The Evolution of Medical Student Competencies and Attitudes in Digital Health Between 2016 and 2022: Comparative Cross-Sectional Study by Paula Veikkolainen, Timo Tuovinen, Petri Kulmala, Erika Jarva, Jonna Juntunen, Anna-Maria Tuomikoski, Merja Männistö, Teemu Pihlajasalo, Jarmo Reponen

“…However, these positive changes have not followed a completely linear trajectory. To address these gaps, educational institutions and policy makers should integrate more digital health topics into medical curricula and provide practical experience with digital technologies to keep professionals up-to-date with the evolving health care environment.…”
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Mathematical modeling of mechatronic shuttles as automation objects for multilevel systems of intra-warehouse logistics by Ігор Невлюдов, Максим Вжеснєвський, Юрій Ромашов, Олена Чала

“…The developed approach assumes that the linearized mathematical model of an electric drive as an automation object is represented as a linear differential equation with constant coefficients that relate the control and the controlled parameter. …”
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Estimating whole-body centre of mass sway during quiet standing with inertial measurement units. by Liam H Foulger, Emma R Reiter, Calvin Kuo, Mark G Carpenter, Jean-Sébastien Blouin

“…However, it is unclear how many IMUs are required to adequately estimate linear displacements of the centre of mass (CoM) at stance widths associated with daily activities. …”
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Changes in soil organic and inorganic carbon with elevation in a dry alpine rangeland of the northern Qinghai–Tibet Plateau by Q. Liu, A. Zhang, X. Li, J. Yin, Y. Zhang, O. J. Sun, O. J. Sun, Y. Jiang

“…In contrast, variations in SICD were mainly explainable by changes in soil C to N ratio and soil water content (SWC) and likely resulted from non-linear changes in factors related to inorganic C production and leaking losses. …”
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Electric Vehicle charging station load forecasting with an integrated DeepBoost approach by Joveria Siddiqui, Ubaid Ahmed, Adil Amin, Talal Alharbi, Abdulelah Alharbi, Imran Aziz, Ahsan Raza Khan, Anzar Mahmood

“…The proposed approach consists of Categorical Boosting (CatBoost), Extreme Gradient Boosting (XgBoost), Long Short-Term Memory Network (LSTM) and Linear Regression (LR) models. The performance of DeepBoost is compared with conventional CatBoost, XgBoost, LSTM, Informers and different hybrid deep learning methodologies and other techniques reported in the literature. …”
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Impact of resilience, social support, and perceived health status on happiness among nursing students: A cross-sectional study by Nguyen Ngoc Quynh Nga, Diep Thi Tieu Mai, Pham Thi Thuy, Tran Thi Tuyet Linh

“…The ANOVA test, Pearson's correlation coefficient, and multiple linear regression were employed to analyze data with a p-value less than 0.05. …”
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Cognition, Emotions, and Language in Front-Line Healthcare Workers: Clinical and Ethical Implications for Assessment Measures by Лариса Засєкіна, Тетяна Пастрик, Марія Козігора, Тетяна Федотова, Сергій Засєкін

“…The results of multiple linear regression indicate that the only significant negative predictor of stress is resilience. …”
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A cell type and state specific gene regulation network inference method for immune regulatory analysis by Xiong Li, Kun Rao, Chuang Chen, Yuejin Zhang, Juan Zhou, Xu Meng, Yi Hua, Jie Li, Haowen Chen

“…In addition, experimental results on datasets of different types (such as steady-state and linear datasets) and scales (different cell and gene numbers) show that inferCSN is robust. …”
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Global stroke burden attributable to household air pollution: Insights from GBD 2021 and projections to 2040. by Manqing Li, Shicheng Liao, Chao Wang, Haojia Ma, Xiumei Xing, Jianhui Yuan, Jie Jiang, Zhuoying Zeng

“…<h4>Methods</h4>Analysis of age-standardized rates, deaths, disability-adjusted life years (DALYs), years lived with disability (YLDs), and years of life lost (YLLs) due to HAP-related stroke across 204 countries. The linear regression model examined global time trends. …”
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Overweight and POMC methylation: epigenetic associations with adolescent depression by Ye Ye, Jia-Hui Hu, Xing-Yu Xiao, Ting Ji, Fei Wang, Fu-Jun Jia, Cai-Lan Hou

“…After adjusted for medication use, multivariate linear regression analysis revealed a negative correlation between CpG6 methylation levels and CTQ scores in overweight group. …”
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Rinossinusite crónica: Correlação entre a clínica e o score lund-mackay by Miguel Sá Breda, Daniel Miranda, Sara Pereira, Diana Silva, Ana Menezes, Filipa Moreira, Daniela Ribeiro, Jaime Rocha, Luis Dias

