Enhancing Stock Price Forecasting With a Hybrid SES-DA-BiLSTM-BO Model: Superior Accuracy in High-Frequency Financial Data Analysis by Talabathula Jayanth, A. Manimaran, G. Siva

“…To address the inherent complexities and dynamic fluctuations in stock prices, innovative modeling techniques are required. …”
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Local Search Heuristic for the Two-Echelon Capacitated Vehicle Routing Problem in Educational Decision Support Systems by José Pedro Gomes da Cruz, Matthias Winkenbach, Hugo Tsugunobu Yoshida Yoshizaki

“…The 2E-CVRP involves using Urban Transshipment Points (UTPs) to optimize deliveries. To tackle the complexity of the 2E-CVRP, DSS can employ fast and effective techniques for visual problem-solving. …”
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Prediction of intrinsic and extraneous cognitive load with oculometric and biometric indicators by Merve Ekin, Krzysztof Krejtz, Carlos Duarte, Andrew T. Duchowski, Izabela Krejtz

“…Intrinsic cognitive load is associated with the inherent complexity of the mental task, whereas extraneous cognitive load is related to the distracting and unrelated elements in the task. …”
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ASSESSMENT AND QUANTIFICATION LAND PRODUCTIVITY POTENTIAL IN KILINDI DISTRICT by Rebecca Makubi Makubi, Proches Msigula, Boniface Mbilinyi

“…Indirect evaluations consist of developing and applying varying-complexity models to estimate soil productivity. The main objective of this research was to determine the land productivity index based on various soil and physical parameters using the GIS tool. …”
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Significant secondary formation of nitrogenous organic aerosols in an urban atmosphere revealed by bihourly measurements of bulk organic nitrogen and comprehensive molecular marker... by X. Yu, X. Yu, M. Zhou, S. Zhu, L. Qiao, J. Li, Y. Ma, Z. Zhang, K. Liao, H. Wang, J. Z. Yu, J. Z. Yu, J. Z. Yu

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Sources and Radiations of the Fermi Bubbles by Vladimir A. Dogiel, Chung-Ming Ko

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The Algorithm of Treatment Tactics for Patients with Tumor Obstruction of Extrahepatic Bile Ducts by Dutka Ya.

“…On the basis of required data, the complex algorithm of treatment tactics for patients with tumor obstruction of this localization which consists of four stages has been proposed. …”
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Effects of solar radiation modification on precipitation extremes in Southeast Asia: Insights from the GeoMIP G6 experiments by Ze-Qian Feng, Mou Leong Tan, Liew Juneng, Mari R. Tye, Li-Li Xia, Fei Zhang

“…In conclusion, SRM may effectively mitigate increases in extreme precipitation events in most of Southeast Asia, but G6solar provides a more consistent reduction, while G6sulfur shows more complex spatial responses.…”
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Internal migration and depressive symptoms: Exploring selection and outcomes in a South African cohort by Carren Ginsburg, Tyler W. Myroniuk, Chantel F. Pheiffer, Bianca D. Moffett, Michael J. White

“…Further examination of the role of migration at different stages of the process, along with continuing attention to psychosocial measurement considerations for LMIC subpopulations, can improve our understanding of these complex interrelationships and contribute to evidence.…”
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Pilot study of the safety and efficacy of angiogenic therapy in diabetic foot syndrome by Igor L. Plaksa, Nina D. Mzhavanadze, Roman E. Kalinin, Igor A. Suchkov, Michail U. Bakunov, Vyacheslav T. Krivichin, Sergey A. Matveev, Artur A. Isaev, Roman V. Deev

“…RESULTS: The use of pl-VEGF165 as part of complex treatment allowed to achieve wound healing in 65,7% of patients with chronic ulcerative defects, the safety of the target limb was 84%. …”
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Versatile clinical application of radial artery perforator flap for hand and wrist reconstruction by Jovanović Mladen, Nikolić Jelena, Komarčević Aleksandar, Mijatović-Jovanović Vesna, Stojičić Milan, Bjelan Sveto

“…Distally based fasciocutaneous RAPF was used in all cases. The average age of the patients was 48 years, predominantly (64%) males. …”
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Use of cannabis during pregnancy and birth outcomes in an Aboriginal birth cohort: a cross-sectional, population-based study by Deirdre Gartland, Stephanie J Brown, Karen Glover, Fiona K Mensah, Cathy Leane, Jane Yelland, Jackie Ah Kit, Deanna Stuart-Butler, Donna Weetra, Jonathan Newbury

“…The reasons for disparities are complex and multifactorial. We aimed to assess the extent to which adverse birth outcomes are associated with maternal cannabis use and exposure to stressful events and social health issues during pregnancy.Design/setting Cross-sectional, population-based survey of women giving birth to Aboriginal babies in South Australia, July 2011–June 2013. …”
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Long-term effects of enhanced external counterpulsation in the management of patients with coronary artery disease complicated by heart failure: data from the EXCEL study by A. S. Lishuta, O. A. Slepova, N. S. Nikolaeva, E. V. Privalova, Yu. N. Belenkov

“…To study the long-term effect of complex therapy with enhanced external counterpulsation (EECP) on exercise tolerance, quality of life, and systolic cardiac function in patients with stable coronary artery disease (CAD) complicated by heart failure (HF).Material and methods. …”
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Short Term Analysis of New Single-Piece Aspheric Diffractive Trifocal Intraocular Lens Implantation by K. B. Pershin, N. F. Pashinova, M. M. Konovalova, A. Yu. Tsygankov, M. E. Konovalov, N. E. Temirov

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Heterogeneity symptoms of urgency in patients with benign prostatic hyperplasia by V. L. Medvedev, M. I. Kogan, T. I. Derevianko, P. V. Shornikov, M. E. Efremov, D. S. Isaeva

