Surface Classification from Robot Internal Measurement Unit Time-Series Data Using Cascaded and Parallel Deep Learning Fusion Models by Ghaith Al-refai, Dina Karasneh, Hisham Elmoaqet, Mutaz Ryalat, Natheer Almtireen

“…Surface classification is critical for ground robots operating in diverse environments, as it improves mobility, stability, and adaptability. …”
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Predicting Very Early-Stage Breast Cancer in BI-RADS 3 Lesions of Large Population with Deep Learning by Congyu Wang, Changzhen Li, Gengxiao Lin

“…The proposed model achieved an area under the receiver operating characteristic curve (AUC), sensitivity, and specificity of 0.880, 0.786, and 0.833 in predicting BI-RADS 3 malignant lesions in the internal testing set. …”
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AI-Powered Synthesis of Structured Multimodal Breast Ultrasound Reports Integrating Radiologist Annotations and Deep Learning Analysis by Khadija Azhar, Byoung-Dai Lee, Shi Sub Byon, Kyu Ran Cho, Sung Eun Song

“…Experiments showed that the proposed method reduced the average report generation time to 3.8 min compared to manual processes, even when using relatively low-spec hardware. …”
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Hybrid fuzzy logic approach for enhanced MPPT control in PV systems by Mustapha Melhaoui, Mohammed Rhiat, Mohammed Oukili, Ilias Atmane, Kamal Hirech, Badre Bossoufi, Mishari Metab Almalki, Thamer A. H. Alghamdi, Mohammed Alenezi

“…This work advances PV system control by providing a robust and adaptive solution for maximizing power extraction under diverse operating conditions.…”
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Thermoelectric installation for lifting objects from shallow reservoirs using the freezing method by O. V. Evdulov, D. V. Evdulov, I. A. Gabitov, M. U. Yakhyaev

“…The installation parameters have been determined: the number of TEMs of the DRIFT-1.2 type is 8, the operating power range of a single TEM of the DRIFT-1.2 type is from 14 to 40 W with an average temperature difference between the junctions of 45 K, the supply current is from 3.8 to 7 .6 A with power consumption from 50 to 200 W, coefficient of performance - from 0.1 to 0.45, minimum temperature of the cold wall of the TU - 248 K, a domestically produced thermal thermosyphon is used as a heat removal system from the hot junctions of the TEM.…”
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Airborne Measurements of Real-World Black Carbon Emissions from Ships by Ward Van Roy, Jean-Baptiste Merveille, Kobe Scheldeman, Annelore Van Nieuwenhove, Ronny Schallier

“…However, it is important to note that the average BC emission factors (EFs) within the SECA remain comparable in magnitude to those reported for non-compliant fuels in earlier studies. …”
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Spatial assessment employing fusion logistic regression and frequency ratio models to monitor landslide susceptibility in the upper Blue Nile basin of Ethiopia: Muger watershed by Samuel Hailu, Kiros Tsegay Deribew, Ermias Teferi, Mitiku Badasa Moisa, Zenebe Reta Roba, Shimelis Sishah Dagne, Muluneh Woldetsadik

“…The area under the curve (AUC) under the receiver operating characteristic (ROC) was used to compare the performance of the models. …”
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Clinical and radiological outcomes of magnetically controlled intramedullary lengthening nails in adolescents and young adults: a retrospective cohort study by Mehmet Ali Talmaç, Melih Civan, Ergün Mendes

“…The mean follow-up period was 18.8 months. The average length gained was 45.7 ± 10.5 mm, with a distraction rate of 1.0 ± 0.1 mm/day. …”
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A Novel Deep Learning Approach for Precision Agriculture: Quality Detection in Fruits and Vegetables Using Object Detection Models by Enoc Tapia-Mendez, Misael Hernandez-Sandoval, Sebastian Salazar-Colores, Irving A. Cruz-Albarran, Saul Tovar-Arriaga, Luis A. Morales-Hernandez

“…To evaluate the performance of each model, metrics like loss, mean Average Precision (mAP), receiver operating characteristic (ROC) curve, area under the curve (AUC), and confusion matrix were employed. …”
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Pathway analysis of GWAS provides new insights into genetic susceptibility to 3 inflammatory diseases. by Hariklia Eleftherohorinou, Victoria Wright, Clive Hoggart, Anna-Liisa Hartikainen, Marjo-Riitta Jarvelin, David Balding, Lachlan Coin, Michael Levin

