The Optimization of Culture Conditions for Injectable Recombinant Collagen Hydrogel Preparation Using Machine Learning by Mengyu Li, Long Zhao, Yanan Ren, Linfei Zuo, Ziyi Shen, Jiawei Wu

“…To analyze the impact of these factors on the elastic modulus, four mathematical models were employed, including multiple linear regression (ML), decision tree (DT), support vector machine (SVM), and neural network (NN). …”
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The Influence of Asset Management, Solvency, and Liquidity on Financial Performance in Food and Beverage Sub-Sector Companies Listed on the Indonesia Stock Exchange in 2021-2023 by Yanita Paulina Br Sebayang, Retnawati Siregar, Hasbiana Dalimunthe, Shabrina Tri Asti Nasution

“…The main problem in this study stems from the phenomenon of fluctuations in Return on Assets (ROA) which shows the inconsistency of the financial performance of companies in the sub-sector, so it is necessary to further explore the financial factors that influence it. The approach used in this study is a quantitative approach with an associative research type. …”
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Impact of HIV comprehensive care and treatment on serostatus disclosure among Cameroonian patients in rural district hospitals. by Marie Suzan-Monti, Charles Kouanfack, Sylvie Boyer, Jérôme Blanche, Renée-Cécile Bonono, Eric Delaporte, Patrizia M Carrieri, Jean-Paul Moatti, Christian Laurent, Bruno Spire, Stratall ANRS 12-110/ESTHER Study Group

“…This work aimed to analyze the rate of disclosure to relatives and friends over time and to identify factors affecting disclosure among seropositive adults initiating antiretroviral therapy (ART) in rural district hospitals in the context of decentralized, integrated HIV care and task-shifting to nurses in Cameroon. …”
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Designing Age-Friendly Paved Open Spaces: Key Green Infrastructure Features for Promoting Seniors’ Physical Activity by Wei Dong, Shuangyu Zhang, Jiayi Lin, Yue Wang, Xingyue Xue, Guangkui Wang

“…Using GPS-tracked mobility data, behavioral audits, and multicollinearity-robust Partial Least Squares (PLS) regression, we analyze the impact of these features on PA. …”
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Latent profiles of psychological resilience in patients with chronic disease and their association with social support and activities of daily living by Yingying Shi, Zhiqi Liang, Yunjie Zhang, Yiwen Zhou, Shishi Dong, Jufang Li, Gexin Gao

“…The chi-square test, analysis of variance, and multinomial logistic regression were used to explore the factors associated with different profiles of psychological resilience. …”
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PROVIDING DISTANCE EDUCATION DURING THE WAR: THE EXPERIENCE OF UKRAINE by Lidia Londar, Marcus Pietsch

“…In addition, by constructing an educational regression model, we investigate various factors that may have influenced students’ achievement before the war (e.g., the availability of computers for students and teachers, schools’ access to high-speed internet, etc.), and identify the relationships between these factors. …”
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Econometric Analysis of the Effectiveness of Government Incentive Measures for the Development of the Region by I. V. Tregub, M. Iaco

“…This study aims to identify the main factors that can influence the growth of the regional economy in order to assess the effectiveness of the government support measures for regions, designed to stimulate the regional domestic product growth. …”
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Patterns and Convergence in Household Spending: Insights From Western and Eastern Europe by Marlena Piekut, Miroslava Knapková

“…This paper identifies and analyzes the trends and patterns in consumption differences between Eastern and Western European households from 2000 to 2021. …”
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Association between creatinine clearance and mortality in Chinese patients with osteoporotic fractures: a retrospective cohort study by Ming Su, Ming Su, Peng Zhou, Peng Zhou, Min-zhe Xu, Min-zhe Xu, Ya-qin Gong, Ya-qin Gong, Jian Jin, Wen-bin Hu, Ke Lu, Ke Lu, Chong Li, Chong Li, Yi Yin, Yi Yin

