Developing a Transparent Anaemia Prediction Model Empowered With Explainable Artificial Intelligence by Muhammad Sajid Farooq, Muhammad Hassan Ghulam Muhammad, Oualid Ali, Zahid Zeeshan, Muhammad Saleem, Munir Ahmad, Sagheer Abbas, Muhammad Adnan Khan, Taher M. Ghazal

“…The proposed model utilizes machine learning algorithms such as Support Vector Machine (SVM), Decision Trees, K-Neighbors Classifier, and Gradient Boosting Classifier, enhanced with Explainable AI (XAI) techniques like SHAP and LIME. …”
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A comprehensive review of AI-based brain-computer interface with prefrontal cortex and sensory-motor rhythms systemization for rehabilitation by Anna Latha M, Ramesh R

“…Key findings: The results show that the random forest classifier is more suitable for eye state classification, achieving an accuracy up to 99.80 %, and support vector machine classification provides a higher accuracy of 100 % for MI conditions. …”
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Transforming Building Energy Management: Sparse, Interpretable, and Transparent Hybrid Machine Learning for Probabilistic Classification and Predictive Energy Modelling by Yiping Meng, Yiming Sun, Sergio Rodriguez, Binxia Xue

“…The building sector, responsible for 40% of global energy consumption, faces increasing demands for sustainability and energy efficiency. …”
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Problems of Regional Identification of Production Losses from the COVID-19 Pandemic and their Solutions in the System of International Statistical Standards by A. B. Dukhon, O. I. Obraztsova, N. D. Epshtein

“…The range of addressees of anti-crisis measures of the executive branch in the sectors of producers is determined, at the federal and regional levels, according to the main type of activity declared during registration, in accordance with the approved list of codes of the Russian National Classifier of Types of Economic Activity for the types of activities that are most affected by the pandemic and self-isolation regime. …”
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A Data-Driven Assessment of Redesign Initiatives in Financial Management Processes by George Tsakalidis, Kostas Vergidis

“…Business Process Redesign (BPR) is a fundamental approach to enhancing efficiency, compliance, and digital transformation in public sector operations. Despite extensive theoretical advancements, its application in real-world settings remains limited. …”
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Intrinsic assurance: a systematic approach towards extensible cybersecurity by Xunxun CHEN, Mingzhe LI, Ning LYU, Liang HUANG

“…At present, the mainstream cyber security systems are laid out in an alienated style, where security functions are separated from business processes, and security products are isolated from each other.It is difficult to effectively cope with increasingly complicated cyber threats in this architecture.Therefore, it is imperative to move security inward for more resilient and secure network infrastructures.Business scenarios of the cybersecurity sector can be categorized into four perspectives: organization, vendor, regulatory and threat, each of which has different business objectives.Starting from the commonness and individuality of the four perspectives, the needs of this sector was systematically summarized and then the goal of building an extensible cybersecurity capability ecosystem was recognized.As the key to this goal, the intrinsic assurance methodology was proposed.Intrinsic assurance capabilities referred to the abilities of ICT components to natively support security functions such as monitoring, protection and traceability.But intrinsic assurance is not the ultimate security implementation itself, which is a key difference from the existing “endogenous security” or “designed-in security” methodologies.Intrinsic assurance emphasizes the inherent security enabling endowment of network components, whether by activating an innate gift or by encapsulating a given one, both of which logically exhibit autoimmunity from an external viewpoint.One advantage of such a component is the cohesion of business and security, which leads to transparent security posture awareness, customized security policies, and close-fitting security protection.It also simplifies the overall engineering architecture and reduces management complexity through encapsulation of multiple functions into a singleton.Additionally, the Intrinsic Assurance Support Capability Framework was put forward, which summarized and enumerated the security capabilities that conformed to the intrinsic assurance concept.This framework classified the security capabilities into five categories, namely collection, cognition, execution, syndication and resilience respectively, together with their sub-types and underlying ICT technologies.Based on this framework, the enhanced implementations of typical security business scenarios was further introduced in light of intrinsic assurance.…”
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Scientific evidence and public policy: a systematic review of barriers and enablers for evidence-informed decision-making by Iván Claudio Suazo-Galdames, Mahia Saracostti, Alain Manuel Chaple-Gil

“…A thematic synthesis was conducted, classifying studies into six categories: science-policy participation, institutional capacity, political dynamics, trust and legitimacy, political support, and international collaboration.ResultsMajor barriers included fragmented advisory systems, limited data infrastructures, and weak communication between researchers and policymakers. …”
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A Systematic Review and Evaluation of Sustainable AI Algorithms and Techniques in Healthcare by Yehia Ibrahim Alzoubi, Ahmet E. Topcu, Ersin Elbasi

“…This systematic review paper categorizes and classifies AI algorithms and tools in the healthcare sector to support more sustainable practices, focusing on reducing energy use while maintaining high standards in diagnostic accuracy and patient outcomes. …”
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ExAIRFC-GSDC: An Advanced Machine Learning-Based Interpretable Framework for Accurate Gas Leakage Detection and Classification by B. Lalithadevi, S. Krishnaveni