“…Variable selection identified on average a set of 205 SNPs (149 genes) for T1D, 350 SNPs (189 genes) for RA and 493 SNPs (277 genes) for CD. …”
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THE IMPORTANCE OF FINANCIAL LEVER IN THE MANAGEMENT OF ALTERNATIVE ENERGY DEVELOPMENT by V. Metelytsya, O. Gubar, V. Chaban, O. Perederii, Y. Hryhorenko

“…It is established that the average profitability of alternative energy projects is ~ 20% and the payback period is 5-6 years. …”
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The Reliability of the Use of Serum Neutrophil Gelatinase–Associated Lipocalin Levels in the Assessment of Renal Functions after Coronary Artery Bypass Grafting by Ozan Onur Balkanay, Deniz Göksedef, Suat Nail Ömeroğlu, Gökhan İpek

“…Ten (25%) women and 30 (75%) male patients were included in the study. The average age is 59 ± 8.6 years. Kidney injury according to Risk-Injury-Failure-Loss-End stage criteria developed in 8 patients (20%). …”
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Oxide Emissions Reduction from Combustion Control in a Diesel Engine by V. L. Chumakov, S. N. Devyanin

“…The average excess air ratio for the charge was 1.2-3.0, and the excess air ratios for the gas-air mixtures did not exceed 1.2-2.5.…”
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A Novel Surgical Treatment Strategy for Fixation of Intra-articular Distal Humerus Fractures: Prospective Analysis of Functional Outcomes by Sachin Jain, Rohit Ajmeriya, Swapnil Priyadarshi, Vivek Kumar Gupta

“…Detailed analysis was done for functional outcomes (average arc of motion, union rate, and complications). …”
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A Federated Adversarial Fault Diagnosis Method Driven by Fault Information Discrepancy by Jiechen Sun, Funa Zhou, Jie Chen, Chaoge Wang, Xiong Hu, Tianzhen Wang

“…Experiments conducted on benchmark and real-world motor-bearing datasets demonstrate that FedAdv_ID achieves a fault diagnosis accuracy of 93.09% under various motor operating conditions, outperforming model regularization-based FL methods by 17.89%.…”
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Identifying where hospital and community trusts are managing general practices in England: a service mapping study by Charlotte Davies, Catherine L Saunders, Fifi Olumogba, Manbinder Sidhu, Jon Sussex

“…We have identified 26 trusts running a total of 85 general practices, operating across a total of 116 practice sites. These practices have on average fewer patients and fewer GP full-time equivalents than other general practices, and before becoming vertically integrated were performing less well in the Quality and Outcomes Framework. …”
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Results of exploring the force impact of 25 tf open-box cars on the rails of curved tracks by A. Yu. Lugovsky, O. K. Bogdanov

“…The inner rail is exposed to an average lateral force of 37.9 kN directed outward and 30.9 kN directed inward. …”
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MBR water treatment: A CFD and experimental investigation with a focus upon shear stress and the role of c-di-GMP by Yuan Fang, Nan Xiao, Dengyue Chen, Yuyu Min, Robert W. Field, Bing Wang, Jun Jie Wu

“…Specifically, the effect of shear stress on the operating efficiency and membrane fouling behavior of MBRs was investigated through both CFD and experiments that lasted 25–45 days. …”
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GRVIO: Semantic-Aware Visual-Inertial Odometry for Ground Robot Platforms by Sangbum Lee, Hanyeol Lee, Chan Gook Park

“…The effectiveness of the proposed method is validated through Monte Carlo simulations and real-world experiments using a publicly available dataset collected from a quadruped robot operating in diverse indoor and outdoor environments. …”
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Simulation of Molten Carbonate Fuel Cell with Dry Reforming of Methane (DR-MCFC) by Kyu-Seok Jung, Young-Bae Jun, Jung-Sik Yoon, Sung-Pil Yoon, Chang-Whan Lee

“…The mole fraction of H₂ after the DRM ranged from 0.181 to 0.214 under five different gas conditions. The average current density of the fuel cell varied between 1321.5 and 1444.9 A·m⁻² at a cell voltage of 0.8 V, which was up to 27.07% lower than that of a conventional MCFC operating at 923 K due to the lower hydrogen concentration in the anode. …”
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