Public Health Commons^™

Machine Learning For Preeclampsia Prediction: Enhancing Screening In Primary Health Care, Dwirani Amelia, Asri Adisasmita, Kemal N. Siregar, Detty Siti Nurdiati

Kesmas

Preeclampsia is a leading cause of maternal morbidity and mortality worldwide, with early detection being critical for reducing adverse outcomes. This study aimed to develop a machine learning model for predicting the risk of preeclampsia using readily available maternal characteristics such as body mass index, mean arterial pressure, and clinical history of hypertension or diabetes mellitus. Secondary data from 2,250 pregnancies were analyzed, addressing challenges such as missing data and class imbalance through preprocessing. Various algorithms, including support vector machines, random forest, and logistic regression, were evaluated. Herein, a support vector machines model with threshold adjustment showed the best performance, …

Understanding Vaccine Hesitancy And Barriers To Access In Hispanic Individuals Of Metro Detroit​, Rafael Ramos, John Gallegher, Nevil Khurana, Ingrid Rocha, Rene Andino-Galva, Izabel Thomas, Deni Peterson, Alexander Eskandarian, Eliezer Arody Gomez, Md

Medical Student Research Symposium

Background:

Detroit’s Hispanic community is still disproportionally uninsured at about 2x the rate of non-Hispanic white and 3x the rate of non-Hispanic Black residents. In the post-COVID era, vaccine hesitancy and barriers to access have been well-documented. Studies suggest that minority populations, including the Hispanic population, may experience unique social determinants of health which affect their vaccination rates and outcomes. Additionally, research shows that knowledge of vaccines may correlate with levels of trust.

Methods:

We sought to describe the knowledge, barriers to access, and levels of trust regarding the influenza (flu) vaccine in Hispanic individuals of Metro Detroit. We used …

Socioeconomic Disparities In Breast Cancer Survival: Examining Potential Mediator Role Of Oncotype Dx(Odx) Test And Stage At Diagnosis Among Hr+/Her2- Breast Cancer Women, Pratibha Shrestha, Qingzhao Yu, Edward S. Peters, Edward Trapido, Mei Chin Hsieh, Tekeda Ferguson, Quyen D. Chu, Xiao Cheng Wu

School of Public Health Faculty Publications

Background: Women with a lower socioeconomic status (SES) have an increased risk of dying from breast cancer (BC) than those with a higher SES. The association of SES with BC survival may be partially mediated by factors such as Oncotype DX (ODX) testing and stage at diagnosis. This study aims to examine SES disparities in survival among HR+/HER2- BC women and to quantify the mediating effects of the ODX test and stage. Methods: We used data from the Louisiana Tumor Registry to identify women aged 20–90 years diagnosed with stage I–II in 2011–2014 and stage I–III in 2015–2017 HR+/HER2- BC …

Intersectional Analysis Of Vaccination Inequity Among Individuals With Disabilities In The United States During The Covid-19 Pandemic, Philip Ndoki, Heba M. Athar, David O. Anderson

Journal of Social, Behavioral, and Health Sciences

We investigated how disability status, types, sociodemographic indicators, and reasons for not receiving vaccinations influenced COVID-19 vaccination rates among individuals with disabilities in the United States. Despite efforts, vaccination disparities persisted, necessitating a nuanced understanding of the barriers to vaccination. Using intersectionality theory and the social determinants of health framework, we examined the impact of marginalized identities and structural inequalities. Key questions included the association between disability status and vaccination uptake, differences among disability types moderated by sociodemographic factors, and the interaction between disability status and reasons for not vaccinating. We used Household Pulse Survey data from the U.S. Census …

Exposure To Second-Hand Smoke In Homes And Respiratory Symptoms Among Non-Smoking Adults In Depok, Indonesia 2025, Faraz Ali, Budi Hartono

Journal of Indonesian Health Policy and Administration

Second-hand smoke (SHS) exposure in the home environment has become a public health emergency, especially in countries with very high smoking rates, such as Indonesia. SHS exposure has already presented evidence of symptoms of the respiratory category, like a cough and shortness of breath. This study aimed to assess the association between exposure to SHS at home and the presence of respiratory symptoms among non-smoking adults in Depok, Indonesia. Convenience sampling was adopted for enrolling 108 non-smoking adults aged 18-30 who were jointly exposed to SHS in their homes for a cross-sectional study. Data aggregations of gatherings were performed using …

