Legal and (or) welfare state: monism or pluralism? by S. V. Biryukov, A. E. Evstratov

“…It is possible to consider the model of a social legal state as an ideal way to resolve social contradictions, taking into account the following proposed clarifications to this model: (a) the idea of a welfare state, despite its various interpretations, primarily refers to the solution of socio-economic problems, while a balance of private and public interests is also necessary for intangible issues that cannot be resolved only through the acquisition of property; (b) complete harmony of private and public interests is an unattainable ideal, therefore, in a social legal state new contradictions will continue to arise between the private and public principles, the solution of which can be achieved if the following condition is met: “awareness of every interest of public interest in those areas of life where it necessary, and the development of a compromise of private interests where possible”; (c) the dialectical approach assumes that the model of a social legal state, as its goals are achieved, sooner or later must be revised (added).…”
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Violin Plots: An Enhanced Tool for Data Visualization in Health Studies by Zohreh Shishebor, Zahra Sajjdnia, Maryam Sharafi

“…Statistical tests assume a certain structure in the data; visual inspection helps determine if that assumption is justified. …”
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Optimized Predictive Coverage by Averaging Time‐Windowed Bayesian Distributions by Han‐Fang Hsueh, Anneli Guthke, Thomas Wöhling, Wolfgang Nowak

“…The operation of a conventional Bayesian framework only produces realistic (interpretable in the context of the natural system) inference results if the model structure matches the data‐generating process, that is, applying Bayes' theorem implicitly assumes the underlying model to be true. …”
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Cooling Load Forecasting Method for Central Air Conditioning Systems in Manufacturing Plants Based on iTransformer-BiLSTM by Xiaofeng Huang, Xuan Zhou, Junwei Yan, Xiaofei Huang

“…Finally, BiLSTM is applied for temporal modeling, leveraging its bidirectional recurrent structure to capture both forward and backward dependencies in time series, thereby improving forecasting accuracy. …”
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Genesis and Predictive Ability of Ecosystem Approach in Education by Diana Koroleva, Tatiana Khavenson, Daria Tomasova

“…Yet, our understanding of the educational ecosystem phenomenon remains fragmented and lacking structure. This limitation poses obstacles to both engaging in a scholarly discourse and fully harnessing the predictive potential inherent in the ecosystem approach. …”
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Application of improved graph convolutional network for cortical surface parcellation by Jia Tan, Xiaomei Ren, Yong Chen, Xianju Yuan, Feiba Chang, Rui Yang, Chengqun Ma, Xiaoyu Chen, Miao Tian, Wei Chen, Zihong Wang

“…ADGCN consists of a deep graph convolutional layer with a symmetrical U-shaped structure, which enables it to effectively transmit detailed information of the original brain map and learn the complex graph structure, help the network enhance feature extraction capability. …”
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Transhumanism in Analytical Prospects of Classical and Non-Classic Sociology by A. V. Shcherbina

“…Tarde, the sociocultural approach of E. Durkheim, the structural-functional analysis of T. Parsons, the genealogical analysis of M. …”
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Social Relations and Interpersonal Dialogue among Couples: A Study in the City of Yazd Based on the Grounded Theory by Lida Hatefi rad, Mehraban Parsamehr, Ali Ruhani

“…However, this approach often led to dissatisfaction within the contemporary family structure due to the changing dynamics of today's society. …”
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Requirements for Becoming a Startup: A Study with an Economic Sociology Approach (Case Study: Managers of Startups in Isfahan City) by Rahmatollah Torkan, Seyed Samad Beheshty, Ramin Moradi

“…Data collection was conducted via semi-structured in-depth interviews from early April to late November 2024. …”
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Využívanie folklórnych motívov v súčasnom tanci by Denisa Benčaťová

“…In order to achieve our aim, we have chosen the structural method and formal analysis; we have also created graphic models. …”
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Multi-resolution analysis of gravity anomalies: A comparative study of modern and spherical approximation techniques by Kolawole S. ILESANMI, Herbert TATA, Ifechukwu U. NZELIBE, Timothy O. IDOWU

“… Analysing gravity anomalies is a key method of understanding the Earth’s shape, structure, and subsurface composition. This is done by modeling the Geoid, an irregular surface, into a regular sphere or ellipsoid for easy computations. …”
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Social isolation, social exclusion, and access to mental and tangible resources: mapping the gendered impact of tuberculosis-related stigma among men and women living with tubercul... by Andrew Medina-Marino, Lindsey de Vos, Joseph Daniels

