Identification of Plasma Proteins Associated with Alzheimer's Disease Using Feature Selection Techniques and Machine Learning Algorithms by Zakaria Mokadem, Mohamed Djerioui, Bilal Attallah, Youcef Brik

“…The SBFS technique generated all possible combinations of protein groups from the 146 proteins, which were then trained and tested using five machine learning models: Decision Tree, Random Forest, Extremely Randomized Trees, Extreme Gradient Boosting, and Adaptive Boosting. Subsequently, ANOVA was applied to refine and reduce the selected panel size. …”
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Machine learning-based prediction of the mechanical properties of β titanium shape memory alloys by Naoki Nohira, Taichi Ichisawa, Masaki Tahara, Itsuo Kumazawa, Hideki Hosoda

“…Although the models were also adapted to predict yield stress (YS), their accuracy was reduced, with improvements seen when incorporating phase constitution information reflecting phase stability. …”
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DSMF-Net: Dual Semantic Metric Learning Fusion Network for Few-Shot Aerial Image Semantic Segmentation by Xiyu Qi, Yidan Zhang, Lei Wang, Yifan Wu, Yi Xin, Zhan Chen, Yunping Ge

“…On the other hand, we design a pyramid-based fusion and condensation mechanism to adaptively merge and couple the multisemantic information from support and query images. …”
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Characterization of chemosensory genes in the subterranean pest Gryllotalpa Orientalis based on genome assembly and transcriptome comparison by Amna Chudhary, De-Long Guan, Yandi Xu, Tao Jiang, Lulu Yang, Mengyang Chen, Muhammad Salabat Khan, Wenhui Zhu, Sheng-Quan Xu

“…Abstract Background Chemosensory perception plays a vital role in insect survival and adaptability, driving essential behaviours such as navigation, mate identification, and food location. …”
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RL-ADN: A high-performance Deep Reinforcement Learning environment for optimal Energy Storage Systems dispatch in active distribution networks by Shengren Hou, Shuyi Gao, Weijie Xia, Edgar Mauricio Salazar Duque, Peter Palensky, Pedro P. Vergara

“…The effectiveness of RL-ADN is demonstrated using distribution networks with size varying, showing marked performance improvements in the adaptability of DRL algorithms for ESS dispatch tasks. …”
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A practical guide to FAIR data management in the age of multi-OMICS and AI by Douaa Mugahid, Jared Lyon, Charlie Demurjian, Nathan Eolin, Charlie Whittaker, Mark Godek, Douglas Lauffenburger, Sarah Fortune, Stuart Levine

“…Multi-cellular biological systems, including the immune system, are highly complex, dynamic, and adaptable. Systems biologists aim to understand such complexity at a quantitative level. …”
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Empirical evidence for a process-based model of health-related quality of life using network analysis by Nicolette Stogios, Nicolette Stogios, Troy Francis, Troy Francis, Rachel G. Peiris, Aleksandra Stanimirovic, Aleksandra Stanimirovic, Valeria Rac, Valeria Rac, Robert P. Nolan, Robert P. Nolan

“…While contemporary assessments are structured to evaluate an individual's HRQL state, we propose a complementary process-based model, which is defined as an appraisal that evolves over time as it reflects and informs a self-regulatory process of adapting to dynamic changes in bio-psycho-social life domains. …”
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Antimicrobial Stewardship in the Pediatric Emergency Department: An Observational Pre-Post Study by Erika Silvestro, Ilaria Mussinatto, Antonia Versace, Marco Denina, Giulia Pruccoli, Raffaella Marino, Giulia Mazzetti, Lorenzo Scaglione, Federico Vigna, Alessandra Macciotta, Silvia Garazzino, Claudia Bondone

“…We then distributed synthetic digital guidelines adapted to our reality to all prescribers. <b>Results</b>: Optimal antibiotic prescriptions increased after the intervention, with statistical significance (<i>p</i> < 0.001) in four main aspects (overall adequacy: 13% PRE vs. 43% POST; need of antibiotics: 53% vs. 68%; adequacy of the spectrum: 55% vs. 63%; adequacy of the chosen molecule: 54% vs. 62%). …”
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Assessing the authenticity and purity of a commercial Bacillus thuringiensis bioinsecticide through whole genome sequencing and metagenomics approaches by Yari Van Laere, Yari Van Laere, Marie-Alice Fraiture, Andrea Gobbo, Sigrid C. J. De Keersmaecker, Kathleen Marchal, Kathleen Marchal, Nancy H. C. Roosens, Kevin Vanneste

“…Our proposed approach could be adapted for other biopesticides, and similar products, providing a standardized and robust approach to contribute to biopesticide safety.…”
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Análisis en la Policía Nacional sobre el estilo de liderazgo a nivel directivo, en atención a las nuevas generaciones by Luz Dianelis Avilés-Regino, Liset Viviana Bedoya-Ramírez, Luis Carlos Cervantes-Estrada

“…Ante este panorama, se plantea la necesidad de que la Policía Nacional adopte un liderazgo adaptable a estas nuevas generaciones. Se describen conceptos como el liderazgo holístico policial y los tipos de liderazgo policial. …”
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Enhancing Campus Mobility: Simulated Multi-Objective Optimization of Electric Vehicle Sharing Systems Within an Intelligent Transportation System Frameworks by Omar S. Aba Hussen, Shaiful J. Hashim, Nasri Sulaiman Member, S.A.R. Alhaddad, Bassam Y. Ribbfors, Masanobu Umeda, Keiichi Katamine

