CerviXpert: A multi-structural convolutional neural network for predicting cervix type and cervical cell abnormalities by Rashik Shahriar Akash, Radiful Islam, SM Saiful Islam Badhon, KSM Tozammel Hossain

“…Our approach emphasizes simplicity, using a limited number of convolutional layers followed by max-pooling and dense layers, trained from scratch. …”
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Enhancing Emergency Response in Road Accidents: A Severity Prediction Framework Using RF-RFE and Deep Learning Model by Chaimaa Chaoura, Hajar Lazar, Zahi Jarir

“…Road accidents, particularly in urban areas, pose significant challenges due to their complexity and severe consequences. Rapid emergency response is crucial to mitigating their impact, especially for cases requiring urgent medical intervention. …”
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Evaluation of groundwater vulnerability using index-based model approach within parts of Nsukka Sedimentary Basin, Nigeria by Johnson C. Ibuot, Daniel N. Obiora, Emmanuel A. Igwe, Ngozi M. Ugwu

“…The VES results revealed four to five geoelectric layers with varying resistivities, thicknesses, and depths, highlighting the complexity of the subsurface. …”
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MODELLING HEAT GENERATION DURING FRICTION AND VISCOPLASTIC DEFORMATION BASED ON THE EXAMPLE OF THE YENISEI SHEAR ZONE (EASTERN SIBERIA) by O. P. Polyansky, A. V. Babichev, A. N. Semenov, V. V. Reverdatto

“…Dissipative heating could be a heat source for the metamorphic complexes of the Yenisei regional shear zone, though melting conditions of metapelite were not attained.…”
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Ecological Niche Modeling of Seventeen Sandflies Species (Diptera, Psychodidae, Phlebotominae) from Venezuela by Iomar Sanchez, Jonathan Liria, María Dora Feliciangeli

“…We used maximum entropy method for model construction based on 30 arc-second resolution environmental layers: 19 bioclimatic variables, elevation, and land cover. …”
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Navigating the Lens Labyrinth: A Practical Approach to Intraocular Lens Classification and Selection by Joaquín Fernández, Filomena Ribeiro, H. Burkhard Dick, Carlos Rocha-de-Lossada, Manuel Rodríguez-Vallejo

“…Abstract The expanding array of intraocular lenses (IOLs) designed to increase the depth-of-field (DOFi) presents cataract and refractive surgeons with considerable complexity when selecting the most appropriate IOL to meet patient expectations. …”
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A molecular systems architecture of neuromuscular junction in amyotrophic lateral sclerosis by V. A. Shiva Ayyadurai, Prabhakar Deonikar, Roger D. Kamm

“…Abstract A molecular systems architecture is presented for the neuromuscular junction (NMJ) in order to provide a framework for organizing complexity of biomolecular interactions in amyotrophic lateral sclerosis (ALS) using a systematic literature review process. …”
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Additive Attention for Vetting Transiting Exoplanet Candidates by Àlvar Hernàndez-Carnerero, Miquel Sànchez-Marrè, Juan Carlos Morales

“…Through extensive experimentation, we demonstrate the efficacy of our final model, which integrates CNN, LSTM, and additive attention layers, coupled with feed-forward neural networks, achieving competitive performance with limited model complexity. …”
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Visualising and evaluating learning/achievement consistency in introductory statistics by Taryn Axelsen, Rachel King, Elizabeth Curtis

“…Traditional methods such as cumulative grading and learning analytics often fail to capture the complexity of student knowledge. This research employed a multi-layered approach, including innovative ‘consistency of learning’, ‘combination analysis’ and ‘heatmap’ techniques, to examine performance across 11 learning modules. …”
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The translation of fictive neology through the decades: a case study by Ana Cristina Sánchez López

“… Neologisms are a key factor of science fiction and world building, and their proper translation is essential if the complexity of the genre, with its usually multi-layered plot, is to be fully understood in the target language. …”
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Fragmented Form and Spatiotemporal Experiences in Transnational Korean Women’s Poetry by Melanie Hyo-In Han

