini. Tujuan untuk mengetahui faktor yang berisiko terhadap kejadian HIV di Indonesia. Metode yang digunakan adalah penelusuran pustaka dengan menelaah faktor risiko kejadian HIV berdasarkan 10 jurnal kesehatan yang dipublikasikan 10 tahun terakhir sesuai dengan kriteria inklusi dan eksklusi. Hasil jurnal yang telah direview, faktor yang berisiko terhadap kejadian HIV yaitu …