“…Additionally, a station-specific approach expanded the solution space, improving adaptability and resulting in notable reductions in operational costs and smaller but meaningful improvements in unserved demands, especially during peak periods. …”
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Ovum Pick-Up and Ovaries Characterization of Black Bengal Goat from Slaughterhouse by Shobhana Nourin, Md. Muktafi bin Mohit, Begum Fatema Zohara, Md. Faruk Islam

“…These are small-sized goats renowned for their high-quality meat, skin, and adaptability to adverse environmental conditions. To conserve the originality of this species, it is mandatory to develop an effective methodology for their germ cells to be harvested after death. …”
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Prediction of Proton Pressure in the Outer Part of the Inner Magnetosphere Using Machine Learning by S. Y. Li, E. A. Kronberg, C. G. Mouikis, H. Luo, Y. S. Ge, A. M. Du

“…Based on 17‐year observations from both Cluster Ion Spectrometry and Research with Adaptive Particle Imaging Detector instruments onboard the Cluster mission, we used machine‐learning‐based models to predict proton plasma pressure at energies from ∼40 eV to 4 MeV in the outer part of the inner magnetosphere (L∗ = 5–9). …”
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Electrically reconfigurable surface acoustic wave phase shifters based on ZnO TFTs on LiNbO3 substrate by Yi Zhang, Zilong Xiong, Lewei He, Yang Jiang, Chenkai Deng, Fangzhou Du, Kangyao Wen, Chuying Tang, Qiaoyu Hu, Mujun Li, Xiaohui Wang, Wenhui Wang, Han Wang, Qing Wang, Hongyu Yu, Zhongrui Wang

“…Reconfigurable surface acoustic wave (SAW) phase shifters have garnered significant attention owing to their potential applications in emerging fields such as secure wireless communication, adaptable signal processing, and intelligent sensing systems. …”
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Interspecific Variations in Interplant Communication and Ecological Characteristics in Trees by Akira Yamawo, Tomika Hagiwara, Satomi Yoshida, Misuzu Ohno, Riku Nakajima, Yusuke Mori, Tamayo Hayashi, Hiroki Yamagishi, Kaori Shiojiri

“…ABSTRACT Plants evolve diverse communication systems in adapting to complex and variable environments. Here, we examined the relationship between plant architecture, population density and inter‐plant communication within tree species. …”
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EARice10: a 10&thinsp;m resolution annual rice distribution map of East Asia for 2023 by M. Song, M. Song, M. Song, L. Xu, L. Xu, J. Ge, J. Ge, J. Ge, H. Zhang, H. Zhang, H. Zhang, L. Zuo, L. Zuo, J. Jiang, J. Jiang, J. Jiang, Y. Ding, Y. Ding, Y. Ding, Y. Xie, Y. Xie, Y. Xie, F. Wu, F. Wu

“…In addition, a stacking-based optical–SAR adaptive fusion model was designed to fully integrate the features of Sentinel-1 and Sentinel-2 data for high-precision rice mapping in EA. …”
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A Huge Innovation in Diagnosis of Obstructive Sleep Apnea Syndrome: With an Artificial Intelligence-Based Algorithm, Obstructive Sleep Apnea Syndrome Can Now Be Diagnosed With Pulm... by Seval Bulut Eris, Mehmet Recep Bozkurt, Omer Eris, Cahit Bilgin

“…The proposed method can be adapted to PC-based spirometry devices without additional hardware developments. …”
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Thymus ad astra, or spaceflight-induced thymic involution by Wataru Muramatsu, Wataru Muramatsu, Maria Maryanovich, Maria Maryanovich, Maria Maryanovich, Taishin Akiyama, Taishin Akiyama, George S. Karagiannis, George S. Karagiannis, George S. Karagiannis, George S. Karagiannis, George S. Karagiannis, George S. Karagiannis

“…Among the most vulnerable organs is the thymus, a cornerstone of immune system functionality, tasked with generating naive T cells essential for adaptive immunity. The thymus is particularly sensitive to spaceflight conditions, as its role in maintaining immune homeostasis is tightly regulated by a balance of systemic and local factors easily disrupted in space. …”
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Accurate identification of snoRNA targets using variational graph autoencoder to advance the redevelopment of traditional medicines by Zhina Wang, Zhina Wang, Yangyuan Chen, Hongming Ma, Hongming Ma, Hong Gao, Hong Gao, Yangbin Zhu, Hongwu Wang, Nan Zhang, Nan Zhang

“…By decoupling similarity from node degree, the model mitigates the dominance of high-degree nodes, enhances prediction accuracy in scenarios like lung cancer, and leverages KAN technology to improve adaptability and flexibility to new data. Case studies revealed that snoRNA SNORA21 and SNORD33 are abnormally expressed in lung cancer patients and are strong candidates for potential therapeutic targets. …”
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The impact of the Covid-19 pandemic on outpatient visits for patients with cancer in Iran: an interrupted time series analysis by Siavash Beiranvand, Meysam Behzadifar, Aidin Aryankhesal, Seyed Jafar Ehsanzadeh, Banafshe Darvishi Teli, Masoud Behzadifar

“…As healthcare systems adapt to ongoing challenges, understanding the complex interplay between public health crises and patient behavior is crucial for shaping resilient and patient-centric healthcare systems.…”
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