Dietary Intake Of Protein By Food Source And Incident Hypertension Among Diverse Us Adults: The Mesa Study, Ji Yun Tark, Ruosha Li, Bing Yu, Alexis C Wood, Nikhil S Padhye, Marcia C De Oliveira Otto

Faculty, Staff and Student Publications

Background: Dietary guidelines recommend adequate protein intake from diverse sources for optimal blood pressure; however, its role in hypertension risk remains unclear. We examined prospective associations of protein intake and diversity, overall and by source, with hypertension risk in the MESA (Multi-Ethnic Study of Atherosclerosis) study.

Methods and results: Among 2294 participants aged 45 to 84 years without hypertension at baseline, total, animal, and plant protein intake was assessed using a 120-item food frequency questionnaire. Protein diversity was evaluated using count and the dissimilarity index. Over a 9-year median follow-up, 1356 hypertension cases were identified through blood pressure measurements and …

Science Tikkun: A Bioscience Pandemic Framework In A Hebrew Tradition Of Global Repair, Peter Hotez

Center for Medical Ethics and Health Policy Staff Publications

Over the past decade we have seen a steady increase in dangerous pandemic threats. They include two major Ebola epidemics and cholera in Africa; dengue, Zika, yellow fever in the Americas; a COVID-19 pandemic; and H5N1 in Texas. This is happening because of a confluence of modern forces including urbanization, deforestation, and climate change. Yet as pandemics emerge on a crowded and warming planet, anti-science disinformation and antisemitism impede our response. Science tikkun is an overarching framework for repair and redress. It honors the legacy of Maimonides, Teilhard de Chardin, and others who have sought reconciliation between science and religion.

Quantiferon Tb Gold Test Utilization During Inpatient And Emergency Department Encounters At A Multi-Site, Single Academic Institution, Laxman Singanamala, Bs, Laura Walters, Do, Devin M. Weber, Md, Courtney E. Comar, Phd

Health Equity and Quality Improvement (HEQI) Summit

Background

• The QuantiFERON-TB Gold Plus test (QG) is an in vitro Interferon Gamma Release Assay that can be used to assess for prior exposure to Mycobacterium tuberculosis (MTB). The optimal use is in screening for latent disease.
• The United States is a low endemic country for MTB infection with 2.5 cases/100,000-persons in 2022 (CDC). Yet, we noted high utilization of the QG in our institution.
• Our goal was to understand our patient population and the clinical rationale for testing to create an electronic medical record (EMR) order set to optimize appropriate test use, decreasing unnecessary testing for patients and healthcare …

A Retrospective Study Of Pulmonary Function Tests In Bronchiectasis: An Infectious Disease Of The Respiratory System, Vinod Mutkule, Mahesh Shinde, Vidya Bapmare, Sangramsingh Dixit, Atharva Sharma, Kshitij Sarwey, Yogeshwari Patil, Sanket Jethlia, Aayushi Dwivedi, Disha Pardeshi, Anmol Rai, Kunal Shah, Vidhi Kalwar

The University of Louisville Journal of Respiratory Infections

Introduction: Bronchiectasis, currently being recognized worldwide, is an abnormal dilatation of the bronchi and bronchioles brought on by recurrent cycles of inflammation and airway infection. Impaired pulmonary function has a predictive significance in bronchiectasis. When treating patients with suspected or confirmed respiratory diseases, pulmonary function tests (PFT) are useful examinations. Very few studies have been done on PFTs in bronchiectasis. The main aim of this study is to study PFTs in bronchiectasis.

Method: This is a retrospective observational study done on 50 patients over two years at the tertiary care center. The previous records of patients were collected from the …

“Do You Even Lift, Bro?”: Correlates Of Muscle Dysmorphia Symptomatology In Filipino Male University Students, Pamela Paula C. Pioquinto

UNLV Theses, Dissertations, Professional Papers, and Capstones

Muscle Dysmorphia (MD) is a subtype of Body Dysmorphic Disorder (BDD) and is marked by the desire to increase muscularity and reduce body fat. MD is typically more prevalent among younger male populations, and it often drives comorbid disorders, including substance abuse, eating disorders, and social anxiety. Despite the growing literature on MD, it remains understudied in certain racial/ethnic populations, such as Filipinos. Acculturation, defined as the process in which an individual adopts, acquires, and adapts to a new cultural environment as a result of immigration, influences body image by reshaping an individual’s perceptions of beauty and muscularity standards. Guided …

