Employing supervised machine learning algorithms for classification and prediction of anemia among youth girls in Ethiopia.

In developing countries, one-quarter of young women have suffered from anemia. However, the available studies in Ethiopia have been usually used the traditional stastical methods. Therefore, this study aimed to employ multiple machine learning algorithms to identify the most effective model for the prediction of anemia among youth girls in Ethiopia. A total of 5642 weighted samples of young girls from the 2016 Ethiopian Demographic and Health Survey dataset were utilized. The data underwent preprocessing, with 80% of the observations used for training the model and 20% for testing. Eight machine learning algorithms were employed to build and compare models. The model performance was assessed using evaluation metrics in Python software. Various data balancing techniques were applied, and the Boruta algorithm was used to select the most relevant features. Besides, association rule mining was conducted using the Apriori algorithm in R software. The random forest classifier with an AUC value of 82% outperformed in predicting anemia among all the tested classifiers. Region, poor wealth index, no formal education, unimproved toilet facility, rural residence, not used contraceptive method, religion, age, no media exposure, occupation, and having more than 5 family size were the top attributes to predict anemia. Association rule mining was identified the top seven best rules that most frequently associated with anemia. The random forest classifier is the best for predicting anemia. Therefore, making it potentially valuable as decision-support tools for the relevant stakeholders and giving emphasis for the identified predictors could be an important intervention to halt anemia among youth girls.

MORTALITY AND ASSOCIATED FACTORS AMONG INTENSIVE CARE UNIT ADMITTED ADULT PATIENTS WITH MECHANICAL VENTILATION IN ETHIOPIA: A SYSTEMATIC REVIEW AND META-ANALYSIS.

ABSTRACT: Introduction: The global demand for intensive care has risen, given its effectiveness in lowering mortality rates. Mechanical ventilation (MV) is integral to intensive care but introduces risks such as ventilator-associated complications. Ethiopia experiences a high intensive care unit (ICU) mortality rate. Objective: This systematic review and meta-analysis aim to comprehensively synthesize evidence on the mortality of adults undergoing MV in Ethiopia and identify associated factors. Methods: The study extensively searched databases and gray literature for research on MV outcomes, trends, and associated factors in adult ICUs. Adhering to the 2020 PRISMA checklist, a systematic review and meta-analysis sought to establish the mortality rate and key determinants among adult ICU patients on MV. The search incorporated keywords and MeSH terms, excluding studies with unsound methodologies or missing data. Data extraction, quality assessment, and analysis followed established protocols, including the JBI tool for methodological quality evaluation. STATA version 17.0 facilitated analysis, assessing heterogeneity, publication bias, and performing sensitivity and meta-regression analyses. Results: The pooled mortality rate among adult ICU patients undergoing MV was 48.61% (95% CI: 40.82, 56.40%). Significant mortality-contributing factors included medical diagnosis, Glasgow Coma Scale score, sepsis/septic shock, sedation use, multiple-organ dysfunction syndrome, and cardiovascular disease. Although some pooled odds ratios seemed insignificant, closer examination revealed significant associations in individual studies. Conclusion : The study underscores the urgent need for further research, improved ICU infrastructure, and healthcare personnel training in Ethiopia to enhance outcomes for mechanically ventilated patients. Identified factors offer valuable insights for targeted interventions, guiding tailored treatment strategies to reduce mortality. This study contributes to understanding mortality and associated factors in MV patients, informing initiatives to improve critical care outcomes in Ethiopia.

Surgical site infection following cesarean section and its predictors in Ethiopia: A systematic review and meta-analysis.

INTRODUCTION: Worldwide, surgery related deaths within 30 days of the procedure accounts the third contributor among all causes of deaths, with an estimated 4.2 million people annually and half of these deaths occur in low and middle income countries. OBJECTIVE: To determine the pooled prevalence of surgical site infection following cesarean section and its predictors in Ethiopia. METHODS: A systematic review and meta-analysis were conducted by using PRISMA guideline. An appropriate and comprehensive search of PubMed, MEDLINE, EMBASE, CINAHL, Google Scholar, HINARI and Scopus was done. This SRMA included all articles conducted in all regional state of Ethiopia reporting the prevalence/proportion/incidence of SSI after cesarean section and/or associated factors. All observational study designs were included in this SRMA. Articles which lack our outcome of interest: SSI following cesarean section and its predictors were excluded from this SRMA. The I2 statistic was used to quantify heterogeneity across studies. Funnel plot asymmetry and Egger's tests were used to check for publication bias. A random effect model was used to estimate the pooled prevalence of SSI. Adjusted Odds Ratio (OR) with 95% Confidence Interval (CI) was also considered to determine the association of identified variables with SSI. Statistical analysis was conducted using STATA version 17 software. RESULT: Initially 6334 studies were identified and finally 19 studies were found eligible for the analysis. Studies with a score of 7 and above were included for the final systematic review and meta-analysis. The review was comprised of 14 cross sectional studies, 4 cohort and one case control studies. The pooled estimate of SSI in Ethiopia was 11.13% (95%CI, 9.29-12.97%). Prolonged labor (AOR = 3.16, 95% CI; (2.14-4.68)), chorioamnionitis (AOR = 4.26, 95% CI; (1.99-8.91)), prolonged PROM (AOR = 3.80, 95% CI; (2.51-5.62)), repeated vaginal examination (AOR = 3.80, 95% CI; (2.45-5.88)), decreased hemoglobin level (AOR = 4.57, 95%CI; (3.16-6.60)), vertical skin incision (AOR = 3.09, 95% CI; (2.04-4.67)) and general anesthesia (AOR = 1.82, 95% CI (1.21-2.75)) are significantly associated with SSI after cesarean section in Ethiopia. CONCLUSION: SSI after cesarean section in Ethiopia is high. Prolonged labor, chorioamnionits, prolonged PROM, repeated vaginal examination, decreased Hgb level, vertical skin incision and general anesthesia were positively associated. Thus, evidence based intra-partum care should be practiced.

