Determinants maintaining healthcare personnel’s motivation during COVID-19 pandemic in Uganda by Makiko Komasawa, Myo Nyein Aung, Christopher Nsereko, Kiyoko Saito, Robert Ssekitoleko, Mitsuo Isono, Motoyuki Yuasa

“…Data were collected using a structured questionnaire. Descriptive and logistic regression analyses were performed to identify motivation-related factors. …”
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Urinary NGAL and RBP Are Biomarkers of Normoalbuminuric Renal Insufficiency in Type 2 Diabetes Mellitus by Aimei Li, Bin Yi, Yan Liu, Jianwen Wang, Qing Dai, Yuxi Huang, Yan Chun Li, Hao Zhang

“…Compared to the NO-CKD group, the NA-DKD group was older with lower hemoglobin (HB) levels and higher systolic blood pressure (SBP), plasma TNF-α, IL-6, and 8-OHdG levels. Logistic regression analysis suggested that age, TNF-α, and 8-OHdG were independent risk factors for nonalbuminuric renal insufficiency. …”
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Risk factors for disease progression and clinical outcomes in patients with COVID-19 in Taiwan: a nationwide population-based cohort study by Raymond N. Kuo, Wanchi Chen, Wen-Yi Shau

“…Patients were observed for 30 days for disease progression. Multivariable logistic regression models were used to calculate odd ratios and 95% confidence intervals (CIs) for each outcome, adjusting for age, sex, region, risk factors, and vaccination status. …”
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Clinical Features and Contributing Factors of Excessive Daytime Sleepiness in Chinese Obstructive Sleep Apnea Patients: The Role of Comorbid Symptoms and Polysomnographic Variables by Chuan Shao, Huan Qi, Ruyi Lang, Biyun Yu, Yaodong Tang, Lina Zhang, Xun Wang, Ling Wang

“…Body mass index (BMI) was highest in the severe EDS group (29.1 ± 3.6 kg/m2) (p<0.0001), intermediate in the mild to moderate EDS group (27.9 ± 3.3 kg/m2), and lower in the non-EDS group (26.8 ± 3.3 kg/m2). Logistic regression analysis showed waist circumference, memory loss, work/commute disturbances, and sleep efficiency were independently associated with mild to moderate EDS, and the microarousal index, apnea-hypopnea index (AHI), and saturation impair time below 90% were independent contributing factors of mild to moderate EDS. …”
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Psychosocial determinants of adherence to public health and social measures (PHSMs) in 18 African Union Member States during the early phase of the COVID-19 pandemic: results of a... by Andrew Johnson, Amanda McClelland, Nandita Murukutla, Akhona Tshangela, Ashish K Gupta, Meena Maharjan, Cecilia Fabrizio, Emily W Myers, Virginia Nkwanzi, Colby A Wilkason, Natalie Lacey, Benjamin Djoudalbaye

“…A total of 21 600 adults (mean age=32.7 years, SD=11.4) were interviewed (1200 in each country).Outcome measures Information including sociodemographics, adherence to PHSMs and psychosocial variables was collected. Logistic regression models examined the association between PHSM adherence (eg, physical distancing, gathering restrictions) and sociodemographic and psychosocial characteristics (eg, risk perception, trust). …”
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Vaginal colonization, vertical transmission rate, antimicrobial susceptibility profile, and associated factors of potential neonatal pathogens among pregnant women at public health... by Getnet Shimeles, Getnet Shimeles, Alemu Gedefie, Hilina Motbainor, Chalachew Genet, Chalachew Genet

“…Data was analyzed by SPSS version 25.0. Logistic regression model was used to identify the associated factors. …”
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The Application of Machine Learning Algorithms to Predict HIV Testing in Repeated Adult Population–Based Surveys in South Africa: Protocol for a Multiwave Cross-Sectional Analysis... by Musa Jaiteh, Edith Phalane, Yegnanew A Shiferaw, Refilwe Nancy Phaswana-Mafuya