From Vector To Consequence: Integrating Vector Surveillance, Environmental Drivers, And Public Health Impact Into Lyme Disease Risk Management, Kathleen E. Angell

Theses & Dissertations

Lyme disease is the most common vector-borne disease in North America. This dissertation examines (1) how crowd-sourced compares to active vector surveillance and whether they are associated with Lyme disease, (2) how ecological factors relate to tick abundance and whether they can predict high disease years, and (3) estimated health and economic burden of Lyme disease and savings when interventions are applied. Tick abundance data from active and passive surveillance were compared and tested for association with Lyme disease in the first aim. We found differences in tick life-stage, species, and seasonality. Tick observations were positively correlated with Lyme disease. …

Schistosoma Haematobium Infection In Ethiopian Children: Evaluating Praziquantel Efficacy, Nutritional Effects, And Diagnosis Using Flukecatcher, Louis Fok

Theses & Dissertations

Urogenital schistosomiasis continues to impact the wellbeing of hundreds of millions of people worldwide and remains a significant public health challenge across Ethiopia. Despite existing knowledge on the disease, there remain significant unanswered questions with regard to its treatment and diagnosis. This dissertation evaluated the efficacy of praziquantel at treating urogenital schistosomiasis, improving nutritional parameters among children and the performance of FlukeCatcher at detecting and determining the intensity of infection. In effecting this, a total of 977 children aged 5 through 15 from the Afar and Gambella regions of Ethiopia were screened for S. haematobium infection using urine filtration microscopy …

Demographic And Clinical Factors Associated With Mechanisms Of Open Globe Injury In The United States: A Multi-Center Study, Shruti Anant, Alicia Casella, Jason A. Greenfield, Sarah C. Miller, Kristine Y. Wang, Bita Momenaei, Karen Lee, Hana A. Mansour, Grant A. Justin, Kevin G. Makhoul, Racquel A. Bitar, Alice Lorch, Grayson W. Armstrong, Taku Wakabayashi, Yoshihiro Yonekawa, Kara M. Cavuoto, Fasika Woreta

Wills Eye Hospital Papers

PURPOSE: We sought to examine the demographic and clinical risk factors associated with specific mechanisms of open globe injuries (OGIs) and identify predictors of Zone III injuries across multiple tertiary eye care centers.

PATIENTS AND METHODS: 1570 patients with OGIs presenting to the Wilmer Eye Institute, the Bascom Palmer Eye Institute, Massachusetts Eye and Ear, and Wills Eye Hospital between 2018-2021 were retrospectively reviewed. Multinomial and binomial logistic regression models were used to evaluate associations between demographic and clinical risk factors with injury mechanisms and Zone III injuries.

RESULTS: Among the study population (74.2% male, mean age 48.2 years), falls …

Enhancing Healthcare-Associated Infection Prevention: The Role Of Hand Hygiene, Ppe, Isolation, And Vaccination Education, Kaitlyn N. Rollo

Aurora

Healthcare-associated infections (HAIs) represent a significant threat to patient safety in hospital environments. These infections are often linked to lapses in infection prevention protocols, including inadequate hand hygiene, improper use of personal protective equipment (PPE), and insufficient isolation procedures. This project aimed to evaluate compliance with infection control policies and identify areas for improvement at Lima Memorial Hospital. By focusing on auditing, education, and data analysis, the goal was to reduce HAI rates and strengthen overall infection prevention practices.

Methods included a comprehensive review of existing hospital infection prevention policies, followed by hand hygiene and PPE audits across the hospital’s …

Optimising Non-Cycloplegic Screening Strategies For Early Detection Of Pre-Myopia And Myopia In Young Children, Síofra Harrington, Michael Moore, James Loughman, Ian Flitcroft, Veronica O'Dwyer

Articles

Purpose: Early detection of myopia is essential to delay its onset and progression. Pre-myopia, defined by an inadequate hyperopic reserve, increases myopia risk in childhood. However, effective screening methods remain limited. This study aimed to develop practical non-cycloplegic screening methods for pre-myopia and myopia in 6- to 7-year-olds to support earlier interventions.

