A Null Space Sensitivity Analysis for Hydrological Data Assimilation with Ensemble Methods by Nick Martin, Jeremy White, Paul Southard

“…A new null space sensitivity analysis for ensemble methods of data assimilation (DA) using observation error models is developed and implemented for an integrated hydrological model. …”
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A Comprehensive Review: Molecular and Genealogical Methods for Preserving the Genetic Diversity of Pigs by Vladimir Margeta, Dubravko Škorput, Ivona Djurkin Kušec, Zlata Kralik, Goran Kušec, Kristina Gvozdanović

“…In addition, molecular methods such as structural variation (SV) analysis and pangenome and epigenomic profiling provide a more comprehensive insight into genetic diversity. …”
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SDGTrack: A Multi-Target Tracking Method for Pigs in Multiple Farming Scenarios by Tao Liu, Dengfei Jie, Junwei Zhuang, Dehui Zhang, Jincheng He

“…To enhance the model’s generalization in diverse tracking scenarios, we have innovatively proposed the SDGTrack method. This method improves tracking performance across various farming environments by enhancing the model’s adaptability to different domains and integrating an optimized tracking strategy, significantly increasing the generalization of group pig tracking technology across different scenarios. …”
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The role of Top management team behavioral integration on organizational vitality by mediating dynamic capabilities/ Analytical survey research in the Ministry of Health by Teacher Dr. Mustafa AbdulAbbas Assad *

“…The study utilized a questionnaire as a data collection tool, with data analyzed using statistical packages (SPSS, Amos V.23) and employing various statistical methods including Cronbach's alpha, confirmatory factor analysis, mean, standard deviation, coefficient of variation, Pearson correlation, simple regression, direct and indirect effect tests, and the Sobel test. …”
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Power Equipment Image Recognition Method Based on Feature Extraction and Deep Learning by Shuang Lin

“…Furthermore, a long short-term memory (LSTM) gate mechanism is employed to predict power equipment target features at different levels of image feature information, constructing an attention mechanism network based on the LSTM gating mechanism. Additionally, the method introduces a deep-shallow feature interaction strategy: it integrates shallow and deep feature information through matrix outer product operations, enabling the model to fully learn multi-level features of power equipment. …”
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Determination of Active Pharmaceutical Substances Dissolution Rate by Laser Light Diffraction Method by E. V. Uspenskaya, I. V. Kazymova, T. V. Pleteneva, T. E. Elizarova, A. V. Syroeshkin

“…The strategy of quality control of drugs provides for compliance with the requirements of regulatory documentation methods and critical quality indicators that determine its effectiveness. …”
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Integration of single-cell RNA and bulk RNA sequencing revealed malignant ductal cell heterogeneity and prognosis signatures in pancreatic cancer by Haiyang Du, Haiyang Du, Gao Si, Jiqing Si, Xuejie Song, Xuejie Song, Fuchun Si, Fuchun Si

“…Large-scale chromosomal copy-number variation (CNV) analysis distinguished malignant from non-malignant ductal cells. …”
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A densely connected framework for cancer subtype classification by Yu Li, Denggao Zheng, Kaijie Sun, Chi Qin, Yuchen Duan, Qingqing Zhou, Yunxia Yin, Hongxing Kan, Jili Hu

“…Abstract Background Reliable identification of cancer subtypes is crucial for devising personalized treatment strategies. Integrating multi-omics data has proven to be an effective method for analyzing cancer subtypes. …”
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Nanoparticles in Plant Cryopreservation: Effects on Genetic Stability, Metabolic Profiles, and Structural Integrity in Bleeding Heart (Papaveraceae) Cultivars by Kulus D, Tymoszuk A, Kulpińska A, Dębska B, Michalska A, Nowakowska J, Wichrowska D, Wojnarowicz J, Szałaj U

“…This research investigated the effects of gold (AuNPs), silver (AgNPs), and zinc oxide (ZnONPs) nanoparticles on the structural integrity, genetic stability, and metabolic activity of cryopreserved plant materials with medicinal properties.Methods: Shoot tips from two bleeding heart (Lamprocapnos spectabilis (L). …”
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Integrated distribution modeling resolves asynchrony between bat population impacts and occupancy trends through latent abundance by Bradley J. Udell, Christian Stratton, Kathryn M. Irvine, Bethany Rose Straw, Jonathan D. Reichard, Sarah Gaulke, Jeremy. T. H. Coleman, Frank C. Tousley, Andrea N. Schuhmann, Richard D. Inman, Melinda Turner, Sarah Nystrom, Brian E. Reichert

