<i>PRKAG2</i> Variant, Motor Neuron Disease, and Parkinsonism: Fortuitous Association or a Potentially Underestimated Pathophysiological Mechanism? by Marco Orsini, Wladimir Bocca Vieira de Rezende Pinto, Paulo Sgobbi, Acary Souza Bulle Oliveira

“…Brain and spine MR imaging, a cerebrospinal fluid analysis, and general serum lab exams were unremarkable. …”
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Employing sentinel-2 time-series and noisy data quality control enhance crop classification in arid environments: A comparison of machine learning and deep learning methods by Zahra Mohammadi Mobarakeh, Saeid Pourmanafi, Mohsen Ahmadi

“…In this study, we employed a novel hybrid approach, integrating time-series analysis, noisy data quality control, and different machine learning and deep learning models to classify croplands of complex multi-crop systems in central Iran. …”
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Application of Convolutional Neural Networks in Animal Husbandry: A Review by Rotimi-Williams Bello, Roseline Oluwaseun Ogundokun, Pius A. Owolawi, Etienne A. van Wyk, Chunling Tu

“…Limited labeled data, variation in data, low-quality or noisy images, complex backgrounds, computational demand, species-specific models, high implementation cost, scalability, modeling complex behaviors, and compatibility with current farm management systems are good examples of several notable challenges when applying CNNs in animal husbandry. …”
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Object prediction and detection of ground-based weapon with an improved YOLO11 approach by Hanyul Ryu, Mingyu Park, Dae-Yeol Kim

“…The proposed system was validated across various environments using synthetically generated images simulating complex battlefield conditions, including rain, challenging terrain, and low-light environments. …”
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Big Data in Neuroscience: Transforming Research and the Understanding of Brain Function by Adina DZIŢAC

“…Since the year 2000, artificial intelligence and machine learning have transformed neuroscience research and have revolutionized data analysis and made it possible for researchers to discover complex patterns in brain activity, relating this to neurological disorders and cognitive functions. …”
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Microbiological Insights and Diagnostic Approaches in Endo-Perio Lesions by Ranjana Kumari, Bansariben Suhagia, R Maheshwari, Mamta Singh

“…Background: Endo-perio lesions are complex pathological conditions involving concurrent infections in endodontic and periodontal tissues. …”
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Assimilating Satellite-Based Biophysical Variables Data into AquaCrop Model for Silage Maize Yield Estimation Using Water Cycle Algorithm by Elahe Akbari, Ali Darvishi Boloorani, Jochem Verrelst, Stefano Pignatti

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High-throughput phenotyping of wheat root angle and coleoptile length at different temperatures using 3D-printed equipment by Nevzat Aydin, Mesut Ersin Sönmez, Tuğba Güleç, Bedrettin Demir, Hadi Alipour, Aras Türkoğlu

“…We evaluated seedlings from eight different wheat genotypes across varying temperatures and validated our findings through image processing techniques. Results The analysis of variance in root architecture revealed significant differences among genotypes for root angle. …”
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Investigation on potential bias factors in histopathology datasets by Farnaz Kheiri, Shahryar Rahnamayan, Masoud Makrehchi, Azam Asilian Bidgoli

“…Abstract Deep neural networks (DNNs) have demonstrated remarkable capabilities in medical applications, including digital pathology, where they excel at analyzing complex patterns in medical images to assist in accurate disease diagnosis and prognosis. …”
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From spots to cells: Cell segmentation in spatial transcriptomics with BOMS. by Ocima Kamboj, Jeongbin Park, Oliver Stegle, Fred A Hamprecht

“…Imaging-based Spatial Transcriptomics methods enable the study of gene expression and regulation in complex tissues at subcellular resolution. …”
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An Improved U-Net-Based Framework for Estimating River Surface Flow Velocity by 周继威, 安国成, 王根一

“…Information entropy analysis confirmed redundant features (R&gt;0.3) in extended sequences increased computational complexity without improving accuracy. …”
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Enhanced light microscopy visualization of virus particles from Zika virus to filamentous ebolaviruses. by George G Daaboul, David S Freedman, Steven M Scherr, Erik Carter, Alexandru Rosca, David Bernstein, Chad E Mire, Krystle N Agans, Thomas Hoenen, Thomas W Geisbert, M Selim Ünlü, John H Connor

“…Virions are captured directly from complex solutions onto a silicon chip and then detected using a reflectance interference imaging modality. …”
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Presenting a Model of Factors Influencing the Development of Contemporary Sculptural Furniture with a Transdisciplinary Approach by Sanaz Pournaderi, Ahad Shahhoseini, Sajjad Pakzad, Meysam Khodashenas, Mustafa Bulat

“…In today's world, alongside fundamental human needs that have remained unchanged since the earliest human civilizations, a multitude of novel, complex, and multifaceted needs have emerged under various influences. …”
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THEORETICAL ASPECTS OF THE PROBLEM OF REFLEXIVE AND PROGNOSTIC COMPETENCE OF A PERSON by Anastasiia V. Rudenko

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Effects and mechanism of pumping agent on rheological properties of highly muddy paste by ZHANG Lian-fu, WU Ai-xiang, WANG Hong-jiang

“…Based on the prediction model, the effect mechanism of pumping agent on a highly muddy tailings paste rheology is proposed. Based on the analysis of the images observed from an environmental scanning electron microscope (ESEM), it is found that the presence of pumping agent causes the destruction of flocs in tailings pastes. …”
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STRUCTURAL COMPONENTS OF INSTRUMENTAL AND PERFORMANCE SKILLS OF FUTURE TEACHERS OF MUSIC ART by L.O. Kovalova-Honchariuk

“…It is proved that it is a complex of features and traits of an individual that ensures psychological readiness to the public performance of musical works and efficiency of teaching activity of future music teachers in general due to the skills to implement personal interpretation intentions, learn and help students discover a sense of music, show students music images by using different means of musical expression, theorize and perform analysis of a musical work. …”
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Impact of contrast material on calcium burden by coronary computed tomography angiography by Kenji Sadamatsu, Etsuro Kawaguchi, Miwako Shihara, Yoshihiro Fukumoto

“… Background: Coronary computed tomography angiography (CCTA) helps reveal complex coronary lesions and improves the success and complication rates of coronary interventions for the lesions. …”
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Disrupting Amh and androgen signaling reveals their distinct roles in zebrafish gonadal differentiation and gametogenesis by Kun WU, Yiming YUE, Lingling ZHOU, Zhiwei ZHANG, Hong SHAN, Huanhuan HE, Wei GE

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The Evolution of Anatomic Pathology by Stanley Cohen, Frederick Coffman

“…Mechanism and function in biological systems can best be understood in the context of the complex microenvironments in which they occur, and for this purpose morphologic analysis can be critical. …”
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Investigating the Transferability of TOG Adversarial Attacks in YOLO Models in the Maritime Domain by Phornphawit Manasut, Md Saleh Ibtasham, Zeynep Yaradanakul, Sepinoud Azimi, Sebastien Lafond, Bogdan Iancu

“…To investigate the significance of TOG adversarial attacks across variations of YOLO architectures and combinations of maritime datasets (all publicly available), we conducted a statistical analysis of black-box and white-box attacks. Our research questions were formulated to address a range of concerns that encompass various complexities to be considered in the detection of maritime objects. …”
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