Methods: This cross-sectional study of 621 Irish schoolchildren (mean age: 7.12 ± 0.45 years; 51.8% boys) assessed uncorrected distance visual acuity (UDVA). Cycloplegic spherical equivalent refraction (SER) classified refractive status (myopia: SER ≤ −0.50D; pre-myopia: SER > −0.50 ≤ 0.75D). Pre- and post-cycloplegic SER were measured using the Welch …

Socio-Medical Factors Associated With Neurodevelopmental Disorders On The Kenyan Coast, Patricia Kipkemoi, Jeanne E. Savage, Joseph Gona, Kenneth Rimba, Martha Kombe, Paul Mwangi, Collins Kipkoech, Beatrice Mkubwa, Amina Abubakar, Charles Newton

Institute for Human Development, East Africa

Neurodevelopmental disorders (NDDs) are a group of conditions with their onset during the early developmental period and include conditions such as autism and intellectual disability. Occurrence of NDDs is thought to be determined by both genetic and environmental factors, but data on the role of environmental factors for NDD in Africa is limited. This study investigates environmental influences on NDDs in children from Kenya. This case-control study compared children with NDDs and typically developing children from two studies on the Kenyan coast. We included 172 study participants from the Kilifi Autism study and 151 from the NeuroDev study who had …

Changes In The Contributions Of Risk Factors To Under-Five Mortality In Low- And Lower-Middle-Income Countries (1997-2022): An Analysis Of Demographic And Health Survey Data, Bereket Kefale, Jonine Jancey, Amanuel T. Gebremedhin, Gavin Pereira, Gizachew A. Tessema

Research outputs 2022 to 2026

Background: Under-five mortality (U5M) is a critical public health challenge in low- and lower-middle-income countries (LLMICs), where over 90% of global deaths occur. Despite progress, the changing contributions of risk factors to U5M in LLMICs remain unexplored.

Mrthods: We analysed Demographic and Health Survey (DHS) data from 24 LLMICs across two periods: 1997-2005 and 2016-2022. We included 139,890 live births in 1997-2005 and 319,034 in 2016-2022. A mixed-effects robust Poisson regression model with a log link function was employed to identify risk factors of U5M in each period. Population-attributable fractions (PAFs) were calculated and compared to investigate changes in the …

Detection Of Covid-19 Variants, Christina Aglieco

Honors Scholar Theses

The outbreak of Covid-19 in December 2019 was devastating to many but led to major advancements in vaccine research and development. The development of a vaccine against SARS-CoV-2 infection offers protection for the public but cannot eliminate the risk of contracting Covid-19 due to the many viral mutations since the initial wild-type strain isolation in 2019. Analysis of these viral mutations will allow for the development of vaccines with greater protection against the new variants of the coronavirus. Secondary to Covid-19 infection seen in the pediatric population is Multisystem Inflammatory Syndrome in Children or MIS-C. Through qPCR analysis of pediatric …

Sports Injury Prevention - Epidemiological Analysis Of Concussion Mechanisms In Female Soccer Players: A Review Of Neiss Data (2020–2023), Caroline A. Bertalotto

Health, Human Performance and Recreation Undergraduate Honors Theses

Concussions are a significant concern in women’s soccer, with many studies showing that women have a higher rate of having them than compared to men. The number of concussions in athletes have raised concerns about long-term health and calls for a deeper look into ways to prevent them from occurring. The purpose of this study is to review the epidemiological data related to the mechanisms of concussions as a result of soccer, specifically within female participants. The data was obtained from the National Electronic Injury Surveillance System (NEISS) from the years 2020 through 2023. Specifically, the narrative was used to …

The Sun Shines Beyond The Mountains: The Creation Of A Suicidality Needs Assessment For Lesotho, Layhla Currier

Theses/Capstones/Creative Projects

The country of Lesotho has the highest suicide mortality rate in the world. Although this is true, there has seldom been research into the cause of this astronomical rate, and even less evaluating how to address the issue. This study focused on the analysis of available data to better understand the possible causes of the high suicide rate in Lesotho. Additionally, a suicidality needs assessment was created to collect data regarding mental health, social support, risk factors, and previous suicidality from Basotho (moniker for residents of Lesotho) in a non-stigmatizing way. Two varying suicidality assessments were used to create this …