Uncertainty associated with parents of preterm infants hospitalised in neonatal intensive care unit among selected governmental hospitals in Addis Ababa, Ethiopia, 2022: an institution-based cross-sectional study.

OBJECTIVE: To assess the uncertainty associated with parents of preterm infants hospitalised in neonatal intensive care units of selected governmental hospitals in Addis Ababa, Ethiopia, 2022. DESIGN: A cross-sectional study conducted from 3 March 2022 to 30 March 2022. SETTING: The research was conducted at a government hospital in Addis Ababa, Ethiopia. PARTICIPANTS: Out of 305 eligible participants, 303 were parents of preterm infants' participants with complete data. PRIMARY OUTCOME MEASURE: Levels of parental uncertainty, assessed by using the Mishel scale of uncertainty. Simple and multivariable linear regression analyses were conducted to assess associations between variables. RESULTS: The mean uncertainty expressed by parents was 101.3 (SD=21.12). There were significant associations found with various factors. The sex of the respondent fathers (ß=-4.65, 95% CI -9.32 to -0.025), length of neonatal intensive care unit (NICU) stay >10 days (ß=14.64, 95% CI 8.71 to 20.56), gestational week between 34 and 37 weeks (ß=-7.47, 95% CI -11.42 to -3.52), parents with college degrees and above (ß=-14.15, 95% CI -22.94 to -5.34), parents with neonates who were preterm and had neonatal sepsis (ß=10.42, 95% CI -17.57 to -3.27), parents without a history of neonatal NICU admission (ß=-6.16, 95% CI -11.69 to -0.63) and parents who were housewives (ß=6.51, 95% CI 1.83 to 12.19) all showed significant associations. CONCLUSION: Factors like educational status, gestational week, neonatal admission history and NICU stay length contribute to parental uncertainty. Promoting empathy and clear communication is crucial. Hospitals should develop compassionate protocols for information delivery, including regular updates and effective addressing of concerns. Fostering a supportive environment helps parents express emotions and seek support.

Spatial distribution and determinants of unmet need for family planning among all reproductive­age women in Uganda: a multi­level logistic regression modeling approach and spatial analysis.

INTRODUCTION: Unmet need for family planning is defined as the percentage of sexually active and fecund women who want to delay the next birth (birth spacing) or who want to stop childbirth (birth limiting) beyond two years but who are not using any modern or traditional method of contraception. Despite the provision of family planning services, the unmet need of family planning remains a challenge in low- and middle-income countries (LMICs). Thus, this study aimed to assess the spatial distribution and determinant factors of unmet need for family planning among all reproductive­age women in Uganda. METHODS: A secondary data analysis was done based on 2016 Ugandan Demographic and Health Surveys (UDHS). Total weighted samples of 18,506 women were included. Data processing and analysis were performed using SPSS Version 26, STATA 14.2, ArcGIS 10.8, and SaTScan 10.1.2 software. Spatial autocorrelation and hotspot analysis was made using Global Moran's index (Moran's I) and Gettis-OrdGi*statistics, respectively. Determinants of unmet needs for family planning were identified by multi-level logistic regression analysis. Variables with a p-value < 0.05 were declared statistically significant predictors. RESULTS: The spatial distribution of unmet need for family planning among women of reproductive age in Uganda was found to be clustered (Global Moran's I = 0.27, Z-score of 12.71, and p-value < 0.0001). In the multivariable multilevel logistic regression analysis; women in West Nile (AOR = 1.86, 95% CI: 1.39, 2.47), aged 25-49 years old (AOR = .84; 95% CI .72, .99), highly educated (AOR = .69; 95% CI .54, .88), Muslim (AOR = 1.20, 95% CI: 1.03, 1.39), high wealth status (AOR = .73, 95% CI: .64, .82), and had five or more living child (AOR = 1.69, 95% CI: 1.51, 1.88) were significant predictors of unmet need for family planning. Significant hotspot areas were identified in West Nile, Acholi, Teso, and Busoga regions. CONCLUSION: A significant clustering of unmet need for family planning were found in Uganda. Moreover, age, educational status, religion, wealth status, number of alive children, and region were significant predictors of unmet need for family planning. Therefore, in order to minimize the burdens associated with unmet need, an interventions focusing on promotion of sexual and reproductive health service should be addressed to the identified hotspot areas.

