Accelerating superconductor discovery through tempered deep learning of the electron-phonon spectral function by Jason B. Gibson, Ajinkya C. Hire, Philip M. Dee, Oscar Barrera, Benjamin Geisler, Peter J. Hirschfeld, Richard G. Hennig

“…Further, we incorporate domain knowledge of the site-projected phonon density of states to impose inductive bias into the model’s node attributes and enhance predictions. This methodological innovation decreases the MAE to 0.18, 29 K, and 28 K, respectively, yielding an MAE of 2.1 K for T c . …”
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Realization of state policy on the basis of projects for construction of industrial facilities in special economic zones by N. G. Verstina, D. Z. Iskandarov

“…The initial materials of the study were the data of official statistics of the Russian Federation, characterizing investment processes in the industrial sector of the country. The methodological basis of the work was the provisions of theories of infographic modelling, functional systems, and statistical research methods — regression and correlation analysis, which are aimed at establishing the significance of indicators affecting the effectiveness of management and prospects for implementation of industrial construction projects in the SEZ.Results. …”
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Management of housing and communal services in apartment building: evaluation of alternative methods by S. V. Taruta

“…The purpose of the work is to identify the advantages and disadvantages of various methods of housing and communal services management, depending on the various characteristics of apartment buildings and the characteristics of the owners of premises, which allows improving the methodological tools of organizational and managerial aspects of the activities of economic entities in the housing and communal services market. …”
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AI-enhanced 3D-QSAR screening of fragment-based novel designed molecules targeting Phalaris minor ACCase by Bikash Kumar Rajak, Priyanka Rani, Durg Vijay Singh, Nitesh Singh

“…This study showcases how AI-powered methodologies are transforming agricultural science by facilitating the design of next-generation herbicides that can address resistant weed biotypes, underscoring the role of technology in sustainable crop protection.…”
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Downhill: a new rehabilitation frontier. A systematic review of the literature by Matteo Tamburlani, Rossana Cuscito, Alessio D’Angelo, Giovanni Galeoto, Leonardo Papi, Ilaria Ruotolo, Francesca Santini, Annamaria Servadio, Edoardo Tirelli, Giovanni Sellitto

“…RoB 2 tool shows good methodological quality for all studies included in the review; when evaluated with the PEDro scale, all presented a score of 8. …”
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Effect of the hour-1 bundle on clinical outcomes in patients with sepsis and septic shock: A protocol for systematic review and meta-analysis. by Shukun Hong, Hongye Wang, Xiaoguang Fan, Jian Liu, Lujun Qiao

“…For quality assessment, the risk of bias specified by the Cochrane Collaboration and the methodological index for non-randomized studies will be used for randomized control trials (RCTs) and non-RCTs, respectively. …”
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THE STRATEGY FOR CREATION OF THE MODERN CONCEPT OF INTEGRATIVE-HOLISTIC EDUCATION (A CASE STUDY OF MINING SCHOOLS OF THE URALS) by N. K. Chapaev, M. A. Choshanov

“…The system of technological and methodological support of the process of reconstruction of educational experience in modern conditions on the basis of an integrative-holistic approach is developed and presented.Practical significance. …”
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Interventions to promote the implementation of pressure injuries prevention measures in nursing homes: a scoping review protocol by Yu Liu, Chun-Tao Wu, Long-Fei Yang, Yan-Ling Liu, Cui-Ping Ni

“…This review aims to summarise interventions that promote the implementation of pressure injuries prevention measures in nursing homes, explore the research scope and gaps in this field and provide evidence and striving direction for global nursing homes to improve existing preventive behaviours.Methods and analysis This scoping review will combine the Arksey and O’Malley framework with further clarification and advice of the scoping review by Levac et al as methodological guidance. Systematic retrieval of relevant literature databases, grey literature and references included studies will be conducted. …”
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The New Normal? by O. A. Donskikh

“…At the moment, this is not clear either on the content level or methodological one. The article analyzes the temporary and long-term problems associated with the transition to distant education. …”
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Promotive, preventive, and treatment interventions for adolescent mental health in sub-Saharan Africa: A protocol for two scoping reviews including systematic analyses of intervent... by James Steel, Fantacy Twagira, Maaike L Seekles, Angela I Obasi