“…Open coding was done inductively, with MTR domains informed by the Network-Individual-Resource Model. Findings were analyzed through a cyclic, iterative, and deductive process using social isolation and exclusion as interpretive lenses. …”
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Relationship Between Objective Performance and Patient‐Reported Outcomes Measurement Information System Physical Function in Patients With Stroke by Irene L. Katzan, Yadi Li, Maximos McCune, Brittany Lapin

“…Correlations between these measures were analyzed, both overall and stratified by performance on other patient‐reported outcomes (Quality of Life in Neurological Disorders cognitive function, depression, and the following PROMIS scales: global health, social satisfaction, pain, sleep, and fatigue). Structural equation modeling assessed how these patient‐reported outcomes influenced the PROMIS PF‐TUG relationship. …”
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Empowering minds: how self-efficacy, self-esteem, and social support drive digital mental health engagement by Jack Ng Kok Wah

“…The survey used validated scales to measure self-efficacy, self-esteem, perceived social support, and engagement with digital mental health platforms. Structural Equation Modeling (SEM) was employed to test five hypotheses regarding direct and mediated relationships.ResultsDemographic analysis revealed that many participants were female (71.3%), aged between 25 and 45 years (76.6%), and from higher income brackets (RM5,001–RM20,000). …”
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Mindfulness Reduces Adolescent Depression Through Stress Appraisal and Cognitive Reactivity: Evidence from a Four-Wave Longitudinal Study by Filipa Ćavar Mišković, Goran Milas

“…<i>Materials and Methods:</i> We analyzed longitudinal data from 3897 adolescents (M_age = 15.9; 51.2% female) across four waves spaced approximately six months apart. Structural equation modeling (AMOS) was used to evaluate both direct and indirect effects of trait mindfulness on depression, with stress domains included in separate analyses. …”
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Deciphering and predicting algal bloom variability using size-fractionated organic matter and machine learning in a complex watershed by Yun Kyung Lee, Haeseong Oh, Bo-Mi Lee, Jin Hur

“…Partial least squares structural equation modeling (PLS-SEM) further revealed the direct and indirect effects of DOM components, hydrologic variables, and fluorescence peaks on algal dynamics. …”
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Agricultural lands: a civilistic view of the social obligation to preserve them by L. V. Schennikova

“…The following methods were used in the research: general scientific dialectical, universal scientific methods (analysis and synthesis, induction and deduction, comparison, abstraction, formal logical, system-structural), special legal methods (comparative legal, method of system interpretation, method of legal modeling.The main results, scope of application. …”
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Machine learning-guided construction of an analytic kinetic energy functional for orbital free density functional theory by Sergei Manzhos, Johann Lüder, Pavlo Golub, Manabu Ihara

“…Based on this analysis, an analytic model is constructed that can reproduce KS DFT energy–volume curves with sufficient accuracy (pronounced minima that are sufficiently close to the minima of the Kohn–Sham DFT-based curves and with sufficiently close curvatures) to enable structure optimizations and elastic response calculations.…”
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Hyperspectral Remote Sensing Combined with Ground Vegetation Surveys for the Study of the Age of Rodent Mounds by Hao Qi, Xiaoni Liu, Tong Ji, Chenglong Ma, Yafei Shi, Guoxing He, Rong Huang, Yunjun Wang, Zhuoli Yang, Dong Lin

“…Conclusions: (1) Rodent mounds play a crucial ecological role in alpine meadow ecosystems by enhancing plant diversity, biomass, and the stability and vitality of the ecosystem. (2) The vegetation indices SR and TCARI are the most influential in classifying rodent mounds. (3) Incorporating vegetation indices into Random Forest modeling facilitates a precise and robust remote sensing interpretation of rodent mound ages, which is instrumental for devising targeted restoration strategies.…”
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COMMUNICATION OPPORTUNITIES OF MODERNISM IN THE SYSTEM OF MASS COMMUNICATION IN THE SYRIAN ARAB REPUBLIC. PART TWO by Oksana Kosiuk

“…The second part of the research continues the study of current problems of modern Syrian painting as a means of communication with the help of the goal was set to explore the visual arts of modern Syria as a means and method of communication with the help of structuralism (distinguishing the directions, methods and styles of modernism), semiotic and content analyzes (identifying symbolic units of communication), comparison (studying the process and experiences), modeling (defining the features of movements, directions and styles), etc. …”
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