Optimizing brain tumor detection in MRI scans through InceptionResNetV2 and deep stacked Autoencoders with SwiGLU activation and sparsity regularization by Vishal Awasthi, Mamta Tiwari, Amit Yadav, Gesu Thakur, Mamata Mayee Panda, Hemant Kumar, Shivneet Tripathi

“…Future studies should address these limitations by enhancing interpretability, exploring domain-specific transfer learning, and validating on diverse datasets to strengthen the model's utility in real-world settings. …”
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A Process for Evaluating Adverse Environmental Impacts by Cooling-Water System Entrainment at a California Power Plant by C.P. Ehrler, J.R. Steinbeck, E.A. Laman, J.B. Hedgepeth, J.R. Skalski, D.L. Mayer

“…Environmental Protection Agency (EPA) and Central Coast Regional Water Quality Control Board (CCRWQCB) with results that could be used to determine if any adverse environmental impacts (AEIs) were caused by the operation of the plant’s cooling-water intake structure (CWIS). To this end we chose, under guidance of the CCRWQCB and their entrainment technical working group, a unique approach combining three different models for estimating power plant effects: fecundity hindcasting (FH), adult equivalent loss (AEL), and the empirical transport model (ETM). …”
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Estimating Biomass in <i>Eucalyptus globulus</i> and <i>Pinus pinaster</i> Forests Using UAV-Based LiDAR in Central and Northern Portugal by Leilson Ferreira, André Salgado de Andrade Sandim, Dalila Araújo Lopes, Joaquim João Sousa, Domingos Manuel Mendes Lopes, Maria Emília Calvão Moreira Silva, Luís Pádua

“…The acquired LiDAR point clouds were processed to extract structural metrics such as canopy height, crown area, canopy density, and volume. …”
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THE SCIENTIFIC SCHOOL OF THE ACADEMICIAN G. M. ROMANTSEV: THE HISTORY AND PROSPECTS OF DEVELOPMENT by N. V. Ronzhina, A. V. Efanov

“…The study was based on the hermeneutic method of interpretation and understanding of scientific texts; general scientific methods of analysis, synthesis, comparison, generalization and interpretation of available scientific heritage were applied. …”
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TMTS: A Physics-Based Turbulence Mitigation Network Guided by Turbulence Signatures for Satellite Video by Jie Yin, Tao Sun, Xiao Zhang, Guorong Zhang, Xue Wan, Jianjun He

“…While existing turbulence mitigation methods for long-range imaging demonstrate partial success, they exhibit limited generalizability and interpretability in large-scale satellite scenarios. Inspired by refractive-index structure constant (<inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><msubsup><mi>C</mi><mi>n</mi><mn>2</mn></msubsup></semantics></math></inline-formula>) estimation from degraded sequences, we propose a physics-informed turbulence signature (TS) prior that explicitly captures spatiotemporal distortion patterns to enhance model transparency. …”
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Ecological optimisation of vegetable production as a factor of the industry capitalisation by Roman Lohosha, Svitlana Lutkovska, Oksana Pidvalna, Lyudmila Pronko, Tetiana Kolesnyk

“…In particular, the proposed approach is the basis for substantiating the structure (ratio of crops) and parameters (fertilisation, productivity, costs, efficiency) of vegetable production within the defined limitations of environmental management.…”
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Explaining the technological cooperation of knowledge and business ecosystems: an approach based on ecotone and ambidextrous organization theories by Bahman Norouzpour, Mahmoud Moradi, Mohamad Rahim Ramezanian, Mostafa Ebrahimpour Azbari

“…The research strategy is "Grounded Theory," which presents a conceptual model. The systematic procedure of Strauss and Corbin was used to create a suitable structure for better understanding and classification of data and findings. …”
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Cognitive approach to developing the intelligent modules of organizational and technical systems by V. M. Trembach

“…In further studies it is necessary to pay due attention to the knowledge of cybernetic systems, their submissions, storage, processing, interpretation and production of new knowledge. As a result of the research, the structure of a cybernetic system with a simple model of behavior is proposed. …”
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AI-driven pharmacovigilance: Enhancing adverse drug reaction detection with deep learning and NLP by Dr. Bharti Khemani, Dr. Sachin Malave, Samyukta Shinde, Mandvi Shukla, Razzaq Shikalgar, Harshita Talwar

“…Through meticulous feature engineering and the application of techniques to address data imbalance, our model demonstrates improved accuracy and interpretability in predicting ADRs. …”
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3D Mafic Topography of the Transition Zone between the North-Western Boundary of the Congo Craton and the Kribi-Campo Sedimentary Basin from Gravity Inversion by Sévérin Nguiya, Willy Lemotio, Philippe Njandjock Nouck, Marcelin M. Pemi, Alain-Pierre K. Tokam, Evariste Ngatchou

