Employing machine learning models to predict pregnancy termination among adolescent and young women aged 15-24 years in East Africa.

Pregnancy termination is still a sensitive and continuing public health issue due to several political, economic, religious, and social concerns. This study assesses the applications of machine learning models in the prediction of pregnancy termination using data from eleven national datasets in East Africa. Nine machine learning models, namely: Random Forests (RF), Decision Tree, Logistic Regression, Support Vector Machine, eXtreme Gradient Boosting (XGB), AdaBoost, CatBoost, K-nearest neighbor, and feedforward neural network models were used to predict pregnancy termination, with six evaluation criteria utilized to compare their performance.

Popliteal Pterygium Syndrome: A Case Report Highlighting Challenges and Surgical Interventions in a Resource-limited Setting.

Popliteal pterygium syndrome is a rare congenital disorder characterized by facial, genitourinary, and musculoskeletal anomalies, with popliteal webbing being notably challenging. A 4-year-old boy presented with progressive limping, cleft palate, and genital malformations. He had no follow-up care after an intraoral band excision at 15 days old.

Knowledge and acceptability of the human papillomavirus vaccine and associated factors among adolescent girls in public primary schools in Dessie Town, South Wollo, Northeast Ethiopia, 2020: A cross-sectional study.

Objective: To assess the knowledge and acceptability of the human papillomavirus (HPV) vaccine and the associated factors among adolescent girls in public primary schools in Dessie Town, South Wollo, Northeast Ethiopia in 2020.

Design, Participants And Methods: This was an institutional cross-sectional study conducted from 1 November to 30 November 2020 among 844 adolescent girls. A systematic random sampling method was used to select participants, who completed a pretested, self-administered questionnaire.

Prevalence and associated factors of self-medication among pregnant women in Sodo Town, Southern Ethiopia.

Background: Self-medication is a widespread practice among pregnant women worldwide, with 44.55% practicing it. However, it may lead to incorrect diagnosis, inappropriate treatment, and failure to recognize contraindications.

Postoperative analgesic effectiveness of ultrasound-guided bilateral erector spinae plane block vs. rectus sheath block for midline abdominal surgery in a low- and middle-income country: a randomised controlled trial.

Introduction: The use of erector spinae plane block and rectus sheath block for postoperative analgesia in midline abdominal procedures is becoming more common. However, the most effective and appropriate method remains unclear. We aimed to compare the postoperative analgesic effecacy of ultrasound-guided bilateral erector spinae plane blocks with rectus sheath blocks for midline abdominal surgery in a low- and middle-income country.

Asymptomatic malaria and predictors among migrant farmworkers East Shewa zone Oromia Ethiopia.

Asymptomatic malaria can impact existing malaria control and elimination efforts around the world, particularly in Africa, where the majority of malaria cases and death occurs. This is a cross-sectional study aimed to determine the prevalence and predictors of asymptomatic malaria among migrant farmworkers from June to July 2020 in the Upper Awash Agro-industry, East Shewa zone, Oromia Regional State, Ethiopia. A total of 254 migrant farmworkers without signs and symptoms of malaria were enrolled.

Turnover intention and its associated factors among nurses in Ethiopia: a systematic review and meta-analysis.

Background: Nurses turnover intention, representing the extent to which nurses express a desire to leave their current positions, is a critical global public health challenge. This issue significantly affects the healthcare workforce, contributing to disruptions in healthcare delivery and organizational stability. In Ethiopia, a country facing its own unique set of healthcare challenges, understanding and mitigating nursing turnover are of paramount importance.

Prevalence of Pre-Hypertension/Hypertension and Its Associated Factors Among Adults in the Wolaita Zone of Southern Ethiopia: A Cross-Sectional Study.

Preventing the development of high blood pressure and resulting complication requires estimating the prevalence of prehypertension/hypertension and identifying associated risk factors. Information about pre-hypertension/hypertension in Ethiopia, especially in the southern region, is scarce, and limited knowledge exists regarding the prevalence and risk factors associated with pre-hypertension/hypertension. Objective of this study was to assess prevalence of pre-hypertension/hypertension and its associated factors among adults in Wolaita Zone of Southern Ethiopia, 2023.

Spatial mapping and predictors of ever-tested for HIV in adolescent girls and young women in Ethiopia.

Background: Adolescent girls and young women (AGYW) are expected to be healthy in life. However, the unique health challenges faced by AGYW include unsafe sex practices and substance abuse. Only 46.

Utilization of pregnant women waiting area and associated factors among mothers at Damboya District, Kembata Tembaro Zone, Southern Ethiopia.

Introduction: pregnant women waiting areas are residential facilities where women who live remotely can wait before giving birth at a hospital or health center. About 80% of people in developing countries live in rural areas, where poor access to maternity services accounts for many maternal and perinatal deaths. Although, pregnant women waiting areas are recommended to reduce maternal and infant deaths data on the utilization of pregnant women waiting areas limited in Ethiopia and the study area.

Predictors for low coverage of uptake of second dose of measles vaccine among children in sub-Saharan Africa, 2023: a systematic review and meta-analysis.

Background: Measles became a public health important disease in sub-Saharan Africa. World Health Organization recommended measles-containing vaccine dose 2 (MCV2) through routine service delivery. This study aims to determine coverage of second-dose measles vaccination uptake and its predictors among children aged 24-35 months in sub-Saharan Africa.