Exploring the perceptions of health service providers and adolescents on the utilization of adolescent sexual and reproductive health services in Tikur, 2023: A qualitative study.

Objectives: Globally, twenty-three million adolescents aged 15-19 years have an unmet need for sexual and reproductive health services and are at risk of unintended pregnancy. In Sub-Saharan Africa, including Ethiopia, it might be difficult for adolescents to get access to sexual and reproductive health services that are acceptable to use. Privacy, a fear of sharing health concerns, a sociocultural environment, the unfriendliness of current services, and traditional taboos are some of the key reasons. This study aimed to explore the perspectives of service providers and adolescents on the use of sexual and reproductive health services. Methodology: A qualitative phenomenological study was conducted from January to February 2023 in the Tikur Anbessa specialized hospital. Purposive sampling was applied to select the study participants. A total of 17 in-depth interviews (with 7 adolescents and 10 health providers) were held. Instead of relying on the number of participants, data saturation was used. Thematic analysis was employed in analyzing the data. Result: The findings indicate that obstacles to the use of sexual and reproductive health services include challenges related to the availability of resources and accessibility; resistance from religious beliefs, cultural beliefs, and customs; quality and institutional-related challenges; and stigma and discrimination in sexual and reproductive health services, which pose the biggest barrier to health professionals providing standardized sexual and reproductive health services. Conclusion: A multi-pronged approach should be created to overcome these challenges, including community outreach for sexual and reproductive health and increasing awareness of the importance of early access to sexual and reproductive health through appropriate community forums. Existing sexual and reproductive health services are not promoted to adolescents and youth, and a lack of and difficulty getting resources for sexual and reproductive health services should be resolved.

Non-Pharmacological Pain Management Practice and Associated Factors Among Nurses Working at Comprehensive Specialized Hospitals.

Introduction: Non-pharmacological pain management practices are very important for the successful treatment of pain. It has an impact on the patient's quality of life and the family's financial situation owing to missed workdays, direct medical expenses, and incapacity from pain. Objective: Therefore, this study is intended to assess non-pharmacological pain management practice and associated factors among nurses working at comprehensive specialized hospitals in northwest, Ethiopia. Methods: Institution-based cross-sectional study design was employed from May 30 to June 30, 2022. A stratified random sampling technique was used to select 322 study participants. A binary logistic regression model was used to identify factors associated with non-pharmacological pain management practice. Variables with a P-value less than .25 in the bi-variable analysis were entered into the multivariable logistic regression analysis and a P-value of less than .05 was considered as having a statistically significant association. Results: A total of 322 nurses participated, with a response rate of 98.8%. It was found that 48.1% (95% CI: 42.65, 53.62) of nurses had good practice in non-pharmacological pain management. Pain assessment tool availability (AOR = 1.68 [95% CI: 1.02, 2.75]) (P = .04), good pain assessment practice (AOR = 1.74 [95% CI: 1.03, 2.84]) (P = .03), favorable attitude (AOR = 1.71 [95% CI: 1.03, 2.95]) (P = .03), and age (26-35) (AOR = 4.46 [95% CI: 1.24, 16.18]) (P = .02) were factors significantly related to non-pharmacological pain management practice. Conclusion: According to this work, the prevalence of non-pharmacological pain management practices was found to be low. Good pain assessment practices, availability of pain assessment tools, favorable attitude, and age (26-35) years were significant factors of non-pharmacological pain management practice. Hospitals are better give training on non-pharmacological pain management methods for nurses as they are important to treat pain holistically, increase patient satisfaction, and are cost-effective.

Undernutrition and associated factors in orphan children aged 6-59 months in Gambella Southwest, Ethiopia: A community-based cross-sectional study.