“…The asynchrony between occupancy trends and population impacts was explained as an emergent pattern of spatiotemporal variation in abundance in the integrated distribution model. …”
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Phenotypic Diversity Analysis and Integrative Evaluation of <i>Camellia oleifera</i> Germplasm Resources in Ya’an, Sichuan Province by Shiheng Zheng, Qingbo Kong, Hanrui Yan, Junjie Liu, Renke Tang, Lijun Zhou, Hongyu Yang, Xiaoyu Jiang, Shiling Feng, Chunbang Ding, Tao Chen

“…Quantitative traits were classified morphologically, and correlation analysis integrated them into 13 key indicators classified using LSD and range methods. …”
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Semicontinuous Blending of Pharmaceutical Ingredients and the Impact of Process Parameters on the Blending Performance of an Integrated Feeder Blender Operating Semicontinuously by Sumit Kumar, Yan-Shu Huang, Zoltan Nagy, Gintaras V. Reklaitis, Marcial Gonzalez, Paul Mort

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CISMN: A Chaos-Integrated Synaptic-Memory Network with Multi-Compartment Chaotic Dynamics for Robust Nonlinear Regression by Yaser Shahbazi, Mohsen Mokhtari Kashavar, Abbas Ghaffari, Mohammad Fotouhi, Siamak Pedrammehr

“…CISMN sustains gradient norms (~2300) versus LSTM collapse (<3), and fixed-seed protocols ensure <1.2% MAE variation. Interpretability remains challenging (feature-attribution entropy ≈ 2.58 bits), motivating future hybrid explanation methods. …”
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CCL26 as a prognostic biomarker in hepatocellular carcinoma: integrating bioinformatics analysis, clinical validation, and radiomics score by Junjun Yan, Qiangming Liao, Yong Xie, Sihai Chen

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Integrated Multi-Omics Profiling Reveals That Highly Pyroptotic MDMs Contribute to Psoriasis Progression Through CXCL16 by Liping Jin, Xiaowen Xie, Mi Zhang, Wu Zhu, Guanxiong Zhang, Wangqing Chen

“…<b>Objective:</b> To investigate cell-type-specific pyroptosis patterns in psoriasis and their immunoregulatory mechanisms. <b>Methods:</b> We integrated 21 transcriptomic datasets (from 2007 to 2020) obtained from the GEO database and two single-cell RNA sequencing datasets to quantify pyroptotic activity using Gene Set Variation Analysis and AUCell algorithms. …”
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An integrative taxonomic approach reveals two putatively novel species of phlebotomine sand fly (Diptera: Psychodidae) in Thailand by Samiullah Soomro, Siwaporn Tuangpermsub, Thongchai Ngamprasertwong, Morakot Kaewthamasorn

“…To improve our understanding of the distribution, habitat preferences, and role in disease transmission of these sand flies, further research is necessary. Methods Sand flies were collected using CDC light traps from 13 locations across four provinces in Thailand between October 2022 and October 2023. …”
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Improving measures of context in process evaluations: development and use of the Context Tracker tool by Joanna Busza, Fortunate Machingura, Cedomir Vuckovic

“…We tracked these over time across study sites using routine programme statistics, observation and qualitative methods. The Context Tracker enables identification and comparison of facilitators and barriers to implementation, variations in engagement with interventions, and how mechanisms of action are (or are not) triggered in different settings. …”
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Mathematical approach for rapid determination of pull-in displacement in MEMS devices by Yongcun Shao, Yutong Cui

“…A critical challenge in MEMS devices is accurately determining the pull-in displacement and voltage, which significantly impacts device performance. Existing methods, including the variational iteration method and homotopy perturbation method, often fall short in providing precise estimations of these parameters.MethodsThis study introduces a novel mathematical approach that combines physical insights into the pull-in phenomenon with variational theory. …”
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Fractional order models of viscoelastic polymeric solids undergoing large deformations by Barbora Hálková, Michal Beneš

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Skill-Learning-Based Trajectory Planning for Robotic Vertebral Plate Cutting: Personalization Through Surgeon Technique Integration and Neural Network Prediction by Heqiang Tian, Xiang Zhang, Yurui Yin, Hongqiang Ma

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