“…Each dataset will be split into 80% training and 20% test samples. Logistic regression, support vector machines, random forests, and decision trees will be used. …”
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Comparison of photodynamic therapy and LEEP in women of reproductive age with cervical squamous intraepithelial neoplasia 2 (CIN2): A prospective observational study in China by Cheng Li, Xuanhui Wang, Qiulin Cui, Mian He, Ming Chen

“…Results: At the 3-month follow-up, the rates of disease regression to normal or CIN1 in the PDT group were 76.6% (72/94) and 13.8% (13/94), respectively, whereas in the LEEP group, they were 80.7% (109/135) and 11.1% (15/135), respectively. Logistic regression analysis revealed that the transformation zone type 3 was the only risk factor for both the PDT (OR=3.68; 95% CI, 2.43-5.26; P=0.008) and LEEP groups (OR=2.34; 95% CI, 1.84-4.53; P=0.02). …”
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Association between various blood glucose variability-related indicators during early ICU admission and 28-day mortality in non-diabetic patients with sepsis by Jingyan Zhou, Zhiheng Chen, Hao-Neng Huang, Chun-Quan Ou, Xin Li

“…The dose-response relationship between BG variability-related indexes and mortality was explored using multivariate logistic regression with restricted cubic spline (RCS) function. …”
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Under-five mortality and its associated factors in sub-Saharan Africa: a multilevel analysis of recent demographic and health surveys data based on Bayesian approach by Atalay Liknaw Birhanie, Zemenu Tadesse Tessema, Bekalu Endalew, Koku Sisay Tamirat

“…Bayesian multilevel binary logistic regression was fitted using the brms R package. …”
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Augmentation index as a predictor of right ventricular dysfunction in coronary artery disease: a cross-sectional study by Arash Rahimi, Babak Geraiely, Hamed Vahidi, Mohammadreza Eftekhari, Ramyar Rahimi Darehbagh, Somayeh Mohammadi, Golrokh Ghaffari, Meysam Khoshavi

“…Multivariable linear and logistic regression analyses were used to evaluate the relationship between AIx and RV function, adjusting for potential confounders. …”
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<i>KRAS</i>, <i>NRAS</i>, and <i>BRAF</i> Hot-Spot Mutations in Relation to Sidedness of Primary Colorectal Cancer: A Retrospective Cohort Study by Omer Abdelgadir, Yong-Fang Kuo, Anthony O. Okorodudu, M. Firoze Khan, Yu-Wei Cheng, Jianli Dong

“…<b>Methods:</b> We performed a retrospective cohort analysis of 722 patients diagnosed with primary CRC and tested for <i>KRAS</i>, <i>NRAS</i>, and <i>BRAF</i> hot-spot mutations at the University of Texas Medical Branch (UTMB) from January 2016 through July 2023. Multivariable logistic regressions analyses were conducted. <b>Results:</b><i>KRAS</i>, <i>NRAS</i>, and <i>BRAF</i> hot-spot mutations rates were 37.8%, 4.6%, and 6.1%, respectively. …”
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Aldehyde Dehydrogenase 2 rs671 Polymorphism is Associated with Susceptibility of Coronary Atherosclerosis in Patients with Hypertension by Hou H, Huang S, Huang W, Huang L, Zhang Z, Liang L

“…The frequency of the ALDH2 rs671 G/A genotype, and the levels of TC, LDL-C, PIV, SII, and SIRI in patients with coronary atherosclerosis were higher than those in controls. Logistic analysis showed that body mass index (BMI) ≥ 24.0 kg/m2 (odds ratio (OR): 1.670, 95% confidence interval (CI): 1.185– 2.352, p=0.003), history of smoking (OR: 2.024, 95% CI: 1.263– 3.243, p=0.003), ALDH2 rs671 G/A genotype (OR: 1.821, 95% CI: 1.280– 2.589, p=0.001), high TC (OR: 1.592, 95% CI: 1.021– 2.485, p=0.040), high SII (OR: 2.290, 95% CI: 1.386– 3.784, p=0.001), and high SIRI (OR: 1.727, 95% CI: 1.126– 2.650, p=0.012) were associated with coronary atherosclerosis in patients with hypertension.Conclusion: Overweight (BMI ≥ 24.0 kg/m2), history of smoking, ALDH2 rs671 G/A genotype, high TC, SII, and SIRI levels were associated risk factors for coronary atherosclerosis in patients with hypertension.Keywords: coronary atherosclerosis, hypertension, ALDH2, systemic immune inflammation index, system inflammation response index…”
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Explore the factors related to the death of offspring under age five and appraise the hazard of child mortality using machine learning techniques in Bangladesh by Ashikur Rahman, Md. Habibur Rahman