On Death And Disease: How Physicians’ Perspectives Compare Across Specialties Through Written Work, Stephanie Anne C. Alkonga

Honors Capstones

Narrative medicine is a tool that the medical field is increasingly utilizing to cultivate patient-centered and culturally competent doctors and to reflect on lived experiences through texts that focus on psychosocial best practices. This study aims to examine the language used in physician-written works that address how physicians in different medical specialties treat the aging and the terminally ill, and how they view the deceased. Qualitative data guided by thematic questions will primarily be used in the analysis and comparison of these texts’ tone, rhetoric, diction, and similar literary devices to uncover if certain patterns arise across such specialties. Findings …

Refractive Error And Axial Length (Real) Study: Feasibility Of A Population Study In The United States, Sarah E. Singh Dr, Lisa A. Ostrin, Kristen Kerber Dr, Concepcion Cayle, Celia Gong Dr, Lal Barsha Dr, Ian Flitcroft, Síofra Harrington, James Loughman, Kathryn Saunders Prof, Fuensanta Vera-Diaz Dr

Articles

Myopia is the most common eye disease and a leading cause of blindness. A contemporary, large, and ethnically and geographically diverse study of ocular biometry and refractive error in children in the United States is needed to help better describe differences between myopic and nonmyopic eyes.

This is an initial cross-sectional report from the Refractive Error and Axial Length Growth Curve Study that includes ocular component data as a function of age, gender, and geographic location. This feasibility report will inform a planned larger longitudinal ocular growth study in children in the United States.

Cross-sectional data on children, ages 3 …

Assessing The Relationship Between The Incidence Of Campylobacteriosis And Ecological Risk Factors In Tennessee, Emmanuel Angmorteh Mensah

Electronic Theses and Dissertations

Background: Campylobacteriosis although is the leading causes of bacterial diarrheal illnesses, have not gained prominent awareness and there are gaps in the understanding of transmission routes for sporadic, non-outbreak cases and their risk factors at the communal level to humans. This study, therefore, aimed to identify the campylobacteriosis risk factors and risk perception from the existing literature in the United States, determine the incidence and ecological risk factors for campylobacteriosis zip code level in Tennessee, and to perform spatiotemporal analysis of campylobacteriosis incidence cases in Tennessee.

Method: To achieve the first aim, a scoping review was conducted to synthesize …

Interventions To Improve Timely Cancer Diagnosis: An Integrative Review, Mark L Graber, Bradford D Winters, Roni Matin, Rosann T Cholankeril, Daniel R Murphy, Hardeep Singh, Andrea Bradford

Faculty, Staff and Students Publications

Cancer will affect more than one in three U.S. residents in their lifetime, and although the diagnosis will be made efficiently in most of these cases, roughly one in five patients will experience a delayed or missed diagnosis. In this integrative review, we focus on missed opportunities in the diagnosis of breast, lung, and colorectal cancer in the ambulatory care environment. From a review of 493 publications, we summarize the current evidence regarding the contributing factors to missed or delayed cancer diagnosis in ambulatory care, as well as evidence to support possible strategies for intervention. Cancer diagnoses are made after …

Reducing Extreme Heat Impacts On Health In Pregnant Women And Infants: A Community Based Intervention In Kilifi, Kenya, Adelaide Lusambili, Fiona Scorgie, Martha Oguna, Matthew Chersich, Stanley Luchters, Giorgia Gon, Veronique Filippi, Sari Kovats, Kevin Mccawley, Jeremy Hess

Institute for Human Development, East Africa

High ambient temperatures affect maternal and newborn health outcomes and wellbeing. The Climate Heat and Maternal and Neonatal Health in Africa (CHAMNHA) consortium conducted formative qualitative research in rural Kilifi, Kenya, to examine perceptions of heat risks among women, household members and community stakeholders. An intervention was co-designed together with community members. This paper presents the development, implementation, and evaluation of a behavior-change intervention aimed at reducing the burden of heat on maternal and newborn health. The intervention used Digital Audio-Visual (DAV) storytelling (encompassing short videos and a set of photographs) and facilitated group discussions. Intervention groups included pregnant and …

Racial Disparity And Environmental Influences On Perinatal Health In Jefferson County, Kentucky., Felicia A Pugh