“…<h4>Methods and analysis</h4>The scoping reviews will follow the five-step methodological framework proposed by Arksey and O'Malley, with further recommendations from the Joanna Briggs Institute. …”
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Assessing Delayed Collapse Risks in Load-Bearing Reinforced Concrete Walls Exposed to Parametric Fires: A Numerical Investigation by Guergah Cherif, Baghdadi Mohamed, Dimia Mohamed Salah, Antonio Marcos de Oliveira Siqueira, Júlio César Costa Campos

“…The insights gained aim to inform safer structural designs and enhance fire safety protocols, emphasizing the importance of realistic fire modeling in performance-based design methodologies. …”
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Magnitude and associated factors of unmet need for family planning among reproductive-aged women in Ethiopia: An umbrella review. by Mulat Ayele, Gizachew Yilak, Abebaw Alamrew, Eyob Shitie Lake, Befkad Derese Tilahun

“…<h4>Method</h4>A search was conducted in PubMed, Google Scholar, CINAHL, Scopus, Cochrane Library, and RESEARCH 4 LIFE including Hinari, to identify relevant systematic reviews and meta-analyses of studies on the prevalence and determinants of the unmet need for family planning in Ethiopia. The methodological quality of the included studies was assessed using the Assessment of Multiple Systematic Reviews tool, and the estimates were pooled using a random-effects meta-analysis model.…”
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The effectiveness of rural community health workers in improving health outcomes during the COVID-19 pandemic: a systematic review by Neema Kaseje, Meghna Ranganathan, Monica Magadi, Kevin Oria, Andy Haines

“…Overall, however, the quality of evidence was poor due to methodological limitations; 14 of 15 studies had a high risk of bias. …”
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Refugee entrepreneurship: Systematic literature review by Jan Brzozowski, Inna Voznyuk

“…We seek to determine how studies on refugee entrepreneurship differ in their theoretical approaches and methodologies from traditional research on immigrant and ethnic entrepreneurship. …”
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Cognitive prehabilitation for geriatric patients undergoing elective surgery: a PRISMA-P-compliant protocol for a systematic review by Yu He, Nianyi Sun, Wenchen Zou, Anren Zhang, Xiaochai Han, Caitao Chen

“…The Physiotherapy Evidence Database scale will be used to assess the methodological quality of the included studies. A narrative or quantitative synthesis will be conducted based on the final data. …”
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Gastronomy vs gastro-anomie? Japan’s foodscape by А. V. Malov, S. V. Chugrov

“…In the theoretical and methodological part of the work, the authors deconstruct the term “foodscape,” identify the epistemological foundations and the conceptual roots of the concept. …”
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Experiences of internationally educated nurses working with older adults: A scoping review protocol. by Kristina M Kokorelias, Marianne Saragosa, Reham Abdelhalim, Eleni Philippopoulos, Ann Vo

“…<h4>Methods</h4>A scoping review will be conducted guided by the methodological framework set out by Arksey and O'Malley (2005) and later advanced by Levac, Colquhoun and O'Brien (2010). …”
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Effectiveness of integrated chronic care interventions for older people with different frailty levels: a systematic review protocol by Gurch Randhawa, David Hewson, Nimra Khan

“…Data extraction will be done on a data extraction form and methodological quality of studies will be assessed using the Effective Practice and Organisation of Care risk of bias tool. …”
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Exploring the Orca Predation Algorithm for Economic Dispatch Optimization in Power Systems by Vivi Aida Fitria, Arif Nur Afandi, Aripriharta

“…Although Orca Predation Algorithm demonstrates greater performance, it necessitates extended computing time, which future research could mitigate by exploring parallelization or hybrid methodologies. This paper shows that Orca Predation Algorithm is a reliable tool for optimizing Economic Dispatch problems. …”
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State of the art progress of Evolvulus alsinoides in pharmacological activity and plant tissue culture: A potent Chinese medicinal plant by Collince Omondi Awere, Valentine Chikaodili Anadebe, Rakkammal Kasinathan, Pandiyan Muthuramalingam, Ramesh Manikandan

“…This review extensively analyzes the applications of E. alsinoides, including extraction and quantification methodologies, secondary metabolites, and pharmacological activities. …”
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