“…Resultados: Recorrendo à regressão linear verificou-se que cada sintoma adicional aumentava o SLM em 2,5 unidades (IC95%:1,9-3,2). …”
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Attention-Enhanced CNN-LSTM Model for Exercise Oxygen Consumption Prediction with Multi-Source Temporal Features by Zhen Wang, Yingzhe Song, Lei Pang, Shanjun Li, Gang Sun

“…Across all models, prediction errors grew during high-intensity bouts, highlighting a bottleneck in capturing non-linear physiological responses under heavy load. These findings inform architecture selection for wearable metabolic monitoring and clarify when attention mechanisms add value.…”
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Soluble suppression of tumorigenicity 2 associated with left ventricular thrombosis in patients with ST-segment elevation myocardial infarction by Xinjia Du, Perkash Kumar, Chen Liu, Jiahua Liu, Lei Chen, Yuan Lu, Zhuoqi Zhang

“…The results of the net reclassification index (NRI) and Integrated Discrimination Improvement Index (IDI) suggested that sST2 could improve the conventional model of LVT. A linear relationship between sST2 and LVT was fitted using a restricted cubic spline (RCS). …”
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Mathematical model for energy savings in blood donations at the Cienfuegos Blood Bank by David Lorenzo Calles, Manuel E. Cortés Cortés

“…A mathematical model was built using non-linear regression and the calculation of the Least Squares method, using MatLab and the application of Javascript software, which models the blood donation process and electrical consumption, determining the necessary number of daily donations to minimize electrical consumption. …”
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Parental stress, mental health, and child traits in Italian mothers and fathers of autistic children by Silvia Perzolli, Giulio Bertamini, Paola Venuti, Arianna Bentenuto

“…Group differences between mothers and fathers were analyzed using inferential tests, while Linear Mixed Models were employed to examine the effect of parent, parental stress and mental health on parent-reported perceptions of children's behaviors and symptom severity, as well as clinically measured children's cognitive functioning and symptoms severity.ResultsMothers and fathers reported similar stress levels but mothers showed higher levels of mental health symptoms and perceived their children as having more severe internalizing and externalizing behaviors and more severe symptomatology compared to fathers. …”
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Effects of intraoperative hypothermia on patients undergoing laparoscopic surgery: A retrospective cohort study. by Tashi Penjore, Maliwan Oofuvong, Sunisa Chatmongkolchart, Chanatthee Kitisiripant, Rongrung Rueangchira-Urai, Jaranya Leeratiwong

“…Univariate and multivariate logistic/linear regression models were fit to assess the association between hypothermia and outcomes, presented as odds ratio (OR) or beta-coefficient (β) with 95% confidence interval (CI).…”
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Processing of Polymers Stress Relaxation Curves Using Machine Learning Methods by Anton S. Chepurnenko, Tatiana N. Kondratieva, Ebrahim Al-Wali

“…As a result of the study, intelligent models were developed to determine the rheological parameters of polymers included in the generalized non-linear Maxwell-Gurevich equation (initial relaxation viscosity, velocity modulus) using generated data sets for the EDT-10 epoxy binder as an example. …”
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Nonlinear oscillations of a lumped system with series spring, piezoelectric device, and feedback controller by M. K. Abohamer, T. S. Amer, A. A. Galal, Mona A. Darweesh, A. Arab, Taher A. Bahnasy

“…External harmonic excitations, as well as linear and nonlinear damping, are considered. The main system employs a negative velocity feedback (NVF) controller to reduce undesired effects vibrations, particularly under resonance conditions, thereby enhancing the system’s efficiency. …”
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Body mass index, muscle strength and physical performance in older adults from eight cohort studies: the HALCyon programme. by Rebecca Hardy, Rachel Cooper, Avan Aihie Sayer, Yoav Ben-Shlomo, Cyrus Cooper, Ian J Deary, Panayotes Demakakos, John Gallacher, Richard M Martin, Geraldine McNeill, John M Starr, Andrew Steptoe, Holly Syddall, Diana Kuh, HALCyon study team

“…Both BMI and grip strength exhibited non-linear relations with performance; those in the lowest fifth of grip strength and highest fifth of BMI having particularly poor performance. …”
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Hybridizing spatial machine learning to explore the fine-scale heterogeneity between stunting prevalence and its associated risk determinants in Rwanda by Gilbert Nduwayezu, Ali Mansourian, Jean Pierre Bizimana, Petter Pilesjö

“…Additionally, our findings reveal a non-linear relationship between stunting prevalence risk and its predictors. …”
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