Electronic Theses and Dissertations

Background: Severe maternal morbidity (SMM) risk has tripled over the past 30 years. Adverse infant birth outcomes in the U.S. have also increased with substantial Black-White disparities. Objectives: This work compares the frequency of adverse maternal and infant birth outcomes by maternal race (Black vs White) and examines associations between maternal ambient heavy metal exposures and birth outcomes in Jefferson County, Kentucky, 2017-2022. Methods: Jefferson County inpatient hospital delivery and birth certificate records of self-identified Black or White birthing parents were used. Incidence of SMM, stillbirth, preterm birth (PTB), and small for gestational age (SGA) with 95% confidence intervals (CI) …

Investigating Mental Health Outcomes Of National Collegiate Athletic Association (Ncaa) Division I Student-Athletes At The University Of Louisville, 2019-2023., Paul Harvey

Electronic Theses and Dissertations

Mental health outcomes among collegiate student-athletes, has become a broader concern in the 21^st century. This study examines prevalence and incidence of anxiety and depression amongst student-athletes at the University of Louisville from 2019-2023 across different Sports Groups. The prevalence of anxiety was found to be 20.22% and risk of anxiety was 15.65%. The prevalence of depression was found to be 13.11% and risk of depression was 18.75%. Logistic regression was used to estimate the association between sports groups and anxiety/depression. There was a borderline association between sports groups and prevalence of anxiety after confounder adjustment (OR=1.86, 95% CI: …

Differences In Prostate Cancer (Pca) Stage At Primary Diagnosis And Pca-Specific Mortality Among Rural Versus Urban Populations In Kentucky., Chase Herrmann

Electronic Theses and Dissertations

Kentucky Cancer Registry (KCR) prostate cancer (PCa) cases between the years of 1994 and 2021 were analyzed to examine differences between rural and urban populations’ primary stage at diagnosis and PCa-specific mortality. After adjusting for covariates, rural populations did not experience significantly higher odds of stage 3 diagnosis when compared to urban populations (OR = 1.02, 95% CI = 0.95 – 1.06). Rural populations had 16% increased odds of stage 4 diagnosis when compared to urban populations (OR = 1.16, 95% CI = 1.10 – 1.23). Rural populations had a 17% increased rate of PCa-specific death when compared to urban …

Knowledge, Attitudes, And Practices Regarding Antimicrobial Resistance And Antimicrobial Stewardship Among Healthcare Workers In Outpatient Medical Centers In Kenya: A Qualitative Study, Mary Kaniu, Wahu Gitakah, Rupali Jain, Ann Munyare, Rodney Adam, Aliza Monroe Wise

Paediatrics and Child Health, East Africa

Objective: Antimicrobial resistance (AMR) is a major global health threat with a projected 10 million deaths globally by 2050. Antimicrobial stewardship (AMS) programs are coordinated efforts involving doctors, nurses, pharmacists, and other healthcare providers. Understanding knowledge, attitudes, and practices of health providers is pivotal for implementing strategies to curb the spread of AMR. The aim of this study was to evaluate knowledge, attitudes, and practices surrounding AMR and AMS among healthcare workers in Kenya.

Design: A qualitative study using in-depth semi-structured interviews

Setting: 12 private outpatient clinics in Kenya.

Participants: Healthcare workers including administrators and clinicians. …

Pregnancy Care Integrating Translational Science, Everywhere (Precise): A Prospective Cohort Study Of African Pregnant And Non-Pregnant Women To Investigate Placental Disorders – Cohort Profile, Rachel Craik, Joseph Akuze, Marie-Laure Volvert, Hannah Blencowe, Moses Mukhanya, Angela Koech, Grace Mwashigadi, Marleen Temmerman, Marvin Ochieng, Emily Mwadime

Centre of Excellence in Women and Child Health

Purpose: The Pregnancies' Care Integrating translational Science, Everywhere Network was established to investigate specific placental disorders (pregnancy hypertension, preterm birth, fetal growth restriction and stillbirth) in sub-Saharan Africa. We created a repository of clinical and social data with associated biological samples from pregnant and non-pregnant women. Alongside this, local infrastructure and expertise in the field of maternal and child health research were enhanced.

Participants: Pregnant women were recruited in participating health facilities in The Gambia, Kenya and Mozambique at their first antenatal visit or at the time a placental disorder was diagnosed (Kenya and The Gambia only). Follow-up study …