“…As inputs, we used a reference depth of 20 km obtained by spectral analysis and successively, the density contrasts 0.19 g/cm3 and 0.24 g/cm3, deduced from available 1D shear wave velocity models. The results reveal an irregular topography of the mafic interface characterized by a sequence of horst and graben structures with mafic depths varying between 15.6 km and 23.4 km. …”
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Quad-Tree-Based Driver Classification Using Deep Learning for Mild Cognitive Impairment Detection by Seyedeh Gol Ara Ghoreishi, Charles Boateng, Sonia Moshfeghi, Muhammad Tanveer Jan, Joshua Conniff, Kwangsoo Yang, Jinwoo Jang, Borko Furht, David Newman, Ruth Tappen, Monica Rosselli, Kelley L. Jackson

“…The experimental results demonstrate the effectiveness of the proposed algorithm, achieving an F1 score of 95% that significantly outperforms the baseline models. These results highlight the potential of geo-regional quad-tree structures to extract interpretable features and describe complex driving patterns. …”
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Artificial Intelligence in Revolutionizing Kidney Care and Beyond: Kid-AI Revolution by Kounaina Khan, Farhan Zameer, Pratheek Jain, Ravi KR, Vidya Niranjan, Manoj S, Ravish H, Subrahmanya Padyana

“…Despite the transformative potential, the review acknowledges challenges such as data privacy, interpretability of AI models, the imperative need for trust in AI-driven recommendations for broad applicability, external validation, and improved clinical decision-making. …”
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Geometry and Kinematics of the North Karlik Tagh Fault: Implications for the Transpressional Tectonics of Easternmost Tian Shan by Guangxue Ren, Chuanyou Li, Chuanyong Wu, Kai Sun, Quanxing Luo, Xuanyu Zhang, Bowen Zou

“…In this study, we analyze the offset geomorphology based on interpretations of satellite imagery, field survey, and digital elevation models derived from structure-from-motion (SfM), and we provide the first quantitative constraints on the late-Quaternary slip rate using the abandonment age of deformed fan surfaces and river terraces constrained by the ¹⁰Be cosmogenic dating method. …”
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Application of intuitive fuzzy MABAC method in optimizing favorable areas of low permeability carbonate gas reservoirs by MIN Chao,LI Yingjun,LI Xiaogang,HUA Qing,ZHANG Na

“…The geological structure and reservoir characteristics of low-permeability carbonate gas reservoirs are complex, and the high uncertainty in data acquisition and interpretation makes it challenging to identify optimal development areas. …”
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Spiking Neural Networks for Multimodal Neuroimaging: A Comprehensive Review of Current Trends and the NeuCube Brain-Inspired Architecture by Omar Garcia-Palencia, Justin Fernandez, Vickie Shim, Nicola Kirilov Kasabov, Alan Wang, the Alzheimer’s Disease Neuroimaging Initiative

“…It employs a 3D brain-like structure to model neural activity, enabling personalised modelling, disease classification, and biomarker discovery. …”
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Process Development for the Continuous Manufacturing of Carbamazepine-Nicotinamide Co-Crystals Utilizing Hot-Melt Extrusion Technology by Lianghao Huang, Wen Ni, Yaru Jia, Minqing Zhu, Tiantian Yang, Mingchao Yu, Jiaxiang Zhang

“…NIR spectroscopy detected a unique CC absorption peak at 5008.3 cm⁻¹, enabling real-time structural monitoring with high accuracy (R² = 0.9999). …”
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SEMIOTIC AND MULTIMODAL REPRESENTATION OF EXISTENTIAL CONFLICT IN FICTIONAL DISCOURSE by Olha V. Chernenko

“…Therefore, the goal of the paper is to outline the advantages of an integral approach to the study of conflict in modern linguistic conflictology and to build a linguosemiotic model for the analysis and interpretation of existential conflict in fictional discourse. …”
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Designing a Digital Branding Pattern in Healthy Agricultural Products by Abolghasem Mohammadnezhad Ali Zamini, Arezo Ahmadi danyali, Mahmoud Ahmadi Sharif

“…The experts were selected through purposive and non-probability sampling, and in-depth and semi-structured interviews were conducted with them. In the quantitative part of the research, the fuzzy Delphi technique was used to screen the obtained indicators, then the interpretive structural modeling method was used to identify the causal relationships between the main research articles. …”
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Trends and Prospects in Educational Modernisation: A Hermeneutic Approach by A. F. Zakirova, Ye. N. Volodina

“…Due to the long and unproductive nature of the modernisation process, researchers are paying special attention to systemic factors, noting that system optimisation processes are structured primarily around organisational and technological models derived from industry. …”
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Evaluating parental experiences in teaching children with learning disabilities in resource rooms of public schools in Amman by Abdellatif Khalaf Alramamneh, Obaid Abdelkarim Al-Sabayleh, Khaled Shaker Turki Alsarayreh, Sameer Abdel Kareem Ahmad Al Remawi

“…However, there is a significant gap in understanding how these factors specifically impact parents’ perceptions in the context of Amman’s public schools.AimThis study aimed to address this gap by evaluating the perspectives of parents of students with learning disabilities in resource rooms within Amman’s public schools, focusing on their satisfaction with educational services, including instruction quality, resource adequacy, and facility accessibility.MethodsA cross-sectional study design was utilized, involving a structured questionnaire administered to 200 parents of children attending resource rooms in 33 public schools across Amman. …”
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