“…A multivariate Cox regression analysis was used to evaluate the relationship between CCR and mortality while adjusting for potential confounding variables, including laboratory parameters, clinical characteristics, and lifestyle factors. …”
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Preoperative MRI-based radiomics analysis of intra- and peritumoral regions for predicting CD3 expression in early cervical cancer by Rui Zhang, Chunfan Jiang, Feng Li, Lin Li, Xiaomin Qin, Jiang Yang, Huabing Lv, Tao Ai, Lei Deng, Chencui Huang, Hui Xing, Feng Wu

“…The best-performing algorithm was combined with intra- and peritumoral features and clinically relevant independent risk factors to develop a comprehensive predictive model. …”
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Reaching the right facility for emergency patients - destinations of patients transported by emergency medical services in Kigali, Rwanda by Ephrem Daniel Sheferaw, Barnabas Alyande, Oda Munyura, Assuman Nuhu, Aurore Nishimwe, Jeanne Nyinawankusi, Jean Marie Uwitonze, Jean Nepomuscene Sindikubwabo, Irene Bagahirwa, Didier Hagumimana, Fabien Hagenimana, Collins Fred Inkotanyi, Jean Claude Semuto, Gilbert Rukundo, Agnieszka Ignatowicz, Lucia D’Ambruoso, Philbert Muhire, Sudha Jayaraman, Emmy Agabe Nkusi, Laura Quinn, Abebe Bekele, Jean Claude Byiringiro, Justine Davies

“…We explored the characteristics of patients transported by SAMU to identify factors influencing the choice of destination health facilities. …”
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Socio-economic contextual determinants and behavioral changes during pregnancy: evidence from the "MAMI-MED" cohort by Francesca Bitonti, Angelo Mazza, Martina Barchitta, Andrea Maugeri, Roberta Magnano San Lio, Giuliana Favara, Claudia La Mastra, Maria Clara La Rosa, Fabiola Galvani, Elisa Pappalardo, Carla Ettore, Giuseppe Ettore, Federico Mertoli, Carmela Elita Schillaci, Antonella Agodi

“…Mann–Whitney test, Kruskal–Wallis tests, logistic regressions and mixtures of regressions models with concomitant variables are implemented 1) to investigate the associations between contextual covariates and individual responses, 2) to assess the presence of latent sub-groups of the population reacting differently to the same contextual factors. …”
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Assessing the global burden of interstitial lung disease and pulmonary sarcoidosis using multiple statistical models: analysis and future projections by Luna Zhao, Yue Zhou, Yun Jia, Lang Wang, Ye Liu, Guizhen Lv, Yihao Zhang, Jinyang Li, Junfeng Ren, Hongzheng Liu, Yufeng Zhang, Ning Wang, Wenwen Zhang, Wenqiang Mo, Jiaqi Liu, Yilin Wang, Junhao Ma, Chao Wu, Dong Liu, GBD Collaborator

“…Although the incidence and mortality rates of ILD and PS have increased following the COVID-19 pandemic, comprehensive research examining their burden and associated risk factors remains limited. Therefore, the present study aimed to analyze the spatiotemporal distribution, gender-specific and age-related disparities, and sociodemographic determinants of ILD and PS from 1990 to 2021 to facilitate evidence-based targeted interventions. …”
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Social isolation, healthy lifestyle, and intrinsic capacity among older adults in China: A longitudinal study by Xiao Yue, Quan Yuan, Rong Zhou, Mei Wang

“…A healthy lifestyle was defined based on five factors: smoking, alcohol consumption, physical activity, sleep duration, and body mass index (BMI). …”
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Association of SNPs in carbohydrate metabolism genes with insulin resistance indicators in the Mexican population by Andrea Méndez-García, Adriana Aguilar-Galarza, Willebaldo García-Muñoz, Juan Brandon Araujo-Mendoza, Teresa García-Gasca, Miriam Aracely Anaya-Loyola, Aarón Kuri-García, Nerina Veyna-Salazar, Lorenza Haddad-Talancón, Ma. de Lourdes Anzures-Cortés, Ulisses Moreno-Celis, Víctor Manuel Rodríguez-García

