Machine learning models integrating dietary data predict all-cause mortality in U.S. NAFLD patients: an NHANES-based study by Pinchu Chen, Yao Li, Chenfenglin Yang, Qifan Zhang

“…Methods Data from the National Health and Nutrition Examination Survey (NHANES) 2007–2018, comprising 2,589 NAFLD participants, were analyzed. Variables associated with survival outcomes were selected using LASSO-Cox regression. …”
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Dietary pattern index and sleep disturbances: findings from the 2011–2014 National Health and Nutrition Examination Survey (NHANES) by Yao Xiao, Yuehong Wu, Can Wang, Jianmin Dong, Ximing Zhang, Zhiyou Peng, Yunfei Cao

“…Four dietary indices—Dietary Inflammatory Index (DII), Dietary Approaches to Stop Hypertension (DASH), Mediterranean Diet Index (MED), and Healthy Eating Index-2015 (HEI-2015)—were computed using the “dietaryindex” R package. Binary logistic regression, subgroup analysis, and restricted cubic spline regression (RCS) were employed to examine the relationships between these dietary patterns and sleep disturbances, while adjusting for potential confounding factors. …”
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Data-driven innovations in disaster risk management: Advancing resilience and sustainability through big data analytics by Suliman Zakaria Suliman Abdalla

“…Survey data collected from academic participants with backgrounds in statistics, data analysis, and quantitative methods, along with technical, management, and disaster response professionals, were analyzed using ordinal logistic regression to assess the impact of technological, organizational, and environmental predictors. …”
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Characterization of Cuproptosis-Related LncRNAs Prognostic Signature and Identification of LINC02285 as a Novel Biomarker for Ovarian Cancer by Lei H, Zhou Z, Liu C, Chen W, Li Y, Shu G, Wang M, Guo K, Pan Q, Yin G

“…In-depth analyses exploring the relationship between CRLs and ovarian cancer (OC) are currently limited.Methods: LASSO-Cox regression analysis was conducted to assess the prognostic significance of CRLs and develop a cuproptosis-related prognostic model. …”
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Lower phase angle as a marker for poor prognosis in patients with chronic kidney disease: a cohort study by Yi-qin Chen, Hui-fen Chen, Yan Han, Yu-han Shen, Yi-dan Zhang, Li-zhe Fu, Fang Tang, Xu-sheng Liu, Xu-sheng Liu, Xu-sheng Liu, Yi-fan Wu, Yi-fan Wu, Yi-fan Wu, Yi-fan Wu

“…Participants undertook bioimpedance measures, and the correlation between PhA and renal endpoint was analyzed. Analytical approaches include Cox proportional hazards analysis and group-based trajectory modeling. …”
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The impact of CEO tenure on employees’ salary: evidence from China by Jing Liu

“…Abstract Based on A-share listed firms in China from 2012 to 2019, ordinary least squares regression and quantile regression methods are used to analyze CEO tenure on the salary policy of employees quantitatively. …”
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Identification of the prognostic effect of mitophagy-related genes in acute myeloid leukemia by Fan Xuan, Wenyuan Zhu, Baoxi Zhang, Hui Zhao, Chaonan Li, Xiaoli Wu

“…Prognostic genes were screened using univariate Cox regression and least absolute shrinkage and selection operator (Lasso) regression analyses. …”
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Multi-parametric MRI-based radiomics nomogram for predicting lymphovascular space invasion in early-stage cervical adenocarcinoma by Ke-Ying Wang, Mei-Ling Xiao, Mei-Ling Xiao, Yu-Han Fang, Yu-Han Fang, Jie-Jun Cheng, Zi-Jing Lin, Ying Li, Jin-Wei Qiang

“…Multivariate logistic regression identified clinical risk factors, and a radiomics nomogram was constructed by integrating the radscore with clinical risk factors. …”
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The value of triglyceride–glucose index–related indices in evaluating migraine: perspectives from multi–centre cross–sectional studies and machine learning models by Zixuan Yan, Lincheng Duan, Hong Yin, Muchen Wang, Jingwen Li, Chenghua Li, Xiao Wang, Dingjun Cai, Fanrong Liang, Wenchuan Qi

“…Methods Cross–sectional data were acquired from the National Health and Nutrition Examination Survey conducted between 1999 and 2004, as well as from the China Longitudinal Study of Health and Retirement (CHARLS) performed from 2011 to 2012. Weighted logistic regression analysis, subgroup analysis, smooth curve fitting and threshold effect analysis were used to ascertain the intricate relationships among triglyceride glucose–body mass index (TyG–BMI), triglyceride glucose–waist circumference (TyG–WC), triglyceride glucose–waist height ratio (TyG–WHtR) and migraine. …”
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Motivators and barriers to the uptake of digital health platforms for family planning services in Lagos, Nigeria: A mixed-methods study by Mohammed M. Alhaji, Muhammad R. Balarabe, David Atama, Arizechukwu Okafor, Doluwamu Solana, Francis Meyo, Chinedu Joseph Okoye, Uchenna Okafor, Babatunde Oyelana, Jennifer Anyanti