“…Various machine learning classifiers, including K-Nearest Neighbors, Decision Tree, Support Vector Machines, XGBoost, and others, are compared with ExAIRFC-GSDC for gas detection. …”
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Digital Approaches for Mitigating Occupational Vibration Exposure in the Context of Industry 4.0 by Doru Costin Darabont, Lucian-Ionel Cioca, Daniel Onut Badea

“…The findings confirm that WBV exposure varies across industries, with the energy and maritime logistics sectors showing the highest levels of noncompliance. …”
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Developmental-Centered Care in Preterm Newborns: Scoping Review by Jina M. Velasco Arias, Aida M. Peres, Francisco M. Escandell Rico, M. Carmen Solano-Ruiz, Vicente F. Gil-Guillen, Ana Noreña-Peña

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Creative tourism as a zone of entrepreneurship and innovation in management by Yulia L. Rybakova, Olga V. Karpova, Igor L. Kaverzin

“…The criteria - attributes are formulated, based on which a project can be classified as creative tourism. Conclusions: the growing interest in domestic tourism in Russia creates a new competitive field, new demands that can only be met through entrepreneurship, but with government support; the development of creative tourism requires the formation of a support policy, where it is important to determine the subjects, priorities and mechanisms; the expansion of the concept and approach to creative tourism is recorded, a methodological toolkit for inclusion in the field of creative industries is in demand; human development in the industry is required; the sphere needs product development, both offline and online.…”
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Scientometric Analysis as a Tool for Identifying Scientific Trends in the Region by A. R. Gatiyatov, M. R. Safiullin, A. A. Gataullina

“…The analysis allowed to identify   the scientific directions growing in the global arena and localized in the republic, which can form a pool of promising demanded scientific directions, among them: biotechnology (neurotechnology); immunology and microbiology; agriculture and forestry and biology; other sectors of the economy (interdisciplinary directions); literature, literary studies, oral folk art; religion, atheism; economic directions development of which depends on a number of factors (formed scientific policy, support programs of the region). …”
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The Construction Industry in a War-Ravaged Region: Examination of Challenging Factors by Oluwasegun Emmanuel, Marta Białko, Vsevolod Nikolaiev

“…At the same time, stakeholders in the CI will collaborate in the advancement of the sector in the affected region.…”
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The role of small farms in Italy: between subsistence and diversification by Elisa Ascione, Roberto Henke, Francesco Vanni

“…Finally, the indicators on public support seem to confirm the complementary role of rural development policies to the first pillar of the CAP, by highlighting the need of implementing more effective policy tools aimed at preventing the exit of small farms from the sector, also by supporting the entrepreneurial skills necessary to react and reverse the marginalization process.…”
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Improving Sentiment Analysis of Arabic Tweets by One-way ANOVA by Manar Alassaf, Ali Mustafa Qamar

“…Therefore, various experiments were conducted to investigate the effects of one-way ANOVA and to select important features concerning the performance of different supervised machine learning classifiers. Support Vector Machine and Naïve Bayes achieved the best results with one-way ANOVA as compared to the baseline experimental results in the collected dataset. …”
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Advances in Mounting Structures for Photovoltaic Systems: Sustainable Materials and Efficient Design by Luis Angel Iturralde Carrera, Leonel Díaz-Tato, Carlos D. Constantino-Robles, Margarita G. Garcia-Barajas, Araceli Zapatero-Gutiérrez, José M. Álvarez-Alvarado, Juvenal Rodríguez-Reséndiz

“…The PRISMA methodology was used to perform a systematic review of 122 articles published between 2018 and 2025, which were classified along two axes: materials (mild steel, galvanized steel, aluminum, polymers, and composites) and structural design (angle, orientation, loads, support typology, and adaptation to the environment). …”
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EMPLOYING DECENTRING TO ASSESS QUALITY OF SERVICES AND ITS CONTRIBUTION TOWARDS SATISFACTION by Usman YOUSAF, Mohsin ALTAF, Majid Mehmood BAGRAM, Haroon HUSSAIN

“…The factor analysis revealed that the most significant dimension with respect to the Pakistan’s higher education sector are the level of management support, responsiveness of the service providers and the adequacy of physical facilities. …”
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Overcoming the Impact of COVID-19 in the Densely Populated Area through “Taman Momong” by Istiadah Istiadah, Aprilia Mega Rosdiana, Muallifah Muallifah

“…The COVID-19 pandemic in Indonesia influenced the public health sector and disrupted childcare work, especially for those in dense settlements and classified as low-income households. …”
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Between the Farm and Family: A Cross-Sectional Survey on Work–Family Conflict in Farmers in Ireland by Siobhán O’Connor, Anna Donnla O’Hagan, Hannah Casey, Annie O’Connor, Mark Creegan, Alison Stapleton, Louise McHugh, Tomás Russell, Sinéad O’Keeffe

“…Whilst this integration is common amongst the agricultural sector in Ireland (99.7% farms classified as family), it can lead to a conflict of responsibilities, but this has not been examined to date. …”
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