“…Associations between SNPs and metabolic traits were analyzed using logistic regression models adjusted for relevant covariates. …”
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Associations of physical activity type, intensity, and frequency with subclinical hypothyroidism: a cross-sectional analysis of NHANES 2007–2012 by Zeyu Li, Zeyu Li, Yu Mao, Yu Mao, Xiaoyong Wen, Xiaoyong Wen, Guangji Chen, Shiwei Zhou

“…National Health and Nutrition Examination Survey (NHANES).MethodsData from the 2007–2012 NHANES cycles were analyzed. Weighted univariate and multivariate logistic regression models were employed to assess the associations between PA and SCH prevalence. …”
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Association between insulin resistance and left ventricular remodeling after STEMI in patients without a history of diabetes mellitus by YANG Chendie, HU Changqing, YUAN He, TAY Guan Poh, AMUTI Abulikemu, ZHANG Ruiyan, WANG Xiaoqun

“…Pearson correlation analysis revealed the mean values of visit-to-visit HOMA-IR were positively correlated to changes in LV dimensions (Δ LV end-diastolic volume index: r=0.20, P=0.003; Δ LV end-diastolic diameter: r=0.21, P=0.002). Multivariate regression analysis demonstrated that higher HOMA-IR was independently associated with greater LV dilation after STEMI, even after adjusting for age, gender, traditional risk factors (history of hypertension, body mass index, smoking status, renal function and lipid profiles), pharmacological treatment, baseline LV ejection fraction and peak troponin levels. …”
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Structural-geometric and functional indicators of the heart in patients with multiple myeloma after anti-tumor treatment and COVID-19 by B. B. Samura, M. O. Panasenko, T. O. Samura, I. V. Chorna

“…During multivariate analysis, the prognostic significance was preserved only for some factors: prior symptomatic COVID-19 (HR = 1.079; 95 % CI = 1.041–1.780, p = 0.025) and reduced longitudinal systolic myocardial strain (HR = 1.078; 95 % CI = 1.021–1.184, p = 0.032). …”
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Management and implications of severe COVID‐19 in pregnancy in the UK: data from the UK Obstetric Surveillance System national cohort by Nicola Vousden, Rema Ramakrishnan, Kathryn Bunch, Edward Morris, Nigel Simpson, Christopher Gale, Pat O’Brien, Maria Quigley, Peter Brocklehurst, Jennifer J. Kurinczuk, Marian Knight

“…The severity of maternal infection (need for high flow or invasive ventilation, intensive care admission or died), pregnancy and perinatal outcomes, and the impact of timing of birth were analyzed using multivariable logistic regression. Results Of 4436 pregnant women, 13.9% (n = 616) had severe infection. …”
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Epigenetic clocks as mediators of health behaviors and mortality in middle-aged and older adults by Xing-Ling Chen, Qiang-Qiang Zhao, Sheng-Rong Lin, Xing-Ling He, Xiao-Jiao Zhang, Si-Jing Li, Zi-Ru Li, Jia-Hui Chen, Hua Zhang, Xiao-Fang Li, Yue-Hui Zhou, Hui-Li Liao, Shu-Ning Sun, Zhong-Qi Yang, Shi-Hao Ni, Lu Lu

“…This study investigates associations between lifestyle factors, EAA biomarkers, and mortality risk. Method: The 2532 adults of 50 years or older that registered in NHANES between 1999–2002.This study evaluated compares first- to third-generation epigenetic clocks (HannumAge, HorvathAge, PhenoAge, GrimAge2, DunedinPoAm) in predicting mortality risk associations between five lifestyle domains (diet, abdominal adiposity, physical activity, smoking, alcohol) and EAA were analyzed via multivariable regression, with mediation models testing EAA’s role in lifestyle-mortality relationships. …”
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