“…Interviews ( n =  79) with FP providers, and current and potential users informed a survey ( n =  1485) of digital FP platform users. Thematic analysis was applied to qualitative data; quantitative data were analyzed using descriptive, bivariate, and logistic regression methods. …”
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Sleep Disorders and Fatigue among Patients with MS: The Role of Depression, Stress, and Anxiety by Nassim Zekibakhsh Mohammadi, Amir Sam Kianimoghadam, Niloofar Mikaeili, Seyedeh Samaneh Asgharian, Mahdieh Jafari, Abbas Masjedi-Arani

“…The results of the regression analysis also showed that depression, stress, and anxiety predict 0.37% of the total variance of sleep disorders (F = 48.34; P<0.001) and 0.35% of the total variance of fatigue (F = 44.64; P<0.001). …”
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Enhancing stroke-associated pneumonia prediction in ischemic stroke: An interpretable Bayesian network approach by Xingyu Liu, Jiali Mo, Zuting Liu, Yanqiu Ge, Tian Luo, Jie Kuang

“…Clinical data collected within 48 h of admission and SAP occurrences within 7 days were analyzed. Dimensionality reduction was performed using Least Absolute Shrinkage and Selection Operator regression, while data imbalances were addressed using synthetic minority oversampling technique. …”
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The correlation between vitamin D level and liver fibrosis in patients with metabolic dysfunction-associated fatty liver disease by Huajuan WANG, Shujun SHI, Xuelian XIONG

“…MethodsData from the National Health and Nutrition Examination Survey in 2021–2023 were analyzed. Logistic regression models were used to evaluate the relationship between serum total vitamin D, 25(OH)D3 levels, and liver fibrosis in the MAFLD patients. …”
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Favorable 10-year outcomes of osteochondral autologous transplantation for spontaneous osteonecrosis of the knee following subchondral insufficiency fracture with optimal alignment... by Kohei Nishitani, Yasuaki Nakagawa, Masahiko Kobayashi, Shinichiro Nakamura, Shogo Mukai, Shinichi Kuriyama, Shuichi Matsuda

“…The association between final IKDC score and postoperative femorotibial angle (FTA) was analyzed using linear and quadratic regression. Results A total of 33 OATs were included (mean age: 64.6 ± 8.0 years; mean lesion size: 3.9 ± 1.7 cm2). …”
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Preconditioning of the tumor microenvironment with oncolytic reovirus converts CD3-bispecific antibody treatment into effective immunotherapy by Rob C Hoeben, Sjoerd H van der Burg, Thorbald van Hall, Christianne Groeneveldt, Priscilla Kinderman, Diana J M van den Wollenberg, Ruben L van den Oever, Jim Middelburg, Dana A M Mustafa, Nadine van Montfoort

“…Immune-competent KPC3 tumor-bearing mice were intratumorally injected with reovirus type 3 Dearing strain and the reovirus-induced changes in the tumor microenvironment and spleen were analyzed over time by NanoString analysis, quantitative RT-PCR and multicolor flow cytometry. …”
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Lupus nephritis and U1-RNP-antibodies are associated with low bone mineral density and osteoporosis in patients with systemic lupus erythematosus: baseline findings in a sub-cohort... by Edgar Wiebe, Elisa Celine Schilling, Dörte Huscher, Andriko Palmowski, Zhivana Boyadzhieva, Sandra Hermann, Burkhard Muche, Mirella Lopez Picazo, Gerhard Krönke, Falk Hiepe, Tobias Alexander, Frank Buttgereit

“…We used multivariable linear and logistic regression models to identify BMD- and osteoporosis-related factors. …”
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The Role of Wind Speed in Prolonging Large Fire Durations in the Western US by Sally S.‐C. Wang, L. Ruby Leung, Yun Qian

“…Abstract The duration of large wildfires in the western US has increased significantly from 1992 to 2020 in the two fire seasons, by 0.76 days yr−1 in summer and 0.55 days yr−1 in fall. The factors driving the trend and variability were analyzed using multiple linear regression models. …”
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Intrauterine inflammation exposure may increase the risk of late-onset sepsis in premature infants: a retrospective cohort study by Xiafang Chen, XinYu Zhang, Ru Xue, Lanlan Mi, Ye Liu, Guoqing Zhang, Jun Bu, Fei Bei

“…Peripheral white blood cell counts within 24 h after birth were routinely recorded for preterm infants. Logistic regression analysis was used to assess the impact of cytokines and white blood cell counts on the incidence of LOS. …”
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Entrepreneurial Intentions of Students: Moderating Effect of Personal Characteristics by A. G. Mirzoyan, E. A. Siniakova, L. A. Mikhailova, I. S. Suslova

“…Based on a survey of 391 respondents from two universities in Moscow, the entrepreneurial intentions of students were analyzed. The aim of the work: to assess the moderating effect of personality characteristics (risk aversion and innovativeness) on the relationship between entrepreneurial intentions and their factors. …”
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Serous and Exosomal LDH-C4 as a Potential Diagnostic and Prognostic Biomarker of Cervical Carcinoma by Fengxia Zhang, Zengguang Ma, Fengqin Zhang, Yucui Li, Xiaojie Liu, Jiandong Zhang

“…The overall survival of patients with cervical carcinoma with positive LDH-C4 expression was 83.54%; patients with a higher LDH-C4 expression exhibited a poorer overall survival rate than those with lower LDH-C4 expression. Multiple Cox regression analysis demonstrated that LDH-C4 expression is a poor independent prognostic factor for patients with cervical carcinoma. …”
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