“…I show how the interplay between fragmented poetry and prose poetry creates a dynamic aesthetic, reflecting the layered complexity of lived experiences, trauma, and resilience. …”
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Les images abîmées : entre iconoclasme, pratiques religieuses et rituels « magiques » by Simona Boscani Leoni

“…Studying degraded paintings makes it possible to approach the man/image relationship problem according to an original perspective and to highlight the complexity of the visual arts’ impact in the Christian West throughout many centuries.…”
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NPI-WGNN: A Weighted Graph Neural Network Leveraging Centrality Measures and High-Order Common Neighbor Similarity for Accurate ncRNA–Protein Interaction Prediction by Fatemeh Khoushehgir, Zahra Noshad, Morteza Noshad, Sadegh Sulaimany

“…An ablation study confirms the complementary strengths of these layers, showing that their integration improves predictive accuracy and robustness across varied graph complexities. …”
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Locating garden burial centers in Khodaafrin and Kalibar cities based on Boolean logic model and ANP network analysis in GIS environment by Ali Khodaie, Rahman Zandi

“…The purpose of this research was to locate landfill centers based on ANP network analysis process model and Boolean logic in GIS environment by using the opinions of expert experts in the form of pairwise comparison questionnaires and descriptive-analytical method.Material and methods: In this research, in order to select landfill centers due to the complexity of the influencing factors, the necessity of using geographic information technologies (GIS) and its integration with other management and planning matters has been proposed; Therefore, in this research, ARC GIS software has been used to create databases, spatial analysis and superimposition of information layers, as well as ANP model and Super Decision software to calculate criteria weight and Boolean logic model.Results and discussion: In this research, 17 layers of information include; Surface water resources, slope, city and village areas, protected areas, fault, soil, road network, litology, land use, erosion, NDVI, dem, climate, land side, dam, aspect Then, in the network analysis process model, Super Decision software was used to apply weights for each of the criteria, and in the ArcGIS environment, the information layers were combined with the final weight, and the value of each cell was determined in the final map. …”
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Ultrasound patterns of metastases from papillary thyroid cancer in soft tissues of the neck by V. S. Parshin, A. A. Veselova, P. D. Bespalov, V. V. Polkin, P. I. Garbuzov

“…During the statistical analysis, six most informative criteria were established: calcifications, contours, shape, depth-to-width ratio in the transverse scanning plane, state (differentiation) of the cortical and cerebral layers, echostructure. To create complexes (patterns) of ultrasonic signs, a combination of these signs was used among themselves, and five patterns were established. …”
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RACH Traffic Prediction in Massive Machine Type Communications by Hossein Mehri, Hani Mehrpouyan, Hao Chen

“…Simulation results and complexity analysis demonstrate the superiority of our proposed algorithm in terms of both accuracy and complexity, making it well-suited for time-critical live scenarios. …”
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“Both Sides Now”: Reflecting on Schooling Experiences of Individuals with Disabilities in South Korea by Yoon Joo Lee, Hye Jun Park, Young Eun Jeon, Hye Min Suh

“…It seeks to explore the complexities of their experiences in both inclusive education classrooms and special education schools. …”
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A Glimpse into Raw Material Management in the Early Iron Age: Bronze Ingots from a Production Settlement in Wicina (Western Poland) in Archaeometallurgical Research by A. Garbacz-Klempka, K. Dzięgielewski, M. Wardas-Lasoń

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Explainable light-weight deep learning pipeline for improved drought stress identification by Aswini Kumar Patra, Aswini Kumar Patra, Lingaraj Sahoo

“…The novelty lies in the synergistic combination of a pre-trained network with carefully designed custom layers. This architecture leverages the pre-trained network’s feature extraction capabilities while the custom layers enable targeted dimensionality reduction and enhanced regularization, ultimately leading to improved performance. …”
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ALGEBRAIC MODELS OF STRIP LINES IN A MULTILAYER DIELECTRIC MEDIUM by A. N. Kovalenko, A. N. Zhukov

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