“…All patients underwent a complex urodynamic study (CUDI), the results of which were compared with subjective criteria for the severity of urgency and the most significant clinical signs of detrusor hyperactivity.Results Against the background of the analysis of the data obtained, it was possible to classify nocturia by type in 93 patients. …”
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A drug response prediction method for single-cell tumors combining attention networks and transfer learning by BingWei Zhou, BingWei Zhou, SiLin Sun, SiLin Sun, ShengZheng Liu, ShengZheng Liu, HaiXia Long, HaiXia Long, YuChun Li, YuChun Li

“…Current methods using bulk cell data fail to fully capture tumor heterogeneity and the complex mechanisms underlying treatment responses.MethodsThis study introduces a novel method, ATSDP-NET (Attention-based Transfer Learning for Enhanced Single-cell Drug Response Prediction), which combines bulk and single-cell data. …”
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Characteristics of clinical features and drug sensitivity of Nontuberculous Mycobacterial Pulmonary Disease by Mr Ruslan Khachetlov, Valentina Tinkova, Ilona Gudieva, Irina Lizinfeld, Alexandra Gracheva

“…The pathogen was identified in 58 patients from bronchoalveolar lavage and 13 from sputum.Mycobacterium avium was detected in 31 patients (43.66%), Mycobacterium abscessus was detected in 18 patients (25.35%), Mycobacterium chimaera was detected in 11 patients (22.54%), Mycobacterium kansasii was detected in 11 patients (22.54%).The average release time was 6 days 19 hours, 5 days 13 hours, 9 days 13 hours, 11 days 19 hours, respectively.Mycobacterium avium complex - Mycobacterium avium and Mycobacterium chimaera (42) were sensitive to amikacin in 92.86% of cases, to clarithromycin in 73.81% of cases, to moxifloxacin in 73.81% of cases, to linezolid in 35.71% of cases.Mycobacterium kansasii (11) were sensitive to amikacin in 100% of cases, to clarithromycin in 91% of cases, to moxifloxacin in 91% of cases, to linezolid in 81.82% of cases, to rifampicin in 81.82% of cases, to rifabutin in 81.82% of cases, to ciprofloxacin in 72.73% of cases.Mycobacterium abscessus (18) were sensitive to amikacin in 83.33% of cases, to linezolid in 66.67% of cases, to clarithromycin in 61.11% of cases, to moxifloxacin in 27.78% of cases, to ciprofloxacin in 27.78% of cases. …”
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Prognostic value of depression severity indicators for determining clinical outcomes of sleeve gastrectomy in patients with obesity by V.V. Skyba, O.V. Ivanko, I.I. Pliuta

“…However, the influence of bariatric intervention on mental state is complex and insufficiently studied. The aim of the study was to characterize the prognostic value of depression severity indicators for determining clinical outcomes of sleeve gastrectomy in patients with obesity. …”
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Evaluation of Winter Near-surface 2 m Temperature around the Hengduan Mountains in Southwest China Simulated by ECMWF by Shimei WU, Na TANG, Yuqi LIANG, Xuyang OU, Haijie LI, Haoming CHEN

“…Based on the hourly product of CLDAS （CMA Land Data Assimilation System） in 2021， this study is to evaluate the prediction capacity of the global high-resolution deterministic numerical prediction product ECMWF （European Center for Medium Weather Forecasting） for winter mean near-surface 2 m temperature of complex terrain region around the Hengduan mountains in southwest China by starting from winter average temperature， daily variation， and diurnal temperature range.And this study compares the temperature deviation characteristics of near-surface 2 m temperature in different topographic regions by distinguishing between high terrain region （the Western Sichuan Plateau） and low terrain region （the southern Sichuan Basin）.The results show that： （1） The ECMWF model can reasonably predict the spatial distribution characteristics of the winter mean near-surface 2 m temperature around the Hengduan mountains in southwest China， but the deviation distribution is related to the terrain height.With the increase of the terrain height， the prediction deviation tends to increase.（2） The ECMWF model well reproduces the daily variation characteristics of winter mean near-surface 2 m temperature around the Hengduan mountains in southwest China， with the peak time appearing at 14:00 （Beijing Time）.The prediction deviation of temperature at various times varies at different terrain heights.The maximum negative deviation of the western Sichuan Plateau and the Hengduan mountain regions occurs in the afternoon， while the maximum negative deviation of the south Sichuan Basin occurs in the morning.At the same time， the prediction deviation at each moment in high terrain areas is greater than the prediction deviation at each moment in low terrain areas.（3） The ECMWF model can reasonably predict for the spatial distribution of winter mean near-surface 2 m temperature over different terrain at various times during the day， but the deviations have diurnal variation characteristics.Especially in the high terrain region of the Hengduan mountain regions， there are different characteristics of cold and warm deviations at various times.（4） The area with large forecast bias of diurnal temperature range is generally the area with frequent Quasi-stationary front activities in Kunming.For the days （A total of 90 days， from December 1， 2021 to February 28， 2022） with large diurnal temperature range， the prediction deviation of winter mean near-surface 2 m temperature in this area is greater than the days with small diurnal temperature range.What’s more， the prediction deviation of diurnal temperature range is relatively unstable in the area with large forecast bias of diurnal temperature range.…”
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Estimation and Forecasting of Nigeria’s Residential, Commercial, and Industrial Electricity Demands by Prosper O. Ugbehe, Ogheneruona E. Diemuodeke, Daniel O. Aikhuele, Kenneth E. Okedu, Gauri Kalnoor

“…While the Python simulation indicated a lower average Mean Square Error (MSE) of 0.008%, the stochastic/probabilistic extrapolation procedure gave an MSE of 0.021%. …”
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