Prevalence of dysmenorrhea and associated factors and its effect on daily academic activities among female undergraduate students of Hawassa University College of Medicine and Health Sciences, Hawassa, Ethiopia.

Background: Dysmenorrhea is pain during menstrual flow and is the most common gynecologic complaint in reproductive-age girls. The severity of dysmenorrhea ranges from mild to severe pain during menstruation, which affects their academic activities.

Objective: To assess the prevalence and associated risk factors of dysmenorrhea and its effects on academic activities among Hawassa University students from April 1-30/2021.

Membership dropout rates and associated factors in a community-based health insurance scheme in southern Ethiopia: a mixed method study.

Background: Dropout from community-based health insurance (CBHI) membership is a common problem in low-income countries, even if its implementation leads to substantial improvement in the utilization of essential health services. Few studies have addressed the factors contributing to dropout rates in southern Ethiopia. Therefore, the purpose of this study was to determine the rate of CBHI dropout in southern Ethiopia as well as any contributing factors.

Detection and Severity Identification of Neonatal Seizure Using Deep Convolutional Neural Networks from Multichannel EEG Signal.

Introduction: One of the most frequent neurological conditions in newborns is neonatal seizures, which may indicate severe neurological dysfunction. These seizures may have very subtle or very modest clinical indications because patterns like oscillatory (spike) trains begin with relatively low amplitude and gradually increase over time. This becomes very challenging and erroneous if clinical observation is the primary basis for identifying newborn seizures.

Practice of non-institutional delivery and its associated factors among women who gave birth in Southern Ethiopia, 2022.

Background: Non-institutional delivery is one of the major reasons that results in high mortality rates for a mother and her neonate. The World Health Organization estimates that only 43% of mothers have access to skilled delivery services. A recent Ethiopian Mini Demographic Survey indicated that more than half of Ethiopian women have given birth non-institutionally.

Level and factors associated with compliance to iron-folic acid supplementation among pregnant women in rural Soro district, Hadiya Zone, Ethiopia: cross-sectional study.

Background: Despite the advantages of iron and folic acid supplementation, the compliance status among pregnant women for the supplements is very low in Ethiopia. However, the factors found to be associated with the compliance of iron and folic acid supplementation varies depending on geographical locations and socio-cultural characteristics within the country. Therefore, this study assessed the compliance to iron and folic acid supplements and its associated factors among pregnant women in the rural Soro district, Hadiya Zone, Southern Ethiopia.

Psychological distress and associated factors among asthmatic patients in Southern, Ethiopia, 2021.

Background: There is an increased prevalence of psychological distress in adults with asthma. Psychological distress describes unpleasant feelings or emotions that impact the level of functioning. It is a significant exacerbating factor in asthma control.

Food Hygiene Practices and Associated Factors Among Street Food Vendors in Urban Areas of Gedeo Zone, Southern Ethiopia.

Background: Street food is expanding all around Ethiopia. Street vendors have become commonplace near schools, hospitals and bus stations. Because street vended food is sold in unsanitary surroundings near streets, it can be contaminated with variety of pathogens, exposing consumers to foodborne illnesses.

Isoelectric point isolation and characterization of proteins from lupine cultivars as influenced by chemical and thermal treatments.

Pulses provide a significant nutritional potential for the large proportion of the population in developing countries. Lupine is among the underutilized legume crops for human food in Ethiopia and globally concomitant to its contents of bitter alkaloids. This research was initiated to investigate the effects of soaking lupine seeds of bitter and sweet varieties in water and 2% sodium carbonate (NaCO) solutions as grain softener on the protein extraction efficiency and its sensory acceptability.

Utilization of youth friendly reproductive health services and associated factors among secondary school students in Southern Ethiopia, 2019: school-based cross-sectional study.

Introduction: youth-friendly services are services that are accessible, acceptable, and appropriate for them. Youths are suffering by unwanted pregnancy, unsafe abortion and its complications and Sexually transmitted diseases (STIs) including HIV. However, a little study was done in Ethiopia previously.

Fertility desire and associated factors among people on antiretroviral treatment at a public health facility in Hawassa city, Southern Ethiopia.

Background: Fertility desire is the plan of people to have a child or more children in the face of being diagnosed with HIV and plan to a commitment to implement the desire.

Methods: An institutional-based cross-sectional study was conducted in Hawassa city public health facilities from May 09 -July 07/07/2019. Four hundred (400) study participants were selected using a simple random sampling technique.

Decision to Delivery Interval, Perinatal Outcome and Factors Following Emergency Cesarean Section in Southern Ethiopia.

Background: The interval between the decision for an emergency cesarean section and the delivery of the fetus should be made within 30 minutes. In a setting like Ethiopia, the recommendation of 30 minutes is unrealistic. Decision to delivery interval should, therefore, be considered as vital in improving perinatal outcomes.

Genetic Diversity of Merozoite Surface Protein-1 and -2 Genes in Isolates among Asymptomatic Population in Boset and Badewacho Districts, Southern Ethiopia.

Background: The genetic variation of has been studied to assess local malaria transmission genetic profile using evidence-based intervention measures. However, there are no known previous reports of polymorphism in Badewacho and Boset districts, Southern Ethiopia. The purpose of this study was to determine the genetic diversity of the merozoite surface protein-1 and -2 (-1 and -2) allelic families in isolates from an asymptomatic populations.