OBJECTIVE: The study aimed to assess the prevalence of stunting, wasting, underweight and associated factors in orphaned children under 5 years old. DESIGN: A cross-sectional study. SETTING: Gambella City, Ethiopia. PARTICIPANTS: A sample of 419 under 5 orphaned children included in the study. Eligible households with orphans had selected using a systematic random sampling method. The lottery method was used when more than one eligible study participants live in the household. An OR with 95% CI was performed to measure the strength of association between each dependent variable and independent variables. Variables with p<0.05 were declared statistically significant. PRIMARY OUTCOME: The main outcome of this study was the prevalence of undernutrition among orphaned under 5 and its associated factors. RESULTS: Prevalence of stunting, wasting and underweight in orphan children under 5 were 12.2%, 37.8% and 21.7%, respectively. The prevalnce of wasting peaks among age group of 36-47 months (42.5%), whereas underweight peaks in 48-59 months (27.7%). Food insecurity, wealth index, family size, vitamin A supplementation, diarrhoea, fever 2 weeks before the survey, children under 5 and parents' death were associated with undernutrition. CONCLUSION: The prevalence of stunting, wasting and underweight among orphan children under 5 was significantly high. Multisectoral collaborative efforts towards access to health services, improving income-generating activities, micronutrient supplementation and social support and protection targeting orphan and vulnerable populations have to be built up.

The Psychological Impacts During the Initial Phase of the COVID-19 Outbreak, and its Associated Factors Among Pastoral Community in West Omo Zone, South-West Ethiopia, 2020: A Community-Based Study.

BACKGROUND: COVID-19 is a global pandemic and a major health crisis affecting several nations. Such outbreaks are associated with adverse mental health consequences to any group of the population. Despite its negative effects, no study has addressed the potential psychological impacts of the COVID-19 outbreak among the pastoral community. This study aims to assess psychological experiences during the early stages of the COVID-19 outbreak and the factors that contributed to it among pastoral community residents in West Omo, South-West Ethiopia. METHODS: A community-based cross-sectional study was carried out from May to June 2020. The study subjects were selected through a multistage sampling technique. Data were collected through face-to-face interviews, and entered into EpiData 3.1, then exported to SPSS version 24 for statistical analysis. The psychological impact was assessed by the Depression, Anxiety and Stress Scale (DASS-21). P-value < 0.20 during bi-variable analysis was considered as a candidate for multivariable logistic regression. Independent factors of depression, anxiety, and stress were assessed using adjusted odds ratio with 95% confidence level s at P-value < 0.05 cut-off point. RESULTS: A total of 845 eligible pastoral residents were interviewed, with a 94.4% response rate. The prevalence of a positive response for anxiety, depression and stress was 30.8%, 26.3% and 24.4%, respectively. Being female was highly associated with developing anxiety and depression. Anxiety was found to be three times more prevalent among the respondents with ≥ 3 family members. Furthermore, participants with a history of mental illness, poor social support, and a high perceived life threat were also at a higher risk of experiencing anxiety, depression, and stress. CONCLUSION: The prevalence of positive depression, anxiety and stress results were high. As a result, special attention should be paid, by governmental and non-governmental health organizations, to psychosocial and mental health programs for pastoral residentsduring the COVID-19 pandemic.

Prevalence of ineffective breastfeeding technique and associated factors among lactating mothers attending public health facilities of South Ari district, Southern Ethiopia.

INTRODUCTION: Improper positioning, attachment, and suckling are constructs for ineffective breastfeeding technique (IBT). IBT results in inadequate intake of breast milk, which leads to poor weight gain, stunting, and declines immunity. Besides, IBT increases the risk of postpartum breast problems. Despite its impact on maternal and child health, breastfeeding technique is not well studied in Ethiopia. Hence, the purpose of this study was to assess the prevalence of IBT and associated factors among lactating mothers attending public health facilities of South Ari district, Southern Ethiopia. MATERIALS AND METHODS: An institution-based cross-sectional study was conducted among 415 lactating mothers attending public health facilities of South Ari district from March 1-29, 2019. A structured observational checklist and interviewer-administered questionnaires were used. Bivariable and multivariable analyses were carried out using binary logistic regression to assess the association between explanatory variables and IBT. Statistical significance was declared at p-value < 0.05. RESULTS: Overall, the prevalence of IBT was 63.5% [95% confidence interval (CI); 59.0%, 68.0%]. Having no formal education [adjusted odds ratio (AOR): 5.0, 95% CI: 2.3, 10.5], delivering at home [AOR: 4.5; 95% CI; 1.6, 13.1], having breast problems [AOR: 2.5, 95% CI: 1.1, 5.7], being primiparous [AOR: 1.8, 95% CI: 1.0, 3.2], not receiving counseling during pregnancy and postnatal period [AOR: 2.3, 95% CI: 1.4, 3.9 and AOR: 2.5, 95% CI: 1.3, 5.1 respectively] were significantly associated with IBT. CONCLUSION: IBT was very high in the study area. Thus, empowering women, increasing institutional delivery, and providing continuous counseling about breastfeeding throughout the maternal continuum of care is invaluable to improve breastfeeding techniques.