“…Six ML-based algorithms were implemented for predicting child mortality, such as Naïve Bayes, Classification and Regression Trees, Random Forest, C5.0 Classification, Gradient Boosting Machine, and Logistic Regression. Model evaluation metrics like accuracy, specificity, sensitivity, negative predictive value, $$F_1$$ F 1 score, positive predictive value, k-fold cross-validation, and area under the curve (AUC) techniques were used to evaluate the performance of the models. …”
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Predictive Value of NT-proBNP for Functional Outcome of Ischemic Stroke Without Cardiac Disease: A Prospective, Observational Study by Liu R, Chen G, Zhao N, Yue W

“…Both univariate and multivariate logistic analyses indicated that higher NT-proBNP was an independent risk factor for adverse outcomes of ischemic stroke patients at 90 days. …”
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Abnormal Expression of Peripheral Blood Leukocyte Surface Markers in Retinopathy of Prematurity Patients by Guo R, Cheng F, Meng XJ, Fan JM, Lu YL, Ma XH, Qiao X, Li JH

“…This method allowed for the quantification of specific cell subset proportions.Results: A total of 2,110 preterm infants were screened for inclusion in the study. Multivariate logistic regression analysis identified gestational age below 28 weeks, birth weight less than 1,000 g, and neonatal sepsis as independent risk factors for severe ROP. …”
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Impact of interpregnancy weight change on the risk of gestational diabetes mellitus during a second pregnancy in Chinese population: a retrospective cohort study by Ying Wang, Juan Yang, Chang Xu, Yuzhen Liu, Ao Yang, Shilin Zhong

“…Adjusted ORs (aORs) with 95% CIs attained from multivariable logistic regression were used to assess the association between IPWC and s-GDM, in both total subjects and stratified subgroups.Results In the overall analysis, s-GDM was found to be significantly associated with IPWC value (aOR 1.111; 95% CI 1.038 to 1.190) and an IPWC category of ≥3 kg/m² (aOR 1.821; 95% CI 1.197 to 2.772). …”
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Correlation Between the Ratio of Uric Acid to High-Density Lipoprotein Cholesterol (UHR) and Diabetic Retinopathy in Patients with Type 2 Diabetes Mellitus:A Cross-Sectional Study by Wang L, Liu L, Luo H, Wu Y, Zhu L

“…The Mantel-Haenszel chi-square test for linear association validated a pronounced positive correlation between the UHR ratio and the incidence of DR (P< 0.001). Binary logistic regression analysis revealed that age, glycated hemoglobin (HbA1c), uric acid (UA), high-density lipoprotein cholesterol (HDL-C), and the UHR ratio were all independent risk factors for the development of DR in patients with type 2 diabetes. …”
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Association of oxidative balance score with metabolic syndrome and its components in middle-aged and older individuals in the United States by Qu Zhang, Yemei Wu, Bo Luo

“…The OBS was calculated using 16 dietary and four lifestyle factors. Logistic regression was used to assess associations between OBS and MetS. …”
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Anemia, Thrombocytopenia, and Changes in Biochemical Parameters Occurring in Patients with Uncomplicated Plasmodium falciparum Malaria: Data Analysis from Antimalarial Efficacy-Ran... by Khadime Sylla, Roger Tine, Doudou Sow, Souleye Lelo, Annie Abiola, Jean Louis NDiaye, Magatte NDiaye, Kuaku Folly, Léon Amath NDiaye, Oumar Gaye, Babacar Faye

“…Risks and trends were calculated using multivariate logistic random effect models. Results. A total of 720 patients with completed biological data were included in the analysis (320 in the AL arm, 160 in the ASMQ arm, 120 in the DHAPQ arm, and 88